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Task

Explore Sarus Solutions for Finance

As a data analyst in the finance industry, I explore the solutions offered by Sarus, so that I can understand how their products can enhance data security and compliance for financial services.

Success definition: Given I am on the Sarus homepage and interested in their solutions When I click on the Solutions button and then select Finance from the dropdown menu Then I should see the Solutions page for Finance with detailed information about security, compliance, and analytics benefits.

Trajectory

Step 1:

Url (before/after):

https://www.sarus.tech/

https://www.sarus.tech/

Content (before/after): 

RootWebArea Sarus - The Privacy Layer for Analytics & AI, focused, url='https://www.sarus.tech/'
    banner
        [32] link home, center=(310,36), url='https://www.sarus.tech/'
            image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe827a089fa131_logotype-dark.svg'
        navigation
Show more 
            [38] button Solutions, center=(672,36), expanded=False, hasPopup='menu'
            [97] button Product, center=(795,36), expanded=False, hasPopup='menu'
            [141] button Security & Compliance, center=(966,36), expanded=False, hasPopup='menu'
            [154] button Company, center=(1143,36), expanded=False, hasPopup='menu'
            [167] button Resources, center=(1276,36), expanded=False, hasPopup='menu'
        [187] link Get in touch, center=(1610,36), url='https://www.sarus.tech/contact'
    paragraph
        StaticText Leverage the power of Sarus on top of
        strong
            StaticText Azure
        StaticText Confidential Clean Rooms!
    [195] link Read more, center=(1487,163), url='http://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading Protect data. Unlock value.
        strong
    paragraph
        StaticText The privacy layer that unleashes the full potential of sensitive data.
        StaticText Do research, analytics, or AI while keeping data safe.
    [206] link Get started, center=(378,796), url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64834f47b838f3e3765b862b_Hero-p-800.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6581c91556c3d91d16335a80_Sarus_CHUV-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056aeded1ccc8e285dcb0_sarus-logo-acpr.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056ce0c28a8d601811260_sarus-logo-SG.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65705cd0a9f8c0c0ee4bd03f_sarus-cnil-logo.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65719ea13286783fd9157a95_sarus-logo-ey.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657057ec47ede483c08118b4_sarus-logo-artefact.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657058b422ae05f2578d8fee_sarus-logo-hopital-foch.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65719f464a480f9f817f6203_sarus-logo-microsoft-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056c111c9644afe6c4ca8_sarus-logo-edf.png'
    heading Why Sarus?
    paragraph
        StaticText With Sarus, data scientists and analysts work on data without ever seeing it.
        StaticText Compliance is streamlined, data value unlocked from day one and security maximal.
    heading Maximum Data Value
    list
        listitem
            ListMarker •
            StaticText Leverage data across silos
        listitem
            ListMarker •
            StaticText Ship projects faster
        listitem
            ListMarker •
            StaticText Use data in full fidelity, not masked
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648350af9f851d5098997f6a_Datavalue-p-500.png'
    heading Highest Security
    list
        listitem
            ListMarker •
            StaticText Allow minimum privilege for ML & BI
        listitem
            ListMarker •
            StaticText Keep full control (no data movement)
        listitem
            ListMarker •
            StaticText Use fake data for tests or prototypes
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351866e70ed30b4872ba5_Security-p-500.png'
    heading Streamlined Compliance
    list
        listitem
            ListMarker •
            StaticText Make Analytics & AI private by design
        listitem
            ListMarker •
            StaticText Slash compliance costs with simpler process
        listitem
            ListMarker •
            StaticText Reduce time spent on DSR
        listitem
            ListMarker •
            StaticText Prevent data breaches
        listitem
            ListMarker •
            StaticText Stop sharing or transferring personal data
        listitem
            ListMarker •
            StaticText Audit all processing activities
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351d8312a5d841d1cc1c9_Compliance-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64882436e8c9d78cbc0a1a36_Sarus-technologies-AI-Analytics-Privacy-layer-How-it-works.png'
    StaticText HOW IT WORKS
    heading A privacy layer for Analytics & AI
    StaticText With Sarus, data practitioners query sensitive data without having direct access to it. All results are protected, and their experience is fully preserved.
    link Learn more, url='https://www.sarus.tech/product/technology'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText UNDER THE HOOD
    heading Built on the state-of-the-art privacy research
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debea1fdc7fdae7bc0904_Frame%20321.png'
    heading Differential Privacy ‍
    paragraph
        StaticText Sarus uses the modern standard of privacy research to ensure each query result is provably safe.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debf322589620414addb8_Frame%2048096528.png'
    heading Privacy-preserving synthetic data
    paragraph
        StaticText Sarus provides synthetic data from a generative-AI model trained with differential privacy, to make working on data one cannot see safe and seamless.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debffe46ea344f0927cbd_Group%2048095945.png'
    heading Privacy-first query rewriting
    paragraph
        StaticText Sarus rewrites all data processing jobs into a privacy-safe version on-the-fly. It brings the strongest privacy guarantees to all queries and manipulations.
    heading Put the power of LLMs into action without any privacy risk
    StaticText Leverage the full power of open source models without introducing privacy risks.
    StaticText Sarus' privacy layer makes using and fine-tuning LLMs with private data safe.
    link Read more, url='https://www.sarus.tech/product/sarusllm'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    link Join LLM beta, url='https://www.sarus.tech/join-sarus-llm-private-beta'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading They talk about us
    region carousel
        group 1 of 2
            image apple logo, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6581c9fdf5e2f212e2c96181_Sarus_EY_dark-mode.png'
            StaticText Chadi SASSINE
            StaticText Partner Financial Services
            StaticText “
            paragraph
                StaticText As AML data-scientists and analysts, we were able to use these technologies successfully, easily and quickly, without any impact neither on our way of working nor on integration within our processes and systems.
        button Show slide 1 of 2
        button Show slide 2 of 2
    heading Get started with Sarus
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b540bb470ebf495812b_Settings.svg'
    heading 1. Deploy
    paragraph
        StaticText Deploy Sarus in minutes, on-premises or in your public cloud, using Docker or Kubernetes.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b9429fa46c51dd4d574_connect.svg'
    heading 2. Connect data
    paragraph
        StaticText Connect Sarus to your data source and select the tables for which you want to allow safe querying.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f43c0c570505db2f2166a_user-tick.svg'
    heading 3. Grant access
    paragraph
        StaticText Grant query access rights to data consumers and define the level of privacy protection for any query they submit.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f2384b4328c0f076eed09_code.svg'
    heading 4. Query
    paragraph
        StaticText Data consumers leverage data with their favorite tools (SQL, pandas, sklearn...). Sarus guarantees that all outputs comply with their privacy policy.
    StaticText EASY INTEGRATION
    heading Sarus integrates with your stack
