September 23, 20268 min read
AI Agent Statistics 2026: 40+ Numbers on Adoption, Memory, Security and Local AI
40+ AI agent statistics for 2026, each linked to its source: adoption, what people let agents access, memory benchmarks, security research and local AI.
The short answer
AI agents went mainstream in 2026. 41% of US AI users have tried an AI agent and 24% use one regularly (Menlo Ventures / Morning Consult, fielded July 2026, n=5,067). In business, 40% of large organizations report scaling AI agents, up from 27% a year earlier (McKinsey, 2026, n=1,719). Gartner predicted in 2025 that 40% of enterprise apps would feature task-specific agents by the end of 2026, up from less than 5%.
This page collects the numbers worth knowing, grouped by topic. Every figure links to its source. We update it as major new data is published.
Last updated: 23 September 2026.
Consumer AI and agent adoption
- 64% of US adults have used AI, up from 61% in 2025. (Menlo Ventures, 2026)
- 25% of Americans use AI every day, up from 19%. Among AI users, 39% use it daily. (Menlo Ventures, 2026)
- 41% of AI users have tried an AI agent, and 24% use one regularly. (Menlo Ventures, 2026)
- 92% of agent users pay for at least one AI product, compared with 55% of all AI users. (Menlo Ventures, 2026)
- AI users use an average of 3.0 general AI assistants. (Menlo Ventures, 2026)
- Among AI users, 60% use ChatGPT, 58% Gemini and 20% Claude. (Menlo Ventures, 2026)
- Global consumer spend on AI reached $40 billion, up from $12 billion in 2025. (Menlo Ventures, 2026)
- ChatGPT reached 900 million weekly active users and 50 million paying subscribers in February 2026, according to OpenAI. (TechCrunch, Feb 2026)
What it means: Agents are no longer an early-adopter curiosity. Roughly one in four AI users relies on one regularly, and they're the most willing to pay of any AI user group.
What people let AI agents access
Among AI agent users, the share who have granted an agent access to each account type (Menlo Ventures / Morning Consult, July 2026, via Digital Applied):
| Access type | Share of agent users |
|---|---|
| 36% | |
| Web browser | 33% |
| Messaging apps | 31% |
| Cloud storage | 29% |
| Calendar | 27% |
| Health apps | 23% |
| Financial accounts | 20% |
- 32% of AI users have let AI act on their behalf at least once without a final sign-off. (Menlo Ventures, 2026)
- When choosing an AI product, users ranked accuracy (45%), trustworthiness (40%) and security/privacy (36%) above ease of use (32%, down from 38%). (Menlo Ventures, 2026)
- Among people who don't use AI, 70% say they distrust AI-generated information. (Menlo Ventures, 2026)
What it means: People hand agents broad access (email, browser, messaging) more readily than sensitive access (money, health). And trust now ranks above convenience. We explore the design implications in human-in-the-loop AI agents.
Enterprise adoption
- 40% of respondents from large organizations (over $1B revenue) report scaling AI agents, up from 27% the year before. At smaller organizations the figure was flat at 22%. (McKinsey, The State of AI, 2026)
- Nearly 9 in 10 respondents report regular AI use in at least one business function. (McKinsey, 2026)
- 44% report scaling AI across the enterprise, up from 38%. (McKinsey, 2026)
- About 2 in 10 organizations are scaling software-coding agents (31% at large enterprises). (McKinsey, 2026)
- Gartner predicts 40% of enterprise applications will feature task-specific AI agents by the end of 2026, up from less than 5% in 2025. (Gartner, Aug 2025)
The 2026 personal agent launch wave
- Meta's Muse launched on 8 September 2026 and became the No. 1 free iPhone app in the US less than two weeks later, passing ChatGPT. (TechStartups, Sep 2026)
- Amazon Quick's desktop app for Windows and macOS reached general availability on 9 September 2026, working across tools such as Slack, Outlook, Gmail, Salesforce and Jira. (About Amazon, Sep 2026)
- xAI launched persistent Grok agents running on dedicated cloud computers in August 2026. (Axios, Sep 2026)
- The open-source agent OpenClaw passed 175,000 GitHub stars, reportedly the fastest-growing repository in GitHub history, before its creator joined OpenAI in February 2026. (The Neuron)
The full picture is in the personal AI agent race of 2026.
AI agent memory
- Mem0 reports scores of 92.5 on LoCoMo (1,540 questions) and 94.4 on LongMemEval (500 questions) for its memory layer. (Mem0, State of AI Agent Memory 2026, vendor-reported)
- On the BEAM benchmark, Mem0 reports 64.1 at 1M tokens and 48.6 at 10M tokens, about a 25% drop at scale. Long-horizon memory is still unsolved. (Mem0, 2026)
- Memory retrieval used about 6,900 tokens per query, against about 26,000 for stuffing the full history into context. (Mem0, 2026)
- 21 agent frameworks and 20 vector databases integrate with Mem0 alone. (Mem0, 2026)
What it means: Memory is now standard in agents, and the difference between products is increasingly how well they remember at scale. That's why memory is not the same as RAG, and why agents need to forget on purpose.
