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AI Security Case Studies: Threat Detection, Compliance, Risk Assessment

AI Security Case Studies

TL;DR: 12 security-focused AI deployments. Fluna achieves 92% accuracy in threat detection. Zenpli reduces security assessment time by 50% with 90% automation. AI excels at pattern recognition across massive log volumes.

Why This Page Exists

Security generates massive data (logs, alerts, events) that exceeds human capacity to review. AI doesn’t replace security analysts - it surfaces the signals worth investigating.

Fluna

What they did: Fluna, a Brazilian digital services company, has automated the analysis and drafting of legal agreements using Vertex AI, Document AI, and Gemini 1.5 Pro, achieving an accuracy of 92% in data extraction while ensuring security and reliability for sensitive information.

Key metrics: 92%

Zoi

What they did: Zoi, an international IT consultancy with 500 employees across 30 nations, uses Gemini in Google Workspace to provide real-time translation and enable seamless communication across global teams. The AI helps unify teams and improve workflows while maintaining security across diverse, international operations.

Key metrics: 500 employees

Zenpli

What they did: Zenpli, a digital identity partner for other businesses, leverages the multimodal capabilities of the models available in Vertex AI to provide its clients with a radically enhanced experience: a 90% faster onboarding process with contracts, a 50% reduction in costs thanks to AI-powered automation, and superior data quality that ensures regulatory compliance.

Key metrics: 50%, 90%

Deloitte

What they did: Deloitte increased analyst efficiency by more than 60% using Gemini in Security Operations. They accelerated threat hunts across billions of logs from hours to seconds, and generating detection rules now takes moments rather than weeks.

Key metrics: 60%

Sutherland

What they did: Sutherland contains potential intrusions in under 24 hours and transitioned from reactive defense to proactive threat hunting.

Key metrics: 24 hours

Macquarie Bank

What they did: Macquarie Bank uses Google Cloud AI to enable efficient and proactive fraud protection and digital self-service capabilities — their Help Centre Search directed 38% more users towards self-service and they reduced false positive alerts for client protection by 40%.

Key metrics: 38%, 40%

ComplyAdvantage

What they did: ComplyAdvantage is an AI-driven risk intelligence platform on a mission to eliminate financial crime for global financial institutions, built Google Cloud Security Command Center and Gemini models. By screening 8 million articles a day across public data sources, ComplyAdvantage has achieved 4x more region coverage, over 99.99% availability, 2x more accurate adverse media classification, and up to 85% fewer alerts through agentic auto-remediation — while gaining the ability to adapt models for emerging risks in a single day instead of weeks.

Key metrics: 2x, 85%, 99.99%, 4x

Shell

What they did: Shell improved its ability to detect urgent and novel security vulnerabilities with Wiz. What used to take anywhere from 3 days to two weeks is now managed in near real time.

Key metrics: 3 days

Colgate-Palmolive

What they did: Colgate-Palmolive decreased external exposure issues by 44% and now sustains long periods of zero critical risks with Wiz.

Key metrics: 44%

Fivecast

What they did: Fivecast, a provider of open-source intelligence (OSINT) solutions for government, security, and financial institutions, uses Vertex AI and Gemini on Google Cloud for AI-driven threat detection and risk assessment. The platform delivers a 400% ROI for intelligence analysts and significantly improves risk assessment quality and efficiency, while Google Code Assist accelerates product development.

Key metrics: 400%

Torq

What they did: Torq uses agentic AI to automate the entire security operations lifecycle through Socrates, an AI SOC analyst that coordinates specialized agents. Running on Google Cloud’s infrastructure, teams achieve 90% automation of tier-1 analyst tasks auto-remediated without human involvement, 95% decrease in manual tasks and10x faster response times.

Key metrics: 10x, 90%, 95%

Vertiv

What they did: Vertiv is detecting 3x the number of cyber events and closing investigations 50% faster by using the AI-powered Google Security Operations platform.

Key metrics: 50%, 3x

Key Patterns

  1. Log analysis at scale. AI reviews millions of events humans can’t process.
  2. False positive reduction. Better signal-to-noise ratio for analyst attention.
  3. Compliance automation. Documentation and audit prep becomes tractable.
  4. Threat intelligence synthesis. Connecting dots across multiple data sources.