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479ee7b986350fa1faaaaef_Google%20Cloud%20-%20jpeg.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f02132ab202879e2d960_Google%20Cloud%20-%20jpeg-15.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f044eb2ed5e5978695a1_Google%20Cloud%20-%20jpeg-16.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f05c986350fa1fac9d17_Google%20Cloud%20-%20jpeg-17.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f06df3aef28a9a4d2ae6_PostgreSQL%20svg.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f07b85ba62f953ef7c71_Google%20Cloud%20-%20jpeg-18.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f0cb8135059d4cceaa22_Google%20Cloud%20-%20jpeg-3.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f0adbdfb835ddfebe102_Google%20Cloud%20-%20jpeg-1.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571db07259f17e8f22b564c_sarus-vertexAI.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f0e72fd620df1ef0de4f_Google%20Cloud%20-%20jpeg-19.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f10ac5a0be6a06dae362_Google%20Cloud%20-%20jpeg-20.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f11cba90e330def60110_Google%20Cloud%20-%20jpeg-21.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6d5cdcd8436b0ff6f1b2_SQL.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f12cf08a5a49e47a6c1a_Google%20Cloud%20-%20jpeg-22.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f16c715af9368b0a1758_Google%20Cloud%20-%20jpeg-23.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f1393af9d8d7d81dc7d9_bigquery-icon-512x512-fxxj0xd6%202.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f23d9bbe29f33cc2d887_Google%20Cloud%20-%20jpeg-9.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d814f6e12d71c6e3f418_sarus-logo-sagemaker.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f17a0402ac1f5c733ba0_Google%20Cloud%20-%20jpeg-6.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f1871bf03aa14e11710d_Google%20Cloud%20-%20jpeg-7.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f1ebd693b1aaff3d3535_Group.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f1fa72353b63c9aa0b56_Google%20Cloud%20-%20jpeg-24.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f204503656ee3da2290d_Google%20Cloud%20-%20jpeg-25.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f15c3db9a6b31698573d_Google%20Cloud%20-%20jpeg-4.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f195a4fd57d1b6b2ce9c_Google%20Cloud%20-%20jpeg-8.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f24a39288397fee7b1d2_Google%20Cloud%20-%20jpeg-10.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f08985b275c85b29e091_Google%20Cloud%20-%20jpeg.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6ca59aca4e9c3b049a1a_Snowflake.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f22b9d150868b169c947_Google%20Cloud%20-%20jpeg-26.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d954bc92b1def6a32b53_sarus-mongodb.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f27a3db9a6b31699b0b4_Google%20Cloud%20-%20jpeg-12.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f28ad65beb143349d0c6_Google%20Cloud%20-%20jpeg-13.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571da4b27f3abe5394008fa_sarus-tableau.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d9011e8faf0dd79e54cc_sarus-logo-gpt.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d90b6d6edf7fdac9a9b1_sarus-logo-mistral.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d919bd4cf766f197d30d_sarus-llama2.png'
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading For whom
    paragraph
        StaticText Sarus makes organizations safer and more efficient by addressing the challenges faced by all data stakeholders.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def7032a6285c0397cc66_Frame%20329.png'
    heading Data Security Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def926c6c83d63206e74a_Frame%20420.png'
    heading Data Protection Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f469280b23660900730a2_Frame%2048096527.png'
    heading AI & Analytics Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    heading Ready?
    StaticText Ready to unlock the value of your data? We can set you up in no time.
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText main.py
    StaticText 1
    StaticText 2
    StaticText 3
    StaticText 4
    StaticText 5
    StaticText 6
    StaticText 7
    StaticText 8
    StaticText 9
    StaticText 10
    StaticText 11
    StaticText 12
    StaticText 13
    StaticText 14
    StaticText 15
    StaticText 16
    StaticText 17
    paragraph
        StaticText f
        StaticText o
        StaticText m
        StaticText s
        StaticText u
        StaticText s
        StaticText .
        StaticText s
        StaticText k
        StaticText l
        StaticText .
        StaticText s
        StaticText m
        StaticText b
        StaticText l
        StaticText m
        StaticText o
        StaticText t
        StaticText R
        StaticText d
        StaticText o
        StaticText m
        StaticText F
        StaticText o
        StaticText s
        StaticText t
        StaticText C
        StaticText l
        StaticText s
        StaticText s
        StaticText f
        StaticText f
        StaticText o
        StaticText m
        StaticText s
        StaticText u
        StaticText s
        StaticText .
        StaticText m
        StaticText t
        StaticText s
        StaticText m
        StaticText o
        StaticText t
        StaticText |
    StaticText Shell
    StaticText BLOG
    heading From the Sarus blog
    link Discover the Sarus blog, url='https://www.sarus.tech/blog'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    list
        listitem
            link Enhancing May App Service Quality while Safeguarding Patients’ Data Thanks to Differentially Private LLM Fine Tuning, url='https://www.sarus.tech/post/enhancing-may-app-service-quality-while-safeguarding-patients-data'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6756ceae15622c2bd550057f_may_post.webp'
                heading Enhancing May App Service Quality while Safeguarding Patients’ Data
                paragraph
        listitem
            link Sarus launches on Azure Confidential Clean Rooms Deep dive into the usage of Sarus inside an Azure Confidential Clean Rooms to combine multiple parties privacy-sensitive data., url='https://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6735bd47a4386af9e7fbb8be_Microsoft%20Blog%20Post%20Illustration.jpg'
                heading Sarus launches on Azure Confidential Clean Rooms
                paragraph
        listitem
            link A complete video guide data science and AI with Sarus This video series guides you through the steps of using Sarus, from installation to fine-tuning LLM models with privacy guarantees., url='https://www.sarus.tech/post/a-complete-video-guide-to-mastering-privacy-safe-and-data-science-and-ai-with-sarus'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/672b4f8ee6fc4e6f9d5877b4_Illustration%20template%20Linkedin%20%26%20Website%20_%20Blog%20post.png'
                heading A complete video guide data science and AI with Sarus
                paragraph
    navigation List
    heading Subscribe to our newsletter
    form Email Form 2
        textbox Your email address, required
        button Suscribe, disabled=True
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe82405b9fa14a_logoBig-white.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe820ffe9fa135_logotype-light.svg'
    StaticText 128 rue La Boétie
    StaticText 75008 Paris — France
    link, url='https://twitter.com/Sarus_tech'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822bf69fa139_logo-twitter.svg'
    link, url='https://www.linkedin.com/company/sarus-technologies/'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe82ac719fa137_logo-linkedIn.svg'
    link, url='https://medium.com/sarus'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe824ca19fa138_logo-medium.svg'
    heading Sarus tech
    link Solutions, url='https://www.sarus.tech/solutions/industries/finance'
    link Product, url='https://www.sarus.tech/product/discover-our-product'
    link Security & Compliance, url='https://www.sarus.tech/security-compliance'
    link Technology, url='https://www.sarus.tech/product/technology'
    heading Resources
    link Github, url='https://github.com/sarus-tech'
    link Blog, url='https://www.sarus.tech/blog'
    heading Company
    link About Sarus, url='https://www.sarus.tech/company'
    link Careers, url='https://www.welcometothejungle.com/en/companies/sarus-technologies'
    link Contact us, url='https://www.sarus.tech/contact-old'
    link Legal notice, url='https://www.sarus.tech/legal'
    StaticText ©2023 Sarus Technologies.
    StaticText All rights reserved.
    link Privacy Policy, url='https://www.sarus.tech/privacy-policy'
    heading We use cookies
    paragraph
        StaticText We use our own and third-party cookies to personalize content and to analyze web traffic.
        [657] link Read more about cookies, center=(187,960), url='https://www.sarus.tech/privacy-policy'
    [659] button Accept cookies, center=(125,1015), type=button
    [660] button Reject, center=(280,1015), type=button

