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AI in operations: 57 real deployments

Named deployments in operations, grouped by industry.

57deployments
35in production or with results
19with a reported outcome
4halted or reversed
Sep 21, 2026last updated

Software & Tech 20 deployments

Langfuse

Integrated TypeSafe's Jev decision model into its platform

In production Sep 19, 2026 Jev Source: forbes.com
LangChain

Integrated TypeSafe's Jev decision model into its AI workflow platform

In production Sep 19, 2026 Jev Source: forbes.com
Cloudflare

Integrated TypeSafe's Jev decision model into Workers AI, callable via plain REST POST reusing the Workers AI token

In production Sep 19, 2026 Jev Source: forbes.com
Vercel

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

Results reported Sep 19, 2026 Jev Source: forbes.com
Meta

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

Announced Sep 15, 2026 MTIA 450 Source: bloomberg.com
Andon Labs

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

In production Sep 14, 2026 Source: andonlabs.com
Palantir

limiting use of Anthropic Fable model following Anthropic's June policy change granting 30-day retention of usage logs

Halted / reversed Sep 14, 2026 Fable Source: theinformation.com
Nvidia

limiting use of Anthropic Fable model following Anthropic's June policy change granting 30-day retention of usage logs

Halted / reversed Sep 14, 2026 Fable Source: theinformation.com
Anthropic

Signed $45B compute deal with Nscale for AI cloud infrastructure

Announced Sep 4, 2026 Source: thenextweb.com
DeepSeek

Plans to deploy 160,000 Huawei Ascend 950DT accelerators at a 1GW data center in Inner Mongolia to serve AI inference workloads

Announced Sep 4, 2026 Source: bloomberg.com
xAI

Expanded Grok Bot to enterprise-wide deployment with admin controls, action recording, audit logging, and OpenTelemetry export for autonomous worker tasks

In production Sep 3, 2026 Grok Bot Source: superpowerdaily.com
Wafer

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

Results reported Sep 1, 2026 Source: cryptobriefing.com
Meta

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

Results reported Sep 1, 2026 Muse Voice Transcribe Source: research.meta.ai
Perplexity

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

In production Sep 1, 2026 Gemma E4B, Qwen 3.6, Opus 5, GPT-5.6 Sol Source: engadget.com
Google Cloud

Deploying context-creating AI agents within its own tools to automate tasks traditionally handled by forward-deployed engineers embedded with enterprise customers

Google

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

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.

In production Jul 2, 2026 Joule Enterprise copilots Source: The New York Times
OpenAI

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.

Results reported Jun 26, 2026 Codex Enterprise copilots Source: The Register
Microsoft

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

In production May 23, 2026 Operations automation Source: Fortune

Banking & Finance 8 deployments

Webull

Shipped features enabling AI agents to connect to and execute automated trading strategies within brokerage accounts

In production Sep 6, 2026 Source: wsj.com
Robinhood

Shipped features enabling AI agents to connect to and execute automated trading strategies within brokerage accounts, with separate accounts and trade notifications as guardrails

In production Sep 6, 2026 Source: wsj.com
Jane Street

Contracted GPU clusters and AI training infrastructure from Crusoe under a five-year cloud deal

Announced Sep 3, 2026 Source: bloomberg.com
S&P Global

Early customer of Empirik's AI platform that predicts infrastructure outages by inferring the ripple effects of system changes

Pilot Sep 1, 2026 Source: techcrunch.com
Fasset

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

Results reported Aug 24, 2026 Operations automation Source: fintech.global
HSBC

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.

Announced Jun 18, 2026 Gemini Enterprise copilots Source: AI News
PwC

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.

Results reported May 14, 2026 Claude, Cowork Enterprise copilots Source: Anthropic
ANZ, HSBC, Lloyds

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.

Transportation 7 deployments

Tesla

Deployed Cybercab autonomous vehicles without steering wheels or brake pedals on Austin streets

In production Sep 4, 2026 Source: techcrunch.com
Uber

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

In production Sep 2, 2026 Source: bloomberg.com
Zoox

Began autonomous vehicle test operations in Houston and San Diego ahead of planned public launches in Austin and Miami

Pilot Sep 1, 2026 Source: techcrunch.com
Waymo

Launched invite-only paid autonomous robotaxi rides in Denver, San Diego, and Tampa, expanding US footprint to 14 cities targeting one million weekly rides

In production Sep 1, 2026 Source: techcrunch.com
Uber

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

Halted / reversed Aug 23, 2026 HR and workforce Source: techcrunch.com
Waymo

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

Healthcare 3 deployments

Guardant Health

Early customer of Empirik's AI platform that predicts infrastructure outages by inferring the ripple effects of system changes

Pilot Sep 1, 2026 Source: techcrunch.com
Mayo Clinic

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.

Results reported Aug 5, 2026 MAYA Clinical care and triage Source: Futurism
Cleveland Clinic, Mayo Clinic and 13 other health systems

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.

In production Jul 16, 2026 Carebricks Clinical care and triage Source: Fortune

Media & Entertainment 3 deployments

Sonos

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

In production Sep 1, 2026 Sonos 27voice, Sonos 27mcp Source: engadget.com
Warner Bros. Discovery

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.

Energy & Utilities 2 deployments

Siemens Energy

using Hang Ten Systems AI platform for enterprise modernization

In production Sep 16, 2026 Source: techcrunch.com
Saudi Aramco

using Hang Ten Systems AI platform for enterprise modernization

In production Sep 16, 2026 Source: techcrunch.com

Pharma & Biotech 2 deployments

Fresenius Kabi

using Hang Ten Systems AI platform for enterprise modernization

In production Sep 16, 2026 Source: techcrunch.com
Merck

Merck committed up to $1B to Google Cloud for an enterprise AI backbone covering R&D, manufacturing, commercial, and corporate functions.

Telecom 1 deployment

AT&T

Pivoting to open-source and Chinese AI models, favoring downloadable weights over expensive frontier APIs

In production Sep 4, 2026 Source: nytimes.com

Military 1 deployment

US Army

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

Announced Sep 1, 2026 Source: breakingdefense.com

Marketing & Advertising 1 deployment

WPP

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

Results reported Sep 1, 2026 WPP Open AI platform Source: investing.com

Agriculture 1 deployment

John Deere

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

Pilot Sep 1, 2026 JD Source: bloomberg.com

Real Estate & Construction 1 deployment

Builders FirstSource

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

Hospitality & Travel 1 deployment

Fora

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.

In production Jul 16, 2026 Via Enterprise copilots Source: TechCrunch

Manufacturing 1 deployment

SunSource, Parts Town, SRS Distribution, United Rentals, ShipStation Global, Henry Schein and PartsSource

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.

In production Jul 14, 2026 InstaWorkers, Lily Operations automation Source: SiliconANGLE

Government & Public Sector 1 deployment

Federal Aviation Administration

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.

Announced Jun 22, 2026 FMDS, SMART, Flyways AI Operations automation Source: PR Newswire

Retail & E-commerce 1 deployment

Alibaba, JD.com and ByteDance

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'.

Results reported Jun 18, 2026 Qwen Agentic commerce Source: Reuters

Logistics & Supply Chain 1 deployment

Sysco

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.

In production Jun 2, 2026 Operations automation Source: Fortune

Education 1 deployment

Glendale Community College

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

Halted / reversed May 20, 2026 Voice agents Source: AZFamily

Insurance 1 deployment

UnitedHealth

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

In production Apr 6, 2026 Avery Customer support agents Source: STAT News

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.