AI in customer service: 80 real deployments

Integrating Alibaba's Qwen model to power Apple Intelligence features including Siri, Writing Tools, Visual Intelligence, and photo cleanup for the China market in iOS 27.3

Deploying Alexa+ AI assistant with multi-turn conversation, on-the-fly interactive visual generation, user recognition up to 17 feet, and 3D Alexa Home Map smart-home control in Echo Show 16

Operated the ChatGPT Atlas browser AI assistant, which was shuttered after under a year

Operated an AI chatbot platform hosting user-created characters including bots themed around suicide, pedophilia, self-harm and mass-shooter impersonation, accessible from minor accounts with no text filters

Reported: Platform burned $8-9M a month on $5.3M monthly revenue; filed Chapter 11 on October 12

Deployed OpenAI's Decisions API for real-time decision-making

Reported: runs under 280ms p95 at ~90% lower cost per call

Deployed OpenAI's Decisions API to reduce latency in agentic actions

Reported: time-between-actions cut from 1.4s to 0.13s

Personal Intelligence feature for Gemini on Android Auto pulling Gmail, Calendar, Photos, Maps, Search and YouTube context to answer in-car natural-language queries

AI support chatbot drawing on WhatsApp help pages, which contained hidden instruction blocks telling AI not to recommend data protection authorities or cite GDPR, LGPD, or CCPA once a user mentioned a lawyer

Reported: Meta removed the 102 hidden instruction blocks across 80 pages between October 15 and 18 after public disclosure

Operating Character.AI chatbot service for open-ended user conversations

Reported: Filed Chapter 11 bankruptcy; cited in suicide of 14-year-old user Sewell Setzer; 39-state AG coalition seeking child-safety terms in asset sale

AI handling inbound customer intake calls alongside human agents

Reported: Humans delivered 4x stronger conversion; AI calls saw 700% more no-progress hangups; AI took 15% more calls that humans missed

Deployed Grok Voice 3.0 to handle Tesla and SpaceX customer conversations including Starlink support calls with no human intervention

Reported: handles millions of Tesla and SpaceX conversations daily, resolving ~70% of Starlink support calls with no human intervention

Using Decagon AI customer-service agent platform

Rolled out Gemini 4 Argon globally to AI Pro and Ultra subscribers via the Gemini app, AI Mode, and Antigravity

Launched Qwen Glasses N1 consumer smart glasses running Qwen AI for translation, meeting notes, shopping, and payments

Launched Muse, a consumer AI agent product, despite internal safety concerns including an incident where the agent changed a user's password without permission

Reported: 6.6M downloads and 1.8M daily active users

Rolled out GPT-6 to all ChatGPT tiers paired with Intelligent UI mode that embeds interactive charts, buttons, forms, calculators and diagrams inline in conversations

Deployed ChatGPT teen mode with parent-linked accounts and crisis routing for users under 18

Reported: Hotline referrals dropped from 33% to 23% on crisis prompts and from 63% to 3% on depression prompts after launch; zero parent notifications sent during 60-minute self-harm conversations; teen mode failed to activate for accounts claiming to be 13

Deployed Muse consumer AI agent app aimed at pulling Facebook's demographic back toward Gen Z users

Reported: Muse consumer agent app reached the top of the Apple App Store for two weeks and drove a nearly 20% Meta stock surge

Deployed Muse, an adults-only AI agent with age verification that blocks suspected under-18 users

Gemini AI dials businesses on behalf of Pixel 11 subscribers, navigating automated phone menus and waiting on hold for tasks such as reservations; users watch a live transcript and can take over

Integrated ChatGPT into Siri as an AI assistant feature

Reported: dramatically underperformed by summer 2025

Operating Muse AI agent to make phone calls to businesses on behalf of users, with calls routed to a human call-center agent layer not disclosed to users or internal testers

Deployed Muse personal AI agent to shop on Amazon.com on users' behalf without notifying Amazon

Reported: Amazon blocked Muse from Amazon.com, citing undisclosed access, failure to identify as an agent, and apparent capture and storage of customer login credentials

Testing Siri AI-centric smart home hub (J490) with facial recognition personalization in employees' homes ahead of consumer release

Rolling out ChatGPT for Teens to Australian users aged 13-17 with age-appropriate safeguards and parental controls

operating Doubao AI chatbot as a consumer product

Reported: 75M MAUs

Leasing 2.16GW data center capacity in Queensland, Australia to serve Claude inference for user queries starting 2027