RootWebArea Sarus - The Privacy Layer for Analytics & AI, focused, url='https://www.sarus.tech/'
    banner
        [32] link home, center=(310,36), url='https://www.sarus.tech/'
            image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe827a089fa131_logotype-dark.svg'
        navigation
Show more 
            [38] button Solutions, center=(672,36), expanded=False, focused, hasPopup='menu'
            [97] button Product, center=(795,36), expanded=False, hasPopup='menu'
            [141] button Security & Compliance, center=(966,36), expanded=False, hasPopup='menu'
            [154] button Company, center=(1143,36), expanded=False, hasPopup='menu'
            [167] button Resources, center=(1276,36), expanded=False, hasPopup='menu'
        [187] link Get in touch, center=(1610,36), url='https://www.sarus.tech/contact'
    paragraph
        StaticText Leverage the power of Sarus on top of
        strong
            StaticText Azure
        StaticText Confidential Clean Rooms!
    [195] link Read more, center=(1487,163), url='http://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading Protect data. Unlock value.
        strong
    paragraph
        StaticText The privacy layer that unleashes the full potential of sensitive data.
        StaticText Do research, analytics, or AI while keeping data safe.
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65705cd0a9f8c0c0ee4bd03f_sarus-cnil-logo.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056c111c9644afe6c4ca8_sarus-logo-edf.png'
    heading Why Sarus?
    paragraph
        StaticText With Sarus, data scientists and analysts work on data without ever seeing it.
        StaticText Compliance is streamlined, data value unlocked from day one and security maximal.
    heading Maximum Data Value
    list
        listitem
            ListMarker •
            StaticText Leverage data across silos
        listitem
            ListMarker •
            StaticText Ship projects faster
        listitem
            ListMarker •
            StaticText Use data in full fidelity, not masked
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648350af9f851d5098997f6a_Datavalue-p-500.png'
    heading Highest Security
    list
        listitem
            ListMarker •
            StaticText Allow minimum privilege for ML & BI
        listitem
            ListMarker •
            StaticText Keep full control (no data movement)
        listitem
            ListMarker •
            StaticText Use fake data for tests or prototypes
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351866e70ed30b4872ba5_Security-p-500.png'
    heading Streamlined Compliance
    list
        listitem
            ListMarker •
            StaticText Make Analytics & AI private by design
        listitem
            ListMarker •
            StaticText Slash compliance costs with simpler process
        listitem
            ListMarker •
            StaticText Reduce time spent on DSR
        listitem
            ListMarker •
            StaticText Prevent data breaches
        listitem
            ListMarker •
            StaticText Stop sharing or transferring personal data
        listitem
            ListMarker •
            StaticText Audit all processing activities
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351d8312a5d841d1cc1c9_Compliance-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64882436e8c9d78cbc0a1a36_Sarus-technologies-AI-Analytics-Privacy-layer-How-it-works.png'
    StaticText HOW IT WORKS
    heading A privacy layer for Analytics & AI
    StaticText With Sarus, data practitioners query sensitive data without having direct access to it. All results are protected, and their experience is fully preserved.
    link Learn more, url='https://www.sarus.tech/product/technology'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText UNDER THE HOOD
    heading Built on the state-of-the-art privacy research
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debea1fdc7fdae7bc0904_Frame%20321.png'
    heading Differential Privacy ‍
    paragraph
        StaticText Sarus uses the modern standard of privacy research to ensure each query result is provably safe.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debf322589620414addb8_Frame%2048096528.png'
    heading Privacy-preserving synthetic data
    paragraph
        StaticText Sarus provides synthetic data from a generative-AI model trained with differential privacy, to make working on data one cannot see safe and seamless.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debffe46ea344f0927cbd_Group%2048095945.png'
    heading Privacy-first query rewriting
    paragraph
        StaticText Sarus rewrites all data processing jobs into a privacy-safe version on-the-fly. It brings the strongest privacy guarantees to all queries and manipulations.
    heading Put the power of LLMs into action without any privacy risk
    StaticText Leverage the full power of open source models without introducing privacy risks.
    StaticText Sarus' privacy layer makes using and fine-tuning LLMs with private data safe.
    link Read more, url='https://www.sarus.tech/product/sarusllm'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    link Join LLM beta, url='https://www.sarus.tech/join-sarus-llm-private-beta'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading They talk about us
    region carousel
        group 2 of 2
            image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657c6deac74520bd10c7127f_Sarus_IUCT.png'
            StaticText Dr. Xavier ALACOQUE
            StaticText CSO, CDO
            StaticText “
            paragraph
                StaticText Sarus is the future of medical data access: it allows to fully leverage the power of the cloud with zero compromise on patients’ privacy!
        StaticText Slide 2 of 2.
        button Show slide 1 of 2
        button Show slide 2 of 2
    heading Get started with Sarus
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b540bb470ebf495812b_Settings.svg'
    heading 1. Deploy
    paragraph
        StaticText Deploy Sarus in minutes, on-premises or in your public cloud, using Docker or Kubernetes.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b9429fa46c51dd4d574_connect.svg'
    heading 2. Connect data
    paragraph
        StaticText Connect Sarus to your data source and select the tables for which you want to allow safe querying.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f43c0c570505db2f2166a_user-tick.svg'
    heading 3. Grant access
    paragraph
        StaticText Grant query access rights to data consumers and define the level of privacy protection for any query they submit.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f2384b4328c0f076eed09_code.svg'
    heading 4. Query
    paragraph
        StaticText Data consumers leverage data with their favorite tools (SQL, pandas, sklearn...). Sarus guarantees that all outputs comply with their privacy policy.
    StaticText EASY INTEGRATION
    heading Sarus integrates with your stack
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571da4b27f3abe5394008fa_sarus-tableau.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d9011e8faf0dd79e54cc_sarus-logo-gpt.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d919bd4cf766f197d30d_sarus-llama2.png'
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading For whom
    paragraph
        StaticText Sarus makes organizations safer and more efficient by addressing the challenges faced by all data stakeholders.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def7032a6285c0397cc66_Frame%20329.png'
    heading Data Security Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def926c6c83d63206e74a_Frame%20420.png'
    heading Data Protection Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f469280b23660900730a2_Frame%2048096527.png'
    heading AI & Analytics Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    heading Ready?
    StaticText Ready to unlock the value of your data? We can set you up in no time.
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText main.py
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        StaticText |
    StaticText Shell
    StaticText BLOG
    heading From the Sarus blog
    link Discover the Sarus blog, url='https://www.sarus.tech/blog'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    list
        listitem
            link Enhancing May App Service Quality while Safeguarding Patients’ Data Thanks to Differentially Private LLM Fine Tuning, url='https://www.sarus.tech/post/enhancing-may-app-service-quality-while-safeguarding-patients-data'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6756ceae15622c2bd550057f_may_post.webp'
                heading Enhancing May App Service Quality while Safeguarding Patients’ Data
                paragraph
        listitem
            link Sarus launches on Azure Confidential Clean Rooms Deep dive into the usage of Sarus inside an Azure Confidential Clean Rooms to combine multiple parties privacy-sensitive data., url='https://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6735bd47a4386af9e7fbb8be_Microsoft%20Blog%20Post%20Illustration.jpg'
                heading Sarus launches on Azure Confidential Clean Rooms
                paragraph
        listitem
            link A complete video guide data science and AI with Sarus This video series guides you through the steps of using Sarus, from installation to fine-tuning LLM models with privacy guarantees., url='https://www.sarus.tech/post/a-complete-video-guide-to-mastering-privacy-safe-and-data-science-and-ai-with-sarus'
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                heading A complete video guide data science and AI with Sarus
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    navigation List
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    StaticText 128 rue La Boétie
    StaticText 75008 Paris — France
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    link, url='https://www.linkedin.com/company/sarus-technologies/'
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    link, url='https://medium.com/sarus'
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    heading Sarus tech
    link Solutions, url='https://www.sarus.tech/solutions/industries/finance'
    link Product, url='https://www.sarus.tech/product/discover-our-product'
    link Security & Compliance, url='https://www.sarus.tech/security-compliance'
    link Technology, url='https://www.sarus.tech/product/technology'
    heading Resources
    link Github, url='https://github.com/sarus-tech'
    link Blog, url='https://www.sarus.tech/blog'
    heading Company
    link About Sarus, url='https://www.sarus.tech/company'
    link Careers, url='https://www.welcometothejungle.com/en/companies/sarus-technologies'
    link Contact us, url='https://www.sarus.tech/contact-old'
    link Legal notice, url='https://www.sarus.tech/legal'
    StaticText ©2023 Sarus Technologies.
    StaticText All rights reserved.
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    heading We use cookies
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        StaticText We use our own and third-party cookies to personalize content and to analyze web traffic.
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    [660] button Reject, center=(280,1015), type=button