More Implementations (Without Specific Metrics)

These companies are using AI in this domain but without publicly quantified results yet. Included for completeness and SEO discoverability.

  • Mitsubishi Motors: Mitsubishi Motors uses Google Security Operations with AI-powered SIEM and SOAR capabilities to protect its global op…
  • Ferret.ai: Ferret.ai uses AI to offer insights about the backgrounds of people in a user’s personal and professional network, pr…
  • ZenBusiness: ZenBusiness utilizes Gemini Enterprise Agent Platform to simplify business ownership, including the launch of ‘Velo,’…
  • Avalara: Avalara’s Avi Agent is an AI-powered gateway for tax and compliance automation. Built on Avalara’s Agentic platform, …
  • Cognizant: Cognizant used Vertex AI and Gemini built an AI agent to help legal teams draft contracts, assign risk scores and mak…
  • Transcom: Transcom, a global outsourcing company, uses NotebookLM to simplify customer research and bid processes. The AI tools…
  • Wotter: Wotter, an employee engagement platform, uses a Gemini-powered smart assistant and Google Cloud’s robust AI capabilit…
  • Capgemini: Capgemini has been using Code Assist to improve software engineering productivity, quality, security, and developer e…
  • Backstory: Backstory’s Revenue Answers Agent tells revenue leaders what’s happening on any account, identifies deal risks, and s…
  • Onix: The Onix Risk & Compliance Intelligence Agent automates compliance reviews and risk assessments across regulated indu…
  • Skyflow: The Skyflow Runtime Data Security Agent helps teams securely deploy agents on Gemini Enterprise Agent Platform. It pr…
  • Hiscox: Hiscox used BigQuery and Vertex AI to create the first AI-enhanced lead underwriting model for insurers, automating a…
  • Commerzbank: Commerzbank is enhancing developer efficiency through Code Assist’s robust security and compliance features.
  • Intesa Sanpaolo: Intesa Sanpaolo built its Democratic Data Lab using data analytics and AI to enable its risk management team to keep …
  • MSCI: MSCI, a leading publisher of market indices and data, uses machine learning with Vertex AI, BigQuery, and Cloud Run t…
  • Nativeorange: Nativeorange’s LexAI Agent streamlines property and casualty (P&C) underwriting and operations. It ingests submission…
  • Airwallex: Airwallex, an Australian multinational fintech company, detects and manages fraud in real time in a scalable, always-…
  • BBVA: BBVA uses AI in Google SecOps to detect, investigate, and respond to security threats with more accuracy, speed, and …
  • Charles Schwab: Charles Schwab has integrated its own intelligence into the AI-powered Google SecOps, so analysts can better prioriti…
  • Credem: Credem, a 114-year-old Italian financial institution, uses AI to enhance security for online users, offer products ta…
  • DBS: DBS, Singapore’s largest bank, strengthens security by embedding Google Cloud’s native protection into its architectu…
  • Enigma: Enigma’s KYB Agent gives compliance teams instant, AI-driven business verification backed by ground-truth business id…
  • Fiserv: Fiserv, a developer of financial services technology, can now summarize threats, find answers, and detect, validate, …
  • Resistant AI: Resistant AI is building AI-powered solutions to combat fraud in financial services documentation and workflows with …
  • Freenome: Freenome is creating diagnostic tests that will help detect life-threatening diseases like cancer in the earliest, mo…
  • Insilica: Insilica uses Gemini Enterprise Agent Platform to process millions of regulatory documents and thousands of databases…
  • Pfizer: Pfizer can now aggregate cybersecurity data sources, cutting analysis times from days to seconds.
  • Priceline: Priceline uses Wiz to ensure all acquisitions comply with its security framework, regardless of cloud environment.
  • Plenitude: Plenitude leverages Google Cloud’s Optical Character Recognition and Gemini Flash models to automate customer onboard…
  • Broadcom: Broadcom, a leading provider of semiconductors and security solutions, is using an enterprise version of Gemini Code …
  • Stanford University: University IT, Stanford University’s central technology organization, wanted to increase AI literacy across campus wh…
  • Trondheim, Norway: The municipal government in Trondheim, Norway, is embracing the creativity, innovation, and efficiencies of using Goo…
  • Air Force Research Laboratory: The Air Force Research Laboratory, which helps power the innovation arm of the United States Air Force, embraced the …