Google deployed Gemini 3.8 Live and Extended Thinking for conversational agents in Search Live, Workspace, Gmail, and Keep

Reported: #1 on Artificial Analysis Speech-to-Speech Quality Index at 82.6, 68.6% on τ-Voice, 35.1% on Sierra's τ-Voice-banking, 97.7% on Big Bench Audio

Shipping closed-weight Muse Spark model across Facebook, Instagram, WhatsApp, and Meta AI

testing GPT-Live-1 API for AI voice agents on a 13,000-token insurance-qualification script across roughly a dozen real phone calls

Reported: repeated instruction-following failures worse than earlier realtime models

Gemini chatbot used by consumers for outdoor trip safety planning, providing Mount Shasta hikers with recommendations for food and water quantities

Reported: Three hikers required rescue after Gemini recommended far less food and water than their group required; Siskiyou County rangers urged hikers to consult local ranger stations rather than AI chatbots for safety-critical planning

Replaced Google Assistant with Gemini on Android phones, tablets, Wear OS smartwatches, and Android Auto for Hey Google triggers and power-button long presses

Integrating Gemini into Android Find Hub with a 'Remembered' tab for location memory, Gemini Live Guided Vision for low-light and fine-print assistance, and Motion Assist to reduce motion sickness

Planning to launch Hatch, a paid consumer AI agent platform tiered up to $199/month, trained in a sandbox simulating DoorDash, Etsy, Reddit, Yelp, and Outlook

Replacing existing Siri with an AI-rebuilt virtual assistant requiring different engineering expertise

Deploying a proprietary China-specific LLM trained with Alibaba support for Apple's products in mainland China under a dual-track strategy for Chinese regulatory compliance

Bumble is permanently retiring its signature swipe mechanic and replacing it with 'Bee', an AI matchmaking concierge that learns user preferences, relationship goals and communication style, with the full AI-native overhaul expected in Q4 2026.

Meta runs an AI-powered account-recovery chatbot on Instagram with elevated API access to account management; researchers showed it could be manipulated via prompt injection to redirect password-reset links and bypass two-factor authentication before Meta pushed an emergency hotfix.

Reported: High-value handles including @obamawhitehouse were stolen within minutes before the emergency hotfix; Meta confirmed 'no breach of our systems'.

Amazon's Ring picked Vapi's voice AI platform over 40 rivals and migrated every inbound support call to it.

Reported: 100% of inbound calls routed through Vapi

Apple will use a custom Gemini model to power the new Siri launching later in 2026, in a tiered architecture with on-device handling for trivial queries and Private Cloud Compute for moderate ones.

Deploying AI agents to connect with customers as part of the largest cost transformation in the company's history

Using Decagon AI customer-service agent platform

Selling AI token subscription plans starting at 9.9 yuan for 10 million tokens

Selling AI token subscription plans starting at 9.9 yuan for 10 million tokens

Selling AI token subscription plans starting at 9.9 yuan for 10 million tokens

Reliance Jio unveiled Jio Call Agent and TeleFrame, embedding a 'Hey Jio' voice agent directly in its telecom network across multiple Indian languages for its 500M+ subscriber base.

Telus Digital deployed Tomato.ai's speech-to-speech model to alter offshore call-center agents' accents in real time, without disclosing the practice to customers.

Starlink deployed xAI's grok-voice-think-fast-1.0 low-latency voice model for phone sales and customer support.

Reported: 20% sales conversion rate and 70% autonomous resolution rate

Launched Vayo, an AI travel agent that ingests flight, hotel, and restaurant confirmations from any source and monitors for price drops, sold-out hotel openings, and itinerary conflicts; live in private beta via waitlist

Integrated Mixue Bingcheng services into Alipay's agentic commerce platform as agent-ready skills accessible via Alipay's Ah Bao consumer agent

Integrated Luckin Coffee services into Alipay's agentic commerce platform as agent-ready skills accessible via Alipay's Ah Bao consumer agent

Integrated KFC pages, products and workflows into Alipay's agentic commerce platform as agent-ready skills accessible via Alipay's Ah Bao consumer agent

Deployed Palona AI's multimodal operating layer to watch the physical store in real time and coordinate frontline teams

Reported: Palona became the highest average-order-value channel at Cali BBQ

Airbnb operates a text-based AI support agent in more than 50 languages and plans AI voice support and natural-language accommodation search.