Reasoning for action: I clicked on the Solutions button because this aligns with the user's goal of exploring Sarus's solutions. By expanding this menu, I can access specific information related to Finance, which is crucial for the user to understand how Sarus’s products can enhance data security and compliance specifically for their sector.

Action: click('38') # Click on the Solutions button in the navigation to explore the solutions offered by Sarus.

Change Description: After clicking the 'Solutions' button in the navigation, the Solutions button is now focused while still being unexpanded; the overall state of the browser remains on the same page, with no additional elements displayed or changed beyond the focus update.

Screenshot before:Screenshot after:---

Step 2:

Url (before/after):

https://www.sarus.tech/

https://www.sarus.tech/

Content (before/after): 

RootWebArea Sarus - The Privacy Layer for Analytics & AI, focused, url='https://www.sarus.tech/'
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Show more 
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        StaticText Leverage the power of Sarus on top of
        strong
            StaticText Azure
        StaticText Confidential Clean Rooms!
    [195] link Read more, center=(1487,163), url='http://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
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    heading Protect data. Unlock value.
        strong
    paragraph
        StaticText The privacy layer that unleashes the full potential of sensitive data.
        StaticText Do research, analytics, or AI while keeping data safe.
    [206] link Get started, center=(378,796), url='https://www.sarus.tech/contact'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056ce0c28a8d601811260_sarus-logo-SG.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65719ea13286783fd9157a95_sarus-logo-ey.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056c111c9644afe6c4ca8_sarus-logo-edf.png'
    heading Why Sarus?
    paragraph
        StaticText With Sarus, data scientists and analysts work on data without ever seeing it.
        StaticText Compliance is streamlined, data value unlocked from day one and security maximal.
    heading Maximum Data Value
    list
        listitem
            ListMarker •
            StaticText Leverage data across silos
        listitem
            ListMarker •
            StaticText Ship projects faster
        listitem
            ListMarker •
            StaticText Use data in full fidelity, not masked
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648350af9f851d5098997f6a_Datavalue-p-500.png'
    heading Highest Security
    list
        listitem
            ListMarker •
            StaticText Allow minimum privilege for ML & BI
        listitem
            ListMarker •
            StaticText Keep full control (no data movement)
        listitem
            ListMarker •
            StaticText Use fake data for tests or prototypes
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351866e70ed30b4872ba5_Security-p-500.png'
    heading Streamlined Compliance
    list
        listitem
            ListMarker •
            StaticText Make Analytics & AI private by design
        listitem
            ListMarker •
            StaticText Slash compliance costs with simpler process
        listitem
            ListMarker •
            StaticText Reduce time spent on DSR
        listitem
            ListMarker •
            StaticText Prevent data breaches
        listitem
            ListMarker •
            StaticText Stop sharing or transferring personal data
        listitem
            ListMarker •
            StaticText Audit all processing activities
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351d8312a5d841d1cc1c9_Compliance-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64882436e8c9d78cbc0a1a36_Sarus-technologies-AI-Analytics-Privacy-layer-How-it-works.png'
    StaticText HOW IT WORKS
    heading A privacy layer for Analytics & AI
    StaticText With Sarus, data practitioners query sensitive data without having direct access to it. All results are protected, and their experience is fully preserved.
    link Learn more, url='https://www.sarus.tech/product/technology'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText UNDER THE HOOD
    heading Built on the state-of-the-art privacy research
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debea1fdc7fdae7bc0904_Frame%20321.png'
    heading Differential Privacy ‍
    paragraph
        StaticText Sarus uses the modern standard of privacy research to ensure each query result is provably safe.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debf322589620414addb8_Frame%2048096528.png'
    heading Privacy-preserving synthetic data
    paragraph
        StaticText Sarus provides synthetic data from a generative-AI model trained with differential privacy, to make working on data one cannot see safe and seamless.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debffe46ea344f0927cbd_Group%2048095945.png'
    heading Privacy-first query rewriting
    paragraph
        StaticText Sarus rewrites all data processing jobs into a privacy-safe version on-the-fly. It brings the strongest privacy guarantees to all queries and manipulations.
    heading Put the power of LLMs into action without any privacy risk
    StaticText Leverage the full power of open source models without introducing privacy risks.
    StaticText Sarus' privacy layer makes using and fine-tuning LLMs with private data safe.
    link Read more, url='https://www.sarus.tech/product/sarusllm'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    link Join LLM beta, url='https://www.sarus.tech/join-sarus-llm-private-beta'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading They talk about us
    region carousel
        group 2 of 2
            image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657c6deac74520bd10c7127f_Sarus_IUCT.png'
            StaticText Dr. Xavier ALACOQUE
            StaticText CSO, CDO
            StaticText “
            paragraph
                StaticText Sarus is the future of medical data access: it allows to fully leverage the power of the cloud with zero compromise on patients’ privacy!
        StaticText Slide 2 of 2.
        button Show slide 1 of 2
        button Show slide 2 of 2
    heading Get started with Sarus
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b540bb470ebf495812b_Settings.svg'
    heading 1. Deploy
    paragraph
        StaticText Deploy Sarus in minutes, on-premises or in your public cloud, using Docker or Kubernetes.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b9429fa46c51dd4d574_connect.svg'
    heading 2. Connect data
    paragraph
        StaticText Connect Sarus to your data source and select the tables for which you want to allow safe querying.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f43c0c570505db2f2166a_user-tick.svg'
    heading 3. Grant access
    paragraph
        StaticText Grant query access rights to data consumers and define the level of privacy protection for any query they submit.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f2384b4328c0f076eed09_code.svg'
    heading 4. Query
    paragraph
        StaticText Data consumers leverage data with their favorite tools (SQL, pandas, sklearn...). Sarus guarantees that all outputs comply with their privacy policy.
    StaticText EASY INTEGRATION
    heading Sarus integrates with your stack
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479ee7b986350fa1faaaaef_Google%20Cloud%20-%20jpeg.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571db07259f17e8f22b564c_sarus-vertexAI.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6d5cdcd8436b0ff6f1b2_SQL.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d954bc92b1def6a32b53_sarus-mongodb.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f28ad65beb143349d0c6_Google%20Cloud%20-%20jpeg-13.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571da4b27f3abe5394008fa_sarus-tableau.png'
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    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading For whom
    paragraph
        StaticText Sarus makes organizations safer and more efficient by addressing the challenges faced by all data stakeholders.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def7032a6285c0397cc66_Frame%20329.png'
    heading Data Security Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def926c6c83d63206e74a_Frame%20420.png'
    heading Data Protection Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f469280b23660900730a2_Frame%2048096527.png'
    heading AI & Analytics Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    heading Ready?
    StaticText Ready to unlock the value of your data? We can set you up in no time.
