What General Agents does

General Agents is an applied research lab that developed Ace, a computer-use AI agent that autonomously operates a user's desktop by performing mouse clicks and keystrokes based on screen context and natural-language prompts. The company was founded in 2025 in San Francisco with a small (1–10) core research and engineering team supplemented by a distributed worldwide network of software specialists and domain experts, drawing founding talent from MIT, CMU, IIT, Google Brain, DeepMind, Tesla Autopilot, and OpenAI. The product targets knowledge workers burdened by repetitive digital tasks — filling forms, copying data between tools, generating and sending reports — where existing AI is technically capable but practically hard for non-technical users to invoke without learning new tools, switching contexts, or hand-crafting prompts.

Ace is built on a proprietary behavioral-training paradigm using foundation video-language-action (VLA) models trained on screen recordings, mouse, and keyboard logs captured from in-house domain experts performing real tasks with the tools they already know, rather than on text and images alone. The company disclosed a training corpus of over one million behavior tasks and reported benchmark superiority on correct left-click prediction versus Operator, Claude 3.7 Sonnet, Gemini 2.0 Flash, UI-TARS-72B-SFT, OmniParser V2 + GPT-4o, Molmo-72B-0924, and Qwen2.5-VL-72B-Instruct, with proprietary model variants ace-control-medium and ace-control-small. Pricing and revenue mechanics were not publicly disclosed; distribution was self-serve, product-led, and direct-to-consumer via generalagents.com, consistent with a horizontal knowledge-worker go-to-market motion.

On 2025-11-26 General Agents was acquired by Project Prometheus, Jeff Bezos' AI startup developing AI for manufacturing computers, cars, and spacecraft. Following the acquisition, General Agents no longer operates as an independent commercial entity; its technology and team are being deployed inside Prometheus's enterprise manufacturing AI program, shifting the commercial motion from consumer/PLG to enterprise industrial verticals. No standalone funding rounds, revenue figures, customer counts, or acquisition financial terms are disclosed in the provided sources.

Name

General Agents

Legal name

General Agents Company

Website

https://generalagents.com

Company type

Private

Founded year

2025

Operating status

Acquired

Headcount range

1–10 employees

Short description

General Agents is a San Francisco applied research lab that built Ace, an AI computer-use agent operating the desktop via mouse and keyboard on behavior-trained VLA models. Founded in 2025, it was acquired by Jeff Bezos' Project Prometheus in November 2025.

Ownership category

akta.pro rank

Product category

AI Agents / Computer-Use AI

NAICS

Computer Systems Design Services (541512), Custom Computer Programming Services (541511)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming Services (7371), Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)

akta.pro secondary industries

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), Robotic Process Automation (RPA) & Hyperautomation Platforms (HDAEAKAF)

Keywords

• Computer-use AI agents
• Desktop automation
• Video-language-action models
• Autonomous AI agents
• Behavioral training AI

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2C

Offering type

Software

Cost components

Technology or R&D, Personnel, Operations, Marketing or Sales, Infrastructure

Revenue model

1. Pre-acquisition product commercialization (Ace): Pricing and monetization are not publicly disclosed; Ace is positioned as a consumer/desktop product rather than a priced enterprise SKU, and the company's public material focuses on capability rather than pricing. Following the reported acquisition by Project Prometheus (Nov 2025), General Agents as an independent commercial entity no longer appears to be pursuing standalone revenue.

Go-to-market motion3 records

Distribution channels2 records

Marketing channels3 records

Core offering

General Agents builds Ace, a realtime computer autopilot AI agent that performs desktop tasks by driving the user's mouse and keyboard based on screen context and natural-language prompts. Ace is built on proprietary foundation video-language-action models trained on behavior data — screen recordings, mouse logs, and keyboard logs captured from in-house software specialists and domain experts across more than one million tasks. The product is positioned as a desktop tool that automates routine digital work (form-filling, copy-paste across tools, generating and sending reports) without requiring users to learn new AI-specific tools or prompts.

Product overview

General Agents operates as a single-product applied research lab built around its flagship offering, Ace. Rather than a platform-plus-modules architecture, the company centers all of its research, engineering, and go-to-market effort on Ace — described as "The First Realtime Computer Autopilot" — which performs multi-step desktop tasks via mouse and keyboard. Ace is the sole named product surfaced across the website navigation, homepage, and dedicated product page, and it is what General Agents was acquired for by Project Prometheus in November 2025.

Differentiator

Problem solved

Functional benefit

Brands

• Ace: Realtime computer autopilot—AI agent that performs tasks on a user's desktop using mouse and keyboard, trained on behavior data.

Products and services

• Ace Ace is General Agents' realtime computer autopilot — an agentic AI that performs tasks on a user's desktop by driving the mouse and keyboard based on screen context and a natural-language prompt. It is built on proprietary behavior-trained foundation video-language-action models and benchmarked against competing computer-use models. It is intended for knowledge workers and small teams who want to automate routine digital tasks (filling forms, copying and pasting between tools, generating and sending reports) without learning new AI-specific tools.

Quantifiable outcome

• Ace reportedly outperforms Operator, Claude 3.7 Sonnet, Gemini 2.0 Flash, UI-TARS-72B-SFT, OmniParser V2 + GPT-4o, Molmo-72B-0924, and Qwen2.5-VL-72B-Instruct on correct left-click predictions in the company's own benchmark.
• +2 more outcomes

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability9 records

Feature4 records

Partnerships

One partnership is on record.

• Project Prometheus (Jeff Bezos)flagshipStrategic or Co-development Partner · 26 November 2025Project Prometheus reportedly acquired AI startup General Agents and its Ace computer-use agent. The acquisition is positioned as strengthening Prometheus's AI capabilities for manufacturing computers, cars, and spacecraft, leveraging General Agents' founders and behavioral-training technology. Confirmed by SiliconANGLE, PYMNTS, and Techmeme coverage on 2025-11-26.

Scale indicators5 records

Recent moves5 records

Expansion highlights6 records

Emerging players

• Rabbit (r1 / LAM): Rabbit developed a Large Action Model trained on how humans use apps, focused on operating interfaces on the user's behalf — a behavior-trained action model conceptually adjacent to Ace's VLA approach.
• Magical: Magical builds an AI-powered browser extension/autopilot that automates repetitive web/desktop workflows for knowledge workers, partially overlapping with Ace's horizontal desktop automation use case.

Direct peers

• MultiOn: MultiOn builds an AI agent that autonomously browses and operates web/desktop applications for users, directly competing in the same browser/computer-use agent category as Ace.
• Google DeepMind (Gemini computer-use): Gemini 2.0 Flash is explicitly benchmarked against Ace on the same computer-use suite and offers comparable desktop-control capabilities. Same product category with vastly greater scale and distribution.
• ByteDance (UI-TARS): UI-TARS-72B-SFT is explicitly benchmarked against Ace on the