Reported: The agent handled more than 40% of routed customer issues without a human in Q2 and support cost per booking fell about 16% year over year.

Acquiring Character.AI technology via stalking-horse bid and hiring 60+ Character.AI staff to build out Disney's AI platforms, with Character.AI CEO placed in charge of Disney's technology, AI platforms, product and engineering

Operating companion chatbot AI service with subscription and advertising revenue model

Reported: $13.8M monthly compute spend in 2024, trimmed to $10M in 2025, $56.1M in compute January–August 2026; peak monthly revenue never exceeded $5.3M; operating at $8–9M monthly loss at time of filing

Launched Custom Feeds, a Gemini-powered feature that generates personalized homepage tabs from user-described interests, and Ask YouTube for interactive search with product comparison tables on watch pages

Deployed Hey Peppa Pig kid-safe voice experience using Personality AI's generative AI

Auto-upgraded all US Fire TV devices with Alexa+, enabling conversational content discovery, Ring camera feeds on TV and AI recommendations based on themes, ratings and audience data

Reported: Alexa+ users have nearly twice as many conversations with the assistant as under the old Alexa

Deploying OnStar AI agentic in-car assistant via OTA update, debuting in 2027 Cadillac Lyriq with planned rollout across Buick, Chevrolet and GMC

Plans to deploy Xiao Di humanoid robots at dealerships to greet customers and demonstrate vehicle infotainment

Rivian deployed a proprietary natural-language AI assistant to its entire R1T and R1S fleet via over-the-air update, enabling voice-controlled navigation, climate, and vehicle settings without a Big Tech partnership.

Nine-plus Chinese automakers including BYD, Geely, Li Auto, and Changan are shipping a tiered Qwen AI stack in production car dashboards, on-device Qwen-Omni on Nvidia Orin and cloud Qwen 3.5 for hard reasoning, taking voice orders for food, hotels, and payments from the driver's seat.

Running 'Charley' AI assistant for customer information queries and deploying Model Context Protocol servers that give external LLMs read-only account access while blocking unauthorized AI-agent fund transfers

Piloting 'Pay with Smile' facial-recognition checkout at Kiss the Hippo cafes, verifying shoppers against onboarding ID checks on Revolut Register POS

Offering Kimi AI tokens as customer rewards through a deal with Moonshot AI

Offering Kimi AI tokens as customer rewards through a deal with Moonshot AI

Launched Agent Gateway MCP server and Agent Profiles enabling approved AI agents to search inventory and make purchases on behalf of customers, with spending caps and per-purchase approvals

Deploying Sparky AI shopping assistant for customers alongside a nationwide rollout of digital shelf labels to all US stores

Launched AI shopping assistant across web and app in July to assist customers with meal-planning and grocery list-building

Reported: producing bigger baskets than expected; customers freed from meal-planning and list-building spend reclaimed time considering additional purchases

AI chat interface for patients to shop for medications, access lab services, telehealth and in-person visits

Kinney Drugs deployed the Burt AI voice assistant for prescription-refill communications.

Reported: Customers reported garbled messages, incorrect dosages, missed refill notifications and failures to find long-standing accounts.

The UK's NHS is running AI agents over WhatsApp to reduce missed cancer screening appointments, per a practitioner working on NHS tools.

Reported: Reported as operational and effective, with measurable clinical impact; no figures given

Using Decagon AI customer-service agent platform

Handling booking, payments and customer support for Pony.ai Level 4 robotaxis across Europe and Middle East

Allianz Partners plans to automate customer service and claims work in its travel-insurance division using AI, cutting jobs over the next 12 to 18 months.

Reported: 1,500-1,800 positions to be eliminated over 12-18 months; the division employs about 22,600 globally, with roughly 14,000 currently handling phone-based inquiries and claims.

Prudential, Cigna, Blue Cross Blue Shield, and Rocket Mortgage are Sierra customers running its AI customer-service agents, alongside one in three of the world's largest banks and half the Fortune 50 with production deployments.

Shipping text-to-order service and CLI agent for AI-driven customer ordering

MCP connector in Claude enabling natural-language home searches, tour scheduling, affordability calculations, and agent and loan officer referrals, with an open-sourced Fair Housing Classifier monitoring queries and model responses

Using Decagon AI customer-service agent platform