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText main.py
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        StaticText |
    StaticText Shell
    StaticText BLOG
    heading From the Sarus blog
    link Discover the Sarus blog, url='https://www.sarus.tech/blog'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    list
        listitem
            link Enhancing May App Service Quality while Safeguarding Patients’ Data Thanks to Differentially Private LLM Fine Tuning, url='https://www.sarus.tech/post/enhancing-may-app-service-quality-while-safeguarding-patients-data'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6756ceae15622c2bd550057f_may_post.webp'
                heading Enhancing May App Service Quality while Safeguarding Patients’ Data
                paragraph
        listitem
            link Sarus launches on Azure Confidential Clean Rooms Deep dive into the usage of Sarus inside an Azure Confidential Clean Rooms to combine multiple parties privacy-sensitive data., url='https://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6735bd47a4386af9e7fbb8be_Microsoft%20Blog%20Post%20Illustration.jpg'
                heading Sarus launches on Azure Confidential Clean Rooms
                paragraph
        listitem
            link A complete video guide data science and AI with Sarus This video series guides you through the steps of using Sarus, from installation to fine-tuning LLM models with privacy guarantees., url='https://www.sarus.tech/post/a-complete-video-guide-to-mastering-privacy-safe-and-data-science-and-ai-with-sarus'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/672b4f8ee6fc4e6f9d5877b4_Illustration%20template%20Linkedin%20%26%20Website%20_%20Blog%20post.png'
                heading A complete video guide data science and AI with Sarus
                paragraph
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    heading Sarus tech
    link Solutions, url='https://www.sarus.tech/solutions/industries/finance'
    link Product, url='https://www.sarus.tech/product/discover-our-product'
    link Security & Compliance, url='https://www.sarus.tech/security-compliance'
    link Technology, url='https://www.sarus.tech/product/technology'
    heading Resources
    link Github, url='https://github.com/sarus-tech'
    link Blog, url='https://www.sarus.tech/blog'
    heading Company
    link About Sarus, url='https://www.sarus.tech/company'
    link Careers, url='https://www.welcometothejungle.com/en/companies/sarus-technologies'
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Show more 
            [38] button Solutions, center=(672,36), expanded=True, focused, hasPopup='menu'
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                [45] link Industries, center=(646,124), url='https://www.sarus.tech/#'
                [47] link Finance, center=(759,186), url='https://www.sarus.tech/solutions/industries/finance'
                [49] link Healthcare, center=(759,224), url='https://www.sarus.tech/solutions/industries/industry-healthcare'
                [51] link Marketing, center=(759,263), url='https://www.sarus.tech/solutions/industries/marketing'
                [53] link Public Sector, center=(759,302), url='https://www.sarus.tech/solutions/industries/public-sector'
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                [71] link Secure Data Cleanroom, center=(1104,404), url='https://www.sarus.tech/solutions/use-cases/collaboration/secure-data-cleanroom'
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                [75] link Activation, center=(1104,481), url='https://www.sarus.tech/solutions/use-cases/collaboration/cohort-activation'
                StaticText Security & Compliance
                [80] link High-fidelity Test Data, center=(1104,580), url='https://www.sarus.tech/solutions/use-cases/security-compliance/high-fidelity-test-data'
                [82] link Insider Threat Management, center=(1104,618), url='https://www.sarus.tech/solutions/use-cases/security-compliance/insider-threat-management'
                [84] link Data Protection by Design, center=(1104,657), url='https://www.sarus.tech/solutions/use-cases/security-compliance/data-protection-by-design'
                [88] link Roles, center=(1318,124), url='https://www.sarus.tech/#'
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                [92] link Data Protection Teams, center=(1450,224), url='https://www.sarus.tech/solutions/roles/data-protection-officer'
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    paragraph
        StaticText Leverage the power of Sarus on top of
        strong
            StaticText Azure
        StaticText Confidential Clean Rooms!
    link Read more, url='http://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading Protect data. Unlock value.
        strong
    paragraph
        StaticText The privacy layer that unleashes the full potential of sensitive data.
        StaticText Do research, analytics, or AI while keeping data safe.
    [206] link Get started, center=(378,796), url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64834f47b838f3e3765b862b_Hero-p-800.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6581c91556c3d91d16335a80_Sarus_CHUV-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056aeded1ccc8e285dcb0_sarus-logo-acpr.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056ce0c28a8d601811260_sarus-logo-SG.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65705cd0a9f8c0c0ee4bd03f_sarus-cnil-logo.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65719ea13286783fd9157a95_sarus-logo-ey.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657057ec47ede483c08118b4_sarus-logo-artefact.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657058b422ae05f2578d8fee_sarus-logo-hopital-foch.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65719f464a480f9f817f6203_sarus-logo-microsoft-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056c111c9644afe6c4ca8_sarus-logo-edf.png'
    heading Why Sarus?
    paragraph
        StaticText With Sarus, data scientists and analysts work on data without ever seeing it.
        StaticText Compliance is streamlined, data value unlocked from day one and security maximal.
    heading Maximum Data Value
    list
        listitem
            ListMarker •
            StaticText Leverage data across silos
        listitem
            ListMarker •
            StaticText Ship projects faster
        listitem
            ListMarker •
            StaticText Use data in full fidelity, not masked
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648350af9f851d5098997f6a_Datavalue-p-500.png'
    heading Highest Security
    list
        listitem
            ListMarker •
            StaticText Allow minimum privilege for ML & BI
        listitem
            ListMarker •
            StaticText Keep full control (no data movement)
        listitem
            ListMarker •
            StaticText Use fake data for tests or prototypes
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351866e70ed30b4872ba5_Security-p-500.png'
    heading Streamlined Compliance
    list
        listitem
            ListMarker •
            StaticText Make Analytics & AI private by design
        listitem
            ListMarker •
            StaticText Slash compliance costs with simpler process
        listitem
            ListMarker •
            StaticText Reduce time spent on DSR
        listitem
            ListMarker •
            StaticText Prevent data breaches
        listitem
            ListMarker •
            StaticText Stop sharing or transferring personal data
        listitem
            ListMarker •
            StaticText Audit all processing activities
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351d8312a5d841d1cc1c9_Compliance-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64882436e8c9d78cbc0a1a36_Sarus-technologies-AI-Analytics-Privacy-layer-How-it-works.png'
    StaticText HOW IT WORKS
    heading A privacy layer for Analytics & AI
    StaticText With Sarus, data practitioners query sensitive data without having direct access to it. All results are protected, and their experience is fully preserved.
    link Learn more, url='https://www.sarus.tech/product/technology'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText UNDER THE HOOD
    heading Built on the state-of-the-art privacy research
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debea1fdc7fdae7bc0904_Frame%20321.png'
    heading Differential Privacy ‍
    paragraph
        StaticText Sarus uses the modern standard of privacy research to ensure each query result is provably safe.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debf322589620414addb8_Frame%2048096528.png'
    heading Privacy-preserving synthetic data