AI agent security
- Researchers at the University of Regina and University of Calgary analyzed 2,614 simulated multi-step attack trajectories against memory-enabled agents and identified 4 memory-poisoning attack types: chain poisoning, policy rewriting, backdoor triggering and slow drift. (The Conversation, Sep 2026)
- Slow-drift and backdoor attacks evaded evaluations that looked only at individual steps. (The Conversation, Sep 2026)
- Microsoft introduced eXecution Containers (MXC) at Build 2026 to isolate agents from full system access on Windows, citing prompt-injection risk. (NVIDIA Technical Blog, Jun 2026)
Read the full explainer: AI agent memory poisoning.
Local and on-device AI
- Ollama's practical minimum is 8 GB RAM with no GPU, which gives roughly 3–8 tokens/second on a 7B model. (LocalAIMaster, 2026)
- 16 GB RAM plus an 8–12 GB GPU, or a 16 GB Apple Silicon Mac, runs 7B–14B models at 30–60 tokens/second. (LocalAIMaster, 2026)
- A 7B model needs about 4–6 GB of memory and 4.7 GB of disk. A 70B model needs 38–42 GB of memory. (LocalAIMaster, 2026)
- NVIDIA reported llama.cpp running up to 2x faster on 27B models and 2.6x gains in vLLM on RTX hardware. (NVIDIA, Jun 2026)
Set it up yourself: how to run AI locally.
New model types
- TypeSafe AI's Jev (early access, 15 Sep 2026) returns typed decisions rather than text. TypeSafe reports 70–500 ms latency and, on its own workflow evaluations, up to 193.6x faster and 444.6x cheaper than frontier LLMs. These are self-reported figures and not independently verified. (TypeSafe AI, Sep 2026)
Explainer: Jev isn't an LLM.
How to cite this page
You're welcome to quote any figure here. Please credit the original source linked below, and link to this page if it helped: "AI Agent Statistics 2026," Vyra by Vyraagi, vyraagi.com/blog/ai-agent-statistics-2026.
Common questions about AI agent statistics
How many people use AI agents in 2026?
In the US, 41% of AI users have tried an AI agent and 24% use one regularly, according to Menlo Ventures' July 2026 survey of 5,067 adults. Since 64% of US adults use AI at all, roughly 15% of all US adults use an agent regularly.
How many businesses use AI agents?
McKinsey's 2026 State of AI survey found 40% of large organizations are scaling AI agents, up from 27% the year before, while smaller organizations were flat at 22%. Gartner predicted 40% of enterprise apps would include task-specific agents by the end of 2026.
Do people trust AI agents with their data?
Partly. Agent users most often grant access to email (36%), browsers (33%) and messaging (31%), but far fewer grant access to financial accounts (20%). When choosing AI products, users now rank accuracy, trustworthiness and privacy above ease of use.
How many people use ChatGPT?
OpenAI reported 900 million weekly active users and 50 million paying subscribers in February 2026. In Menlo Ventures' July 2026 survey, 60% of US AI users said they use ChatGPT.
Sources
- The State of Consumer AI 2026, Menlo Ventures with Morning Consult, published 16 Sep 2026, fielded July 2026 (n=5,067 US adults)
- What people let AI agents access: 2026 survey numbers, Digital Applied (reporting Menlo Ventures data)
- The State of AI, McKinsey, published 25 Aug 2026 (n=1,719, fielded May–June 2026)
- Gartner predicts 40% of enterprise apps will feature task-specific AI agents by 2026, Gartner, 26 Aug 2025
- ChatGPT reaches 900M weekly active users, TechCrunch, 27 Feb 2026
- State of AI Agent Memory 2026, Mem0 (vendor benchmarks)
- AI agents can now remember and hackers can 'poison' their memories, The Conversation, Sep 2026
- Build personal AI agents on Windows PCs, NVIDIA, Jun 2026
- Ollama system requirements, LocalAIMaster, 2026
- The AI assistant race is here, Axios, 20 Sep 2026
- Meta's Muse AI agent overtakes ChatGPT, Claude and Grok to become No. 1 free app in U.S., TechStartups, 21 Sep 2026
- Amazon Quick desktop app is now generally available, About Amazon, 9 Sep 2026
- OpenAI hires OpenClaw creator to build next-gen personal AI, The Neuron
- Introducing System One Models & Jev, TypeSafe AI
Vyra by Vyraagi is a personal desktop agent built around on-device memory, background goals and an offline model tier. See what it does, or join the waitlist.
Vyra is in closed alpha now, with a Founders Beta ahead of public launch.
Related reading
The Personal AI Agent Race of 2026: Who's Building What, and What They Want From You
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Desktop AI Agents on Windows in 2026: What Changed, and What to Look For
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