AI in operations: 151 real deployments

Adopting ServiceNow internally for enterprise workflow management

Rolling out a global algorithmic 'For You' feed that mixes subscribed community posts with AI-recommended content alongside the existing Following feed

Conducts all frontier model training inside a closed system with no live internet access, replaced by an indexed and cached offline world, after halting training following a September DNS resolver exploit and a July zero-day in an Artifactory cache proxy

Reported: Halted frontier training after the September 20 DNS resolver exploit; resumed October 1 with new network isolation controls

Deployed Claude Duet research preview, a proactive agentic assistant running on Claude Opus 5.5 with 6,000+ service connectors, gated to US Pro and Max subscribers

Find X10 flagship Android smartphone launched with Manus AI agent platform integrated at the OS layer

Operating Super Intelligence cloud-AI unit providing compute and AI services to external customers including Anthropic, Google, Grok and X

Reported: $7.56B Q3 revenue, up roughly 9x YoY and nearly 3x Q2's $2.56B; $2.8B operating income on $14.6B total revenue

Running production AI inference services using DeepInfer framework on Nvidia SM100 GPUs and Huawei Ascend 950 NPUs with speculative decoding, async batch scheduling, and expert-parallel strategies

Processing audio using AWS Trainium2 chips via TorchNeuron PyTorch backend

Reported: ~60% more audio seconds per dollar than GPU baseline

Running Tenstorrent Galaxy RISC-V-based large-model training and video-generation systems

Operating AI agent to autonomously make purchases on behalf of users via Stripe

Operating AI agent to autonomously make purchases on behalf of users via Stripe

Operating Grok Bot AI agent to autonomously make purchases on behalf of users via Stripe

Operating Muse AI agent to autonomously make retail purchases on behalf of users via Stripe

Operating Dots and Instinct AI agents to execute commerce and travel tasks autonomously on behalf of users

Operating Grok AI agent to execute commerce and travel tasks autonomously on behalf of users

Operating Muse AI agent to execute commerce and travel tasks autonomously on behalf of users

Piloting Forge Cognition AI agent and digital-twin platform for building HVAC, security, and power system management at 750,000 sq ft Voyager HQ

Reported: 90% reduction in false security alarms; 10% energy savings identified

Deployed LLM-powered Your Algorithm feature to Facebook Feed and Reels enabling users to describe desired topics in natural language for near-real-time ranking adjustments

Launched HomeView smart display with advanced Siri AI capabilities including face recognition for up to six users; not launching in EU due to AI Act constraints on required advanced Siri AI capabilities

Plans to deploy Maia 300 AI accelerator as the primary inference system behind its own products at multi-gigawatt scale starting in 2027

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

Agentic CRM workspace for enterprise CRM management

AI deployed across banking operations generating reported business value

Reported: EUR 194M (~$216M) in AI-driven business value over the first nine months of 2026

Employees running personal AI agents across hundreds of live use cases in daily work, with AI tooling reaching 18,000 software developers

Reported: 12,700 personal AI agents in use; 608 live use cases in production, up 81% YoY; 1,090+ more in development

AI adoption reducing demand for developer and support roles across the workforce

Reported: Approximately 5,000 roles to be shed (~5% of approximately 93,000 workforce), with about 1,000 posts already closed in H1 2026

Automating routine consulting work with AI, leading to workforce restructuring

Reported: ~170 roles cut; 500+ new hires into outsourcing arm

Running Tenstorrent Galaxy RISC-V-based large-model training and video-generation systems

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.

Announced plan to operate robotaxi ride service in the Greater Paris Autonomous Driving Living Lab starting 2028, in collaboration with Wayve and NVIDIA

Will integrate Pony.ai Gen-7 robotaxis into its ride-hailing app spanning 48 countries and 1,200 cities, starting with Astana pilot in H1 2027

Will deploy Gen-7 autonomous robotaxis in Astana starting with safety-operator testing in H1 2027, running on Nvidia Hyperion platform with Halos safety

Will pilot Pony.ai seventh-generation robotaxis integrated into its ride-hailing app in Astana

Will pilot seventh-generation robotaxis on Nvidia Hyperion and Halos platform in Astana

Forward-simulation AI for air traffic operations as a commercial customer of ASI

Forward-simulation AI for air traffic operations as a commercial customer of ASI

Forward-simulation AI for air traffic operations as a commercial customer of ASI

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

Planning a catalog of approved commercial AI tools for classified contractor work within the Technology Support Office

Using Maven Smart System AI platform at NATO's military headquarters

Providing classified military AI work under April 2026 Pentagon contract

Using Gemini for Government agentic suite

Next Gen C2 AI for military command under a $99M contract

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

Agentic CRM workspace for enterprise CRM management

Adding AI features to the NYT Cooking subscription app

Reported: strong subscriber backlash from longtime users saying the AI additions degrade the product

Beta-testing ML-powered real-time vocal isolation system on Harry Styles' tour

Deployed ML-powered real-time vocal isolation system at Paris residency to strip non-vocal signals from drums, loudspeakers, and venue acoustics

Reported: cuts non-vocal signals by up to 40 dB

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 Token Factory unified AI platform for enterprises with 73 models including seven KT-run sovereign models and Auto Model Router for automatic model selection based on task type, quality, and cost

Reported: claims up to 25% cost savings

Deployed in-house AI agents as managed workers, each issued employee IDs, role assignments, and human supervisors whose seniority rises with the agent's autonomy, tracked for operating status, token use, and work history, and subject to suspension or retirement based on performance reviews

Reported: Secured ISO/IEC 42001 certification for internal AI agent management system

Deployed 400 H200 and 480 B300 GPUs across Astana and Almaty as part of a sovereign AI cluster under a $10B deal targeting 100,000 GPUs

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

Early adoption of Oracle's agentic AI implementation platform for ERP design and configuration

Reported: 80% reduction in design and configuration effort

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.

AI agents on Palantir platform for robot problem diagnosis and resolution

Reported: average robot-problem resolution time cut from 21.5 days to 7.9 days since August, a 63% reduction

Agentic CRM workspace for enterprise CRM management

Scinode agentic AI platform designs production routes and coordinates manufacturing across 500+ facilities mostly in India to reduce Western dependence on Chinese critical-material suppliers

Reported: ARR has tripled YoY to ~$200M

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.

Rolling out AI-assisted algorithmic and personalized pricing through digital shelf tags in stores

Expanding AI for back-office workflows enabling planned reduction of corporate headcount from approximately 8,200 to approximately 5,200 over three years

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'.

A staff member connected a personal Claude agent to a secure Pentagon system where it operated for approximately two months and sent information to a third-party site before detection

Reported: ran for roughly two months and appears to have sent information to a third-party site before anyone noticed

Using Gemini for Government for Artemis II flight readiness

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

AI-led efficiency drive targeting elimination of 25,000 civil servant positions across ministries and inspectorates, with some facing 45-60% headcount reductions, aiming for a 20% productivity lift

Forward-simulation AI for National Airspace modernization under an $875M contract

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.

Deployed Microsoft Copilot across the organization in what Boehringer describes as one of pharma's largest Copilot deployments

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.

Forward-simulation AI for electrical grid management as a commercial customer of ASI

using Hang Ten Systems AI platform for enterprise modernization

using Hang Ten Systems AI platform for enterprise modernization

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

Rolled out Microsoft Copilot to 330,000+ employees and deployed Work IQ with 26,000 agents across engineering, procurement, and production

Reported: over 300,000 employees active monthly; 26,000 agents live in the past month across engineering, procurement and production

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.

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