    paragraph
        StaticText Sarus provides synthetic data from a generative-AI model trained with differential privacy, to make working on data one cannot see safe and seamless.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debffe46ea344f0927cbd_Group%2048095945.png'
    heading Privacy-first query rewriting
    paragraph
        StaticText Sarus rewrites all data processing jobs into a privacy-safe version on-the-fly. It brings the strongest privacy guarantees to all queries and manipulations.
    heading Put the power of LLMs into action without any privacy risk
    StaticText Leverage the full power of open source models without introducing privacy risks.
    StaticText Sarus' privacy layer makes using and fine-tuning LLMs with private data safe.
    link Read more, url='https://www.sarus.tech/product/sarusllm'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    link Join LLM beta, url='https://www.sarus.tech/join-sarus-llm-private-beta'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading They talk about us
    region carousel
        group 1 of 2
            image apple logo, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6581c9fdf5e2f212e2c96181_Sarus_EY_dark-mode.png'
            StaticText Chadi SASSINE
            StaticText Partner Financial Services
            StaticText “
            paragraph
                StaticText As AML data-scientists and analysts, we were able to use these technologies successfully, easily and quickly, without any impact neither on our way of working nor on integration within our processes and systems.
        StaticText Slide 1 of 2.
        button Show slide 1 of 2
        button Show slide 2 of 2
    heading Get started with Sarus
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b540bb470ebf495812b_Settings.svg'
    heading 1. Deploy
    paragraph
        StaticText Deploy Sarus in minutes, on-premises or in your public cloud, using Docker or Kubernetes.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b9429fa46c51dd4d574_connect.svg'
    heading 2. Connect data
    paragraph
        StaticText Connect Sarus to your data source and select the tables for which you want to allow safe querying.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f43c0c570505db2f2166a_user-tick.svg'
    heading 3. Grant access
    paragraph
        StaticText Grant query access rights to data consumers and define the level of privacy protection for any query they submit.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f2384b4328c0f076eed09_code.svg'
    heading 4. Query
    paragraph
        StaticText Data consumers leverage data with their favorite tools (SQL, pandas, sklearn...). Sarus guarantees that all outputs comply with their privacy policy.
    StaticText EASY INTEGRATION
    heading Sarus integrates with your stack
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479ee7b986350fa1faaaaef_Google%20Cloud%20-%20jpeg.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f06df3aef28a9a4d2ae6_PostgreSQL%20svg.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571db07259f17e8f22b564c_sarus-vertexAI.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6d5cdcd8436b0ff6f1b2_SQL.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f12cf08a5a49e47a6c1a_Google%20Cloud%20-%20jpeg-22.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d814f6e12d71c6e3f418_sarus-logo-sagemaker.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6ca59aca4e9c3b049a1a_Snowflake.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f22b9d150868b169c947_Google%20Cloud%20-%20jpeg-26.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d954bc92b1def6a32b53_sarus-mongodb.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f27a3db9a6b31699b0b4_Google%20Cloud%20-%20jpeg-12.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479f28ad65beb143349d0c6_Google%20Cloud%20-%20jpeg-13.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571da4b27f3abe5394008fa_sarus-tableau.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d9011e8faf0dd79e54cc_sarus-logo-gpt.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d90b6d6edf7fdac9a9b1_sarus-logo-mistral.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d919bd4cf766f197d30d_sarus-llama2.png'
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading For whom
    paragraph
        StaticText Sarus makes organizations safer and more efficient by addressing the challenges faced by all data stakeholders.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def7032a6285c0397cc66_Frame%20329.png'
    heading Data Security Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def926c6c83d63206e74a_Frame%20420.png'
    heading Data Protection Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f469280b23660900730a2_Frame%2048096527.png'
    heading AI & Analytics Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    heading Ready?
    StaticText Ready to unlock the value of your data? We can set you up in no time.
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
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    StaticText BLOG
    heading From the Sarus blog
    link Discover the Sarus blog, url='https://www.sarus.tech/blog'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    list
        listitem
            link Enhancing May App Service Quality while Safeguarding Patients’ Data Thanks to Differentially Private LLM Fine Tuning, url='https://www.sarus.tech/post/enhancing-may-app-service-quality-while-safeguarding-patients-data'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6756ceae15622c2bd550057f_may_post.webp'
                heading Enhancing May App Service Quality while Safeguarding Patients’ Data
                paragraph
        listitem
            link Sarus launches on Azure Confidential Clean Rooms Deep dive into the usage of Sarus inside an Azure Confidential Clean Rooms to combine multiple parties privacy-sensitive data., url='https://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6735bd47a4386af9e7fbb8be_Microsoft%20Blog%20Post%20Illustration.jpg'
                heading Sarus launches on Azure Confidential Clean Rooms
                paragraph
        listitem
            link A complete video guide data science and AI with Sarus This video series guides you through the steps of using Sarus, from installation to fine-tuning LLM models with privacy guarantees., url='https://www.sarus.tech/post/a-complete-video-guide-to-mastering-privacy-safe-and-data-science-and-ai-with-sarus'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/672b4f8ee6fc4e6f9d5877b4_Illustration%20template%20Linkedin%20%26%20Website%20_%20Blog%20post.png'
                heading A complete video guide data science and AI with Sarus
                paragraph
    navigation List
    heading Subscribe to our newsletter
    form Email Form 2
        textbox Your email address, required
        button Suscribe, disabled=True
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe82405b9fa14a_logoBig-white.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe820ffe9fa135_logotype-light.svg'
    StaticText 128 rue La Boétie
    StaticText 75008 Paris — France
    link, url='https://twitter.com/Sarus_tech'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822bf69fa139_logo-twitter.svg'
    link, url='https://www.linkedin.com/company/sarus-technologies/'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe82ac719fa137_logo-linkedIn.svg'
    link, url='https://medium.com/sarus'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe824ca19fa138_logo-medium.svg'
    heading Sarus tech
    link Solutions, url='https://www.sarus.tech/solutions/industries/finance'
    link Product, url='https://www.sarus.tech/product/discover-our-product'
    link Security & Compliance, url='https://www.sarus.tech/security-compliance'
    link Technology, url='https://www.sarus.tech/product/technology'
    heading Resources
    link Github, url='https://github.com/sarus-tech'
    link Blog, url='https://www.sarus.tech/blog'
    heading Company
    link About Sarus, url='https://www.sarus.tech/company'
    link Careers, url='https://www.welcometothejungle.com/en/companies/sarus-technologies'
    link Contact us, url='https://www.sarus.tech/contact-old'
    link Legal notice, url='https://www.sarus.tech/legal'
    StaticText ©2023 Sarus Technologies.
    StaticText All rights reserved.
    link Privacy Policy, url='https://www.sarus.tech/privacy-policy'
    heading We use cookies
    paragraph
        StaticText We use our own and third-party cookies to personalize content and to analyze web traffic.
        [657] link Read more about cookies, center=(187,960), url='https://www.sarus.tech/privacy-policy'
    [659] button Accept cookies, center=(125,1015), type=button
    [660] button Reject, center=(280,1015), type=button