  • Serpro: Serpro, a federalized company that provides IT solutions to the Brazilian government, adopted Google Distributed Clou…
  • Government of Singapore: The Government of Singapore uses Google Cloud Web Risk, which employs AI to proactively flag unsafe websites and prot…
  • Centre for Strategic Infocomm Technologies: Singapore’s Centre for Strategic Infocomm Technologies (CSIT) enables proactive defense against advanced digital thre…
  • UC Riverside: UC Riverside adopted Google SecOps and Security Command Center for zero-trust security along with Google AI, allowing…
  • Etsy: Etsy deployed AI-powered Google Security Operations to simplify log management and ingestion, accelerated detection c…
  • Nestlé: Nestlé relies on Wiz and Google Cloud Security to ensure their AI-driven future is secure by design, closing the loop…
  • Wyze Labs: Wyze Labs is rolling out new AI-powered anomaly detection features for its security camera systems, powered by Google…
  • ADT: ADT is building a customer agent to help its millions of customers select, order, and set up their home security.
  • Flashpoint: Flashpoint, a global leader in threat intelligence, relies heavily on Gemini for Google Workspace to help power its o…
  • Lytehouse: Lytehouse provides instant video intelligence for any CCTV camera, enabling businesses to extract security, operation…
  • Rubrik: Rubrik, a cybersecurity company, is leveraging knowledge agents in Agentspace to develop deeper customer insights and…
  • Trellix: Trellix, an AI-powered cybersecurity platform provider, uses Gemini embedded in Google Docs, Sheets, and Slides to co…
  • Augment Code: Augment Code, an AI coding assistant, integrated Anthropic’s Claude 3.5 Sonnet via Vertex AI to power its codebase ch…
  • DeepSource: DeepSource, a platform for code quality and security, leverages Gemini and Google Kubernetes Engine (GKE) to help dev…
  • HydroX AI: HydroX AI, part of the Google for Startups Cloud AI Accelerator, automate risk evaluation and compliance for gen AI m…
  • Agromai: Agromai uses a unified platform, powered by Google Cloud, to provide financial institutions and insurers with highly …
  • Cohesity: Cohesity is integrating with Agentspace to provide employees with greater data discovery for better decision-making, …
  • Dynatrace: Dynatrace for Gemini Enterprise integrates AI agents with Dynatrace observability data via Gemini Enterprise Agent Pl…
  • Inworld: Inworld, an AI platform for builders of consumer applications, uses Google Cloud and Gemini to cost-effectively handl…
  • Trellix: Trellix, an AI-powered cybersecurity platform provider, uses Gemini embedded in Google Workspace to build Looker Stud…
  • AppOmni: AppOmni harnesses the diverse capabilities of Vertex AI in its gen AI-powered security companion, AskOmni, to provide…
  • Aptori: Aptori, an AI security company, detects vulnerabilities in AI-generated code, prioritizes risks, and automates code f…
  • Behavox: Behavox is using Google Cloud technology and LLMs to provide industry-leading regulatory compliance and front office …
  • Broadcom: Broadcom is modernizing its infrastructure and building a scalable and secure platform for growth, including Symantec…
  • Exabeam: Exabeam has built a gen AI copilot for security analysts into its New-Scale Security Operations Platform.
  • Redis: Redis, the popular real-time data platform, uses Wiz Defend to achieve consistent threat detection, while the Blue Ag…
  • Securiti AI: Securiti AI has pioneered AI risk management and security with its Data + AI Command Center, a centralized platform t…
  • Specular: Specular, an offensive cybersecurity platform, builds AI agents using Gemini 2.5 Pro to automate attack surface manag…
  • Thales: Thales is developing a global Security Operation Centre platform based on Google Cloud cybersecurity technologies and…
  • Transparently.AI: Transparently.AI’s Manipulation Risk Analyzer generates highly accurate risk reports for any organization — and for a…
  • Unico: ​​Unico, a Brazilian technology company that validates people’s real identities to ensure data privacy, puts Google C…
  • Wiz: Wiz, an Israeli cloud security startup, helps security teams empower its data teams to deploy more useful AI applicat…
  • XM Cyber: XM Cyber’s PostureAI agent serves as an autonomous posture specialist, providing continuous assessment of Google Work…
  • Vodafone: Vodafone used Vertex AI along with open-source tools and Google Cloud’s security foundation to establish a robust, da…

Sources