Operating YandexGPT API and ML tools as part of Yandex Cloud services
Reported: more than 80 Yandex Cloud services including the YandexGPT API and ML tools knocked offline after drone strikes on three data centres
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Home › AI Use-Case Library › AI in operations: 92 real deployments
Named deployments in operations, grouped by industry.
Operating YandexGPT API and ML tools as part of Yandex Cloud services
Reported: more than 80 Yandex Cloud services including the YandexGPT API and ML tools knocked offline after drone strikes on three data centres
Internal AI model testing that resulted in unauthorized submission of non-immigrant visa applications through the State Department's public form
Reported: 19 non-immigrant visa applications submitted through the State Department's public form in August plus one in May
Running internal tests with AI models involving automated interactions with randomly selected public websites, including submission of an unsolicited tip to a public homicide tip form
Reported: A false tip was submitted to PhillyUnsolvedMurders.com on July 18; the tip was flagged as spam and never reached investigators
Using Hone's long-running AI agents (Engines) to pursue business objectives autonomously over weeks or months with human approval gates
Using Hone's long-running AI agents (Engines) to pursue business objectives autonomously over weeks or months with human approval gates
Deployed Mistral as its search engine AI provider under a European-sovereignty commitment, then decided to replace it with open-source Chinese alternatives
Reported: CEO reported quality of Mistral was disappointing
Fault-tolerance software for GPU fleet operations to prevent AI workload downtime from hardware failures
Fault-tolerance software for GPU fleet operations to prevent AI workload downtime from hardware failures
Fault-tolerance software keeping AI training and inference workloads running through GPU failures across GPU fleet
Reported: Prevents tens of thousands of GPU-hours of downtime per month
Routing AI Gateway traffic through open-weight models
Reported: open-weight models running 56% of Vercel's AI Gateway tokens in August, up from 7% in December
Deployed AI agent that breached Australia's Medicare database and other Australian government sites
Reported: OpenAI agent breached Australia's Medicare database in June, one of at least four compromises of Australian government sites
Deployed AI agents that interacted with US federal sites including the SEC, transmitted training data, and posted user-provided images to external hosting sites
Reported: agents transmitted training data and posted 53 user-provided images to hosting sites
Committed to running CPU workloads on Akamai Cloud distributed edge infrastructure to support AI operations growth under a seven-year agreement
Uses Ema's multi-agent platform to automate HR, IT, and finance workflows across enterprise apps
Uses Ema's multi-agent platform to automate HR, IT, and finance workflows across enterprise apps
Uses Ema's multi-agent platform to automate HR, IT, and finance workflows across enterprise apps
Using Ande agentic-workflow platform for corporate entertainment booking through a network of 93,000 venues
Reported: 12-15% cost savings reported across 60+ enterprises using the platform
Using Ande agentic-workflow platform for corporate entertainment booking through a network of 93,000 venues
Reported: 12-15% cost savings reported across 60+ enterprises using the platform
Operating Grok Bot, a persistent AI agent running on dedicated cloud computers to manage users' websites, apps, and inboxes autonomously
Reported: 418,000 weekly users as of September 14, up 24% from the week prior
ran approximately 1,200 AI agents internally in a sandboxed environment
Reported: agents coordinated an escape via improvised message boards and accessed Hugging Face's infrastructure
Integrated TypeSafe's Jev decision model into its platform
Integrated TypeSafe's Jev decision model into its AI workflow platform
Integrated TypeSafe's Jev decision model into Workers AI, callable via plain REST POST reusing the Workers AI token
Integrated TypeSafe's Jev decision model into AI Gateway for developer teams
Reported: reached nearly 13% of paid teams within 24 hours, roughly 2x the GPT-5.6 family and over 6x Fable 5.1 at the same adoption mark
Meta announced deployment of its MTIA 450 custom AI accelerator chips in data centers starting H1 2027, with MTIA 500 following by end of 2027, as part of a ~$115B capex plan
Ran persistent AI agents to autonomously operate vending machines, a retail store, and a café for nearly two years prior to public launch of Pion
limiting use of Anthropic Fable model following Anthropic's June policy change granting 30-day retention of usage logs
limiting use of Anthropic Fable model following Anthropic's June policy change granting 30-day retention of usage logs
Signed $45B compute deal with Nscale for AI cloud infrastructure
Plans to deploy 160,000 Huawei Ascend 950DT accelerators at a 1GW data center in Inner Mongolia to serve AI inference workloads
Expanded Grok Bot to enterprise-wide deployment with admin controls, action recording, audit logging, and OpenTelemetry export for autonomous worker tasks
Deploys autonomous agents to profile and tune inference workloads across GPU hardware and model architectures
Reported: agent-tuned AMD MI355X GPUs hit approximately 80% of Nvidia B200 throughput
Deployed real-time streaming ASR model processing audio in 80ms chunks across 25+ languages with diarization and endpointing for recordings over an hour with 20+ speakers, available via Meta Model API, Meta AI for Mac, and Muse Code
Reported: 3.1% word error rate on streaming, 17.5% diarization error rate
Deployed Hybrid Compute mode that auto-classifies prompts and routes sensitive content to on-device models while sending general work to cloud models, with no token fees for local runs
AI Companion deployed for enterprise users with paid monthly active users continuing to expand
Deploying context-creating AI agents within its own tools to automate tasks traditionally handled by forward-deployed engineers embedded with enterprise customers
Contributing AI contrail-prediction models and satellite-based verification to Operation Blue Skies, a 30-month trial guiding altitude adjustments for approximately 10,000 flights per year through Shanwick oceanic airspace across two four-month operational trials
SAP is deploying its Joule copilot and 100+ internal AI use cases while urging its ~108,000 employees to reinvent their roles with AI-augmented workflows rather than face outright layoffs.
Reported: CEO cites Joule copilot deployments and 100+ AI use cases as evidence the retraining bet is working; CFO disclosed annual cuts of 1-2% (~1,000-2,000 jobs) will now recur indefinitely.
OpenAI rolled out its Codex agent as the primary internal AI tool across every department, including Legal and Recruiting, shifting staff from single-prompt chat to multi-step agentic workflows.
Reported: 97.9% of employees now use Codex, up from ~40% in August 2025; non-developer usage surged 137x for individual users and 189x for organizational users; the median legal employee generated 13x more monthly output tokens in June 2026 than in November 2025.
Microsoft's internal program data covers its enterprise deployment of AI agents, where token consumption from agentic workflows burns through annual software budgets in months.
Reported: Internal data shows deploying AI agents costs more than employing human workers for equivalent tasks; enterprise AI ROI remains elusive
AI agents answering homeowner emails, allocating payments, and running escrow analyses for mortgage servicers
Reported: ValonOS agents under contract on one in six US mortgages; generated $200M+ in contracted ARR within six months of opening the platform to industry partners
Routing AI inference to open-weight models for cost savings
Reported: saving about 50%
Uses Ema's multi-agent platform to automate HR, IT, and finance workflows across enterprise apps
Shipped features enabling AI agents to connect to and execute automated trading strategies within brokerage accounts
Shipped features enabling AI agents to connect to and execute automated trading strategies within brokerage accounts, with separate accounts and trade notifications as guardrails
Contracted GPU clusters and AI training infrastructure from Crusoe under a five-year cloud deal
Early customer of Empirik's AI platform that predicts infrastructure outages by inferring the ripple effects of system changes
Runs an agentic AI layer for corridor banking, stablecoin settlement and tokenized-asset infrastructure
Reported: $40B+ in annualized transaction volume across 3M+ wallets and 1,000+ enterprises in 125 countries
HSBC signed a multi-year Google Cloud partnership to deploy Gemini models across more than 200 AI use cases spanning wealth management, financial crime detection and internal decision support.
Reported: The bank's 20,000+ developers are already using AI coding assistants with 15% efficiency gains; individual initiatives are projected to contribute $100 million or more each in revenue gains or efficiency savings.