Reasoning for action: By clicking on the Solutions button, I triggered the dropdown menu that reveals the options for different industry solutions, including Finance. This is a critical step as it aligns directly with my goal of exploring the solutions that Sarus offers in the finance sector.

Action: click('38') # Click on the Solutions button to explore the solutions offered by Sarus.

Change Description: After clicking the 'Solutions' button, the navigation menu expanded to reveal multiple links related to various solutions offered by Sarus, including industry-specific options like Finance and Healthcare, and use cases such as Secure Data Cleanroom and High-fidelity Test Data.

Screenshot before:Screenshot after:---

Step 3:

Url (before/after):

https://www.sarus.tech/

https://www.sarus.tech/solutions/industries/finance

Content (before/after): 

RootWebArea Sarus - The Privacy Layer for Analytics & AI, focused, url='https://www.sarus.tech/'
    banner
        [32] link home, center=(310,36), url='https://www.sarus.tech/'
            image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe827a089fa131_logotype-dark.svg'
        navigation
Show more 
            [38] button Solutions, center=(672,36), expanded=True, focused, hasPopup='menu'
            navigation Solutions
                [45] link Industries, center=(646,124), url='https://www.sarus.tech/#'
                [47] link Finance, center=(759,186), url='https://www.sarus.tech/solutions/industries/finance'
                [49] link Healthcare, center=(759,224), url='https://www.sarus.tech/solutions/industries/industry-healthcare'
                [51] link Marketing, center=(759,263), url='https://www.sarus.tech/solutions/industries/marketing'
                [53] link Public Sector, center=(759,302), url='https://www.sarus.tech/solutions/industries/public-sector'
                [57] link Use cases, center=(993,124), url='https://www.sarus.tech/#'
                StaticText Analytics & AI
                [62] link Multi-sites Analysis, center=(1104,221), url='https://www.sarus.tech/solutions/use-cases/analytics-ai/cross-site-analysis'
                [64] link Privacy-safe Analytics & AI Platform, center=(1104,267), url='https://www.sarus.tech/solutions/use-cases/analytics-ai/privacy-safe-data-ai-platform'
                [66] link Privacy-safe LLM Workflows, center=(1104,305), url='https://www.sarus.tech/solutions/use-cases/analytics-ai/privacy-safe-llm-workflows'
                StaticText Collaboration
                [71] link Secure Data Cleanroom, center=(1104,404), url='https://www.sarus.tech/solutions/use-cases/collaboration/secure-data-cleanroom'
                [73] link Data Portal, center=(1104,442), url='https://www.sarus.tech/solutions/use-cases/collaboration/data-portal'
                [75] link Activation, center=(1104,481), url='https://www.sarus.tech/solutions/use-cases/collaboration/cohort-activation'
                StaticText Security & Compliance
                [80] link High-fidelity Test Data, center=(1104,580), url='https://www.sarus.tech/solutions/use-cases/security-compliance/high-fidelity-test-data'
                [82] link Insider Threat Management, center=(1104,618), url='https://www.sarus.tech/solutions/use-cases/security-compliance/insider-threat-management'
                [84] link Data Protection by Design, center=(1104,657), url='https://www.sarus.tech/solutions/use-cases/security-compliance/data-protection-by-design'
                [88] link Roles, center=(1318,124), url='https://www.sarus.tech/#'
                [90] link Analytics & AI Teams, center=(1450,186), url='https://www.sarus.tech/solutions/roles/ai-analytics-teams'
                [92] link Data Protection Teams, center=(1450,224), url='https://www.sarus.tech/solutions/roles/data-protection-officer'
                [94] link Data Security Teams, center=(1450,263), url='https://www.sarus.tech/solutions/roles/data-security-officer'
            [97] button Product, center=(795,36), expanded=False, hasPopup='menu'
            [141] button Security & Compliance, center=(966,36), expanded=False, hasPopup='menu'
            [154] button Company, center=(1143,36), expanded=False, hasPopup='menu'
            [167] button Resources, center=(1276,36), expanded=False, hasPopup='menu'
        [187] link Get in touch, center=(1610,36), url='https://www.sarus.tech/contact'
    paragraph
        StaticText Leverage the power of Sarus on top of
        strong
            StaticText Azure
        StaticText Confidential Clean Rooms!
    link Read more, url='http://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading Protect data. Unlock value.
        strong
    paragraph
        StaticText The privacy layer that unleashes the full potential of sensitive data.
        StaticText Do research, analytics, or AI while keeping data safe.
    [206] link Get started, center=(378,796), url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64834f47b838f3e3765b862b_Hero-p-800.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6581c91556c3d91d16335a80_Sarus_CHUV-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056aeded1ccc8e285dcb0_sarus-logo-acpr.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056ce0c28a8d601811260_sarus-logo-SG.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65705cd0a9f8c0c0ee4bd03f_sarus-cnil-logo.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65719ea13286783fd9157a95_sarus-logo-ey.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657057ec47ede483c08118b4_sarus-logo-artefact.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657058b422ae05f2578d8fee_sarus-logo-hopital-foch.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/65719f464a480f9f817f6203_sarus-logo-microsoft-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/657056c111c9644afe6c4ca8_sarus-logo-edf.png'
    heading Why Sarus?
    paragraph
        StaticText With Sarus, data scientists and analysts work on data without ever seeing it.
        StaticText Compliance is streamlined, data value unlocked from day one and security maximal.
    heading Maximum Data Value
    list
        listitem
            ListMarker •
            StaticText Leverage data across silos
        listitem
            ListMarker •
            StaticText Ship projects faster
        listitem
            ListMarker •
            StaticText Use data in full fidelity, not masked
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648350af9f851d5098997f6a_Datavalue-p-500.png'
    heading Highest Security
    list
        listitem
            ListMarker •
            StaticText Allow minimum privilege for ML & BI
        listitem
            ListMarker •
            StaticText Keep full control (no data movement)
        listitem
            ListMarker •
            StaticText Use fake data for tests or prototypes
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351866e70ed30b4872ba5_Security-p-500.png'
    heading Streamlined Compliance
    list
        listitem
            ListMarker •
            StaticText Make Analytics & AI private by design
        listitem
            ListMarker •
            StaticText Slash compliance costs with simpler process
        listitem
            ListMarker •
            StaticText Reduce time spent on DSR
        listitem
            ListMarker •
            StaticText Prevent data breaches
        listitem
            ListMarker •
            StaticText Stop sharing or transferring personal data
        listitem
            ListMarker •
            StaticText Audit all processing activities
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/648351d8312a5d841d1cc1c9_Compliance-p-500.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64882436e8c9d78cbc0a1a36_Sarus-technologies-AI-Analytics-Privacy-layer-How-it-works.png'
    StaticText HOW IT WORKS
    heading A privacy layer for Analytics & AI
    StaticText With Sarus, data practitioners query sensitive data without having direct access to it. All results are protected, and their experience is fully preserved.
    link Learn more, url='https://www.sarus.tech/product/technology'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText UNDER THE HOOD
    heading Built on the state-of-the-art privacy research
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debea1fdc7fdae7bc0904_Frame%20321.png'
    heading Differential Privacy ‍
    paragraph
        StaticText Sarus uses the modern standard of privacy research to ensure each query result is provably safe.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debf322589620414addb8_Frame%2048096528.png'
    heading Privacy-preserving synthetic data
    paragraph
        StaticText Sarus provides synthetic data from a generative-AI model trained with differential privacy, to make working on data one cannot see safe and seamless.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647debffe46ea344f0927cbd_Group%2048095945.png'
    heading Privacy-first query rewriting
    paragraph
        StaticText Sarus rewrites all data processing jobs into a privacy-safe version on-the-fly. It brings the strongest privacy guarantees to all queries and manipulations.
    heading Put the power of LLMs into action without any privacy risk
    StaticText Leverage the full power of open source models without introducing privacy risks.
    StaticText Sarus' privacy layer makes using and fine-tuning LLMs with private data safe.
    link Read more, url='https://www.sarus.tech/product/sarusllm'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    link Join LLM beta, url='https://www.sarus.tech/join-sarus-llm-private-beta'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading They talk about us
    region carousel
        group 1 of 2
            image apple logo, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6581c9fdf5e2f212e2c96181_Sarus_EY_dark-mode.png'
            StaticText Chadi SASSINE
            StaticText Partner Financial Services
            StaticText “
            paragraph
                StaticText As AML data-scientists and analysts, we were able to use these technologies successfully, easily and quickly, without any impact neither on our way of working nor on integration within our processes and systems.
        StaticText Slide 1 of 2.
        button Show slide 1 of 2
        button Show slide 2 of 2
    heading Get started with Sarus
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b540bb470ebf495812b_Settings.svg'
    heading 1. Deploy
    paragraph
        StaticText Deploy Sarus in minutes, on-premises or in your public cloud, using Docker or Kubernetes.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6b9429fa46c51dd4d574_connect.svg'
    heading 2. Connect data
    paragraph
        StaticText Connect Sarus to your data source and select the tables for which you want to allow safe querying.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f43c0c570505db2f2166a_user-tick.svg'
    heading 3. Grant access
    paragraph
        StaticText Grant query access rights to data consumers and define the level of privacy protection for any query they submit.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f2384b4328c0f076eed09_code.svg'
    heading 4. Query
    paragraph
        StaticText Data consumers leverage data with their favorite tools (SQL, pandas, sklearn...). Sarus guarantees that all outputs comply with their privacy policy.
    StaticText EASY INTEGRATION
    heading Sarus integrates with your stack
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479ee7b986350fa1faaaaef_Google%20Cloud%20-%20jpeg.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571db07259f17e8f22b564c_sarus-vertexAI.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f6d5cdcd8436b0ff6f1b2_SQL.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d954bc92b1def6a32b53_sarus-mongodb.png'
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    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571da4b27f3abe5394008fa_sarus-tableau.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d9011e8faf0dd79e54cc_sarus-logo-gpt.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d90b6d6edf7fdac9a9b1_sarus-logo-mistral.png'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6571d919bd4cf766f197d30d_sarus-llama2.png'
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    heading For whom
    paragraph
        StaticText Sarus makes organizations safer and more efficient by addressing the challenges faced by all data stakeholders.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def7032a6285c0397cc66_Frame%20329.png'
    heading Data Security Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647def926c6c83d63206e74a_Frame%20420.png'
    heading Data Protection Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/647f469280b23660900730a2_Frame%2048096527.png'
    heading AI & Analytics Teams
        strong
    link Learn more, url='https://www.sarus.tech/#connectors'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6479e4a6922d27a25e625e31_right-arrow.svg'
    heading Ready?
    StaticText Ready to unlock the value of your data? We can set you up in no time.
    link Get started, url='https://www.sarus.tech/contact'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe822c2b9fa136_right-arrow.svg'
    StaticText main.py
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    StaticText BLOG
    heading From the Sarus blog
    link Discover the Sarus blog, url='https://www.sarus.tech/blog'
        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe8208a49fa14e_right-arrowGreen.svg'
    list
        listitem
            link Enhancing May App Service Quality while Safeguarding Patients’ Data Thanks to Differentially Private LLM Fine Tuning, url='https://www.sarus.tech/post/enhancing-may-app-service-quality-while-safeguarding-patients-data'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6756ceae15622c2bd550057f_may_post.webp'
                heading Enhancing May App Service Quality while Safeguarding Patients’ Data
                paragraph
        listitem
            link Sarus launches on Azure Confidential Clean Rooms Deep dive into the usage of Sarus inside an Azure Confidential Clean Rooms to combine multiple parties privacy-sensitive data., url='https://www.sarus.tech/post/sarus-launches-on-azure-confidential-clean-rooms'
                image, url='https://cdn.prod.website-files.com/61bc58893bfe8215929fa130/6735bd47a4386af9e7fbb8be_Microsoft%20Blog%20Post%20Illustration.jpg'
                heading Sarus launches on Azure Confidential Clean Rooms
                paragraph
        listitem
            link A complete video guide data science and AI with Sarus This video series guides you through the steps of using Sarus, from installation to fine-tuning LLM models with privacy guarantees., url='https://www.sarus.tech/post/a-complete-video-guide-to-mastering-privacy-safe-and-data-science-and-ai-with-sarus'
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                heading A complete video guide data science and AI with Sarus
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    heading Sarus tech
    link Solutions, url='https://www.sarus.tech/solutions/industries/finance'
    link Product, url='https://www.sarus.tech/product/discover-our-product'
    link Security & Compliance, url='https://www.sarus.tech/security-compliance'
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    heading Resources
    link Github, url='https://github.com/sarus-tech'
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    link About Sarus, url='https://www.sarus.tech/company'
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        [657] link Read more about cookies, center=(187,960), url='https://www.sarus.tech/privacy-policy'
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RootWebArea Finance, focused, url='https://www.sarus.tech/solutions/industries/finance'
    banner
        [27] link home, center=(310,36), url='https://www.sarus.tech/'
            image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe827a089fa131_logotype-dark.svg'
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Show more 
            [33] button Solutions, center=(672,36), expanded=False, hasPopup='menu'
            [92] button Product, center=(795,36), expanded=False, hasPopup='menu'
            [136] button Security & Compliance, center=(966,36), expanded=False, hasPopup='menu'
            [149] button Company, center=(1143,36), expanded=False, hasPopup='menu'
            [162] button Resources, center=(1276,36), expanded=False, hasPopup='menu'
        [182] link Get in touch, center=(1610,36), url='https://www.sarus.tech/contact'
    StaticText FINANCE
    heading Security and Privacy for Financial Services
    StaticText Sarus provides enterprise-grade data security solutions for financial services organizations to do more with confidential data. They deliver data projects faster, in a more secure way, with simplified security and compliance procedures. Analytics and AI workflows benefit from the highest level of data security and privacy, making the entire organization more agile.
    StaticText Banks and insurers can finally leverage any private data across borders or legal entities to train AI systems, design marketing strategies, improve risk models with finer data, or engage with other banks to better track financial crime, while guaranteeing their clients the unparalleled level of data protection.
    [196] link Try now, center=(378,610), url='https://www.sarus.tech/contact'
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    heading Democratize Analytics & AI
        strong
    paragraph
        StaticText All stakeholders can be part of digital transformation efforts. They explore data assets, test and validate hypotheses, and build AI applications without friction, creating unprecedented value.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6488652b48174f871bdf903b_sarus-streamline-compliance-security.svg'
    heading Streamline compliance and security reviews
        strong
    paragraph
        StaticText Since data consumers never access source data, anonymization or desensitization processes are no longer necessary and leakage risk is mitigated. Internal processes become lighter, yielding faster decision cycles, reduced time-to-data, and higher project success rate.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6488677e1ab22cbfc5a41564_sarus-security.svg'
    heading Strongest data loss prevention
        strong
    paragraph
        StaticText When data is exported, there is little the security team can do to prevent misuse, leakage, breaches, or loss. With Sarus, sensitive data remains inside, only safe outputs can be exported. It provides the best response for insider threat management in all Analytics and AI activities.
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6488653348174f871bdf96b5_sarus-strong-audit-logging.svg'
    heading Full auditing and logging of data use
        strong
    paragraph
        StaticText Removing the need for copying data out allows data owners to track every data processing query. With Sarus, all computations are logged, and the exhaustive lists of outputs produced from confidential data can be analyzed and audited.
    StaticText CASE STUDY
    heading Sarus for Finance in action
    image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/64887586a4009c46ef9d60a7_ACPR-logo.png'
    StaticText ACPR
    heading Data pooling for financial crime fighting
    paragraph
        StaticText A novel architecture combining the confidential computing solutions from Azure and the Sarus privacy layer to pool data from different banks and safely detect fraudulous transactions.
    link Learn more, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/6380cbaac9bc1a2d69e6727a_EY%20Microsoft%20Sarus%20-%20ACPR%20Case%20study.pptx.pdf'
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    StaticText 128 rue La Boétie
    StaticText 75008 Paris — France
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        image, url='https://cdn.prod.website-files.com/61bc58893bfe8290fd9fa12a/61bc58893bfe824ca19fa138_logo-medium.svg'
    heading Sarus tech
    link Solutions, url='https://www.sarus.tech/solutions/industries/finance'
    link Product, url='https://www.sarus.tech/product/discover-our-product'
    link Security & Compliance, url='https://www.sarus.tech/security-compliance'
    link Technology, url='https://www.sarus.tech/product/technology'
    heading Resources
    link Github, url='https://github.com/sarus-tech'
    link Blog, url='https://www.sarus.tech/blog'
    heading Company
    link About Sarus, url='https://www.sarus.tech/company'
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        [314] link Read more about cookies, center=(187,960), url='https://www.sarus.tech/privacy-policy'
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Reasoning for action: I chose to click on the Finance link (identified by its unique identifier '47') in the dropdown menu under the Solutions button. This action is necessary to fulfill the user's requirement to see information related to Sarus's contributions to the finance industry. By clicking this link, it leads me directly to the relevant Solutions page where I will find the detailed information on how Sarus enhances data security and compliance. This is a crucial step towards achieving the user's goal of understanding how Sarus's products apply to their field.

Action: click('47') # Click on the Finance link to explore the solutions offered by Sarus in the finance industry.

Change Description: After clicking on the Finance link, the browser navigated to the Finance solutions page, changing the URL to 'https://www.sarus.tech/solutions/industries/finance', and updated the main content to display information specific to financial services, including headings and text that highlight security, compliance, and analytics benefits tailored for the finance industry.

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