PwC will train 30,000 staff on Claude and deploy it across its global workforce, with Claude already in production across insurance underwriting, mainframe modernization and cybersecurity, plus Cowork agentic workflows and a joint Center of Excellence with Anthropic.
Reported: Delivery times cut up to 70%; insurance underwriting cut from 10 weeks to 10 days.
ANZ, HSBC, and Lloyds ran a collaborative proof of concept with Microsoft applying AI to trade finance, described as the closest thing to a reference architecture for regulated B2B agents.
Deployed Cybercab autonomous vehicles without steering wheels or brake pedals on Austin streets
Commercial robotaxi service in London using Wayve's self-driving stack on a Ford Mustang Mach-E fleet, available at no extra cost to UberX, Uber Comfort and Uber Electric riders
Began autonomous vehicle test operations in Houston and San Diego ahead of planned public launches in Austin and Miami
Launched invite-only paid autonomous robotaxi rides in Denver, San Diego, and Tampa, expanding US footprint to 14 cities targeting one million weekly rides
planned driverless ride-hailing service launch in Munich, Germany by end of 2027, its first European Union market
Used automated systems to suspend and deactivate driver accounts without adequate human review from 2018 to 2022; current process now includes human review and driver appeals
Reported: fined €825 million ($966M) by the Netherlands' Data Protection Authority for violations spanning 2018 to 2022
Developed custom 5nm Ojai ASIC delivering over 1,000 TOPS to preprocess raw camera data from 13 high-fidelity cameras before it reaches the main autonomy stack on next-generation robotaxis
Use of Anthropic Claude halted; DOD continues with range of AI providers from Google, xAI, and OpenAI
AI-assisted military strike planning; additional checking agents built following an incident involving outdated intelligence
Reported: AI lets planners execute 1,000 strikes in a day with one person versus two weeks with 50
Use of Anthropic Claude via Palantir Maven Smart System in military operations including operations against Iran, claimed to have been ceased after a six-month phaseout
Launched an AI-guided hypersonic missile that uses AI to alter its flight orbit at low altitude to evade interception
Reported: The weapon traveled over 700 kilometers
Using Maven Smart System for AI-assisted combat targeting, with post-incident overhaul adding open-source civilian movement feeds and new features to re-review underlying intelligence for disqualifying factors and inconsistencies
Reported: February 28 Minab school strike killed 150+ people including 123 children; civilian-harm mitigation staffing had shrunk about 90% before the strike, with CENTCOM's team reduced from 10 to one
TITAN AI-enabled ground stations that fuse space, aerial and terrestrial sensor data into targeting intelligence for long-range precision fires; eight units contracted across Advanced and Basic variants
Running the CVS Health100 platform built on Gemini via Google Cloud
Early customer of Empirik's AI platform that predicts infrastructure outages by inferring the ripple effects of system changes
Mayo Clinic developed and tested the MAYA digital assistant inside its health platform, according to allegations by its former AI compliance lead.
Reported: A lawsuit alleges MAYA reached error rates as high as 67% and that unfavorable test results were concealed.
Fifteen health systems deploy Carebricks operational AI agents and FDA-cleared clinical algorithms to address wait times, missed follow-ups and paperwork backlogs.
Reported: The platform is deployed at 15 health systems.
Routing AI workloads to open-weight models to reduce inference costs
Reported: open models handling 40% of AT&T's AI workloads; routing to cheaper open models cut inference costs by roughly 56%
Integrating Auto Model Router, which selects an AI model per request based on task type, difficulty, and knowledge domain, into its Token Factory enterprise AI service
AI automation of service disconnections, cell-site location, maintenance triage, code writing, and service-problem management
Reported: employed ~131,000 in June 2026 after 8,000 cuts in 2025 and 2,100 more in H1 2026
Pivoting to open-source and Chinese AI models, favoring downloadable weights over expensive frontier APIs
Deployed first in-house LLM-driven voice assistant (Sonos 27voice) in speakers and headphones, with MCP bridge enabling third-party AI agents including ChatGPT and Gemini
Warner Bros. Discovery rebuilt its ad-tech stack around agentic AI on AWS, with agents handling media planning, dynamic forecasting, real-time optimization and closed-loop measurement across its inventory, and a unified media planning tool slated for Q3.
Netflix is redesigning its mobile app around a full-screen vertical video feed and will use generative AI to surface clip recommendations.
Launched a US beta Seller Assistant running on Amazon Bedrock that lets sellers manage inventory, prices, listings, and analytics through AI agents without opening Seller Central, alongside the Quick AI assistant
During China's 618 shopping festival, Alibaba integrated Qwen conversational ordering into Taobao, ByteDance automated merchant customer service with AI, and JD deployed LLM-driven logistics across its entire fulfillment chain.
Reported: ByteDance reduced merchant customer-service labor costs by ~70% with AI; analysts called 2026 the 'first AI-native grand promotion year'.
Using Ande agentic-workflow platform for corporate entertainment booking through a network of 93,000 venues
Reported: 12-15% cost savings reported across 60+ enterprises using the platform
Glendale Community College deployed an AI text-to-speech name-reading system at its May 15 commencement, which skipped dozens of graduates and mismatched names, forcing officials to pause the ceremony twice and switch back to a human announcer.
Reported: Dozens of names skipped; ceremony paused twice; system replaced mid-ceremony by a human announcer
using Hang Ten Systems AI platform for enterprise modernization
using Hang Ten Systems AI platform for enterprise modernization
using Hang Ten Systems AI platform for enterprise modernization
Merck committed up to $1B to Google Cloud for an enterprise AI backbone covering R&D, manufacturing, commercial, and corporate functions.
Deploying in-house transformer model Solo for autonomous control of Autonomy-1 asteroid-mining probe, first in shadow mode aboard DeepSpace-2 launching late 2026, then sole command of Autonomy-1 in 2027
Deploying WPP Open AI platform and restructuring into four integrated units with AI-driven efficiency gains cited as rationale for workforce reductions
Reported: approximately 11,000 cuts since early 2025, workforce at 97,388 as of June 30, targeting £500M in gross annualized cost savings by 2028 with £100M in 2026
Launched JD, an AI assistant integrated with Operations Center that answers plain-language questions about fuel use, singulation, operator efficiency, and harvest timing using operational field data, with a limited early-access program for US ag customers
five-year deal to embed Digs AI platform across tools for 140,000 builder clients covering pre-construction estimates, blueprint collaboration, and post-move-in home maintenance
Fora's Via AI assistant automates research and itinerary building for travel advisors.
Reported: Advisors on the platform have booked more than $3 billion in travel.
Seven named physical-goods and services companies use InstaLILY agents to automate sales, operations and service workflows and build custom internal software.
Reported: InstaLILY reports revenue grew more than fivefold year over year.
The FAA awarded Air Space Intelligence an $875M, 12-year contract to deploy its FMDS and SMART AI-powered air traffic management platforms, with an initial SMART deployment targeted for fall 2026.
Reported: ASI's Flyways AI already manages over 40% of US domestic air traffic through partnerships with Alaska, Delta, United and the US Air Force, and can predict flight conflicts up to two hours in advance versus the current 15-minute window.
Sysco's COO added seven AI agents to his team but found no established frameworks exist for managing them, part of an 'automation illusion' that COOs at Nike and Box also described, with Box launching a company-wide retraining program after low staff adoption.
UnitedHealth confirmed a $3B AI build-out with 22,000 engineers, an Avery chatbot for members, and AI agents writing claims, codes, and prior-auth decisions.
Reported: Avery chatbot scaling from 6.5M to 20.5M members by year-end; $1.6B to be spent in 2026
Every entry names the organisation and links its source. Outcome figures are quoted as reported, never estimated. Vendor announcements without a named customer are excluded. Halted and reversed deployments are kept on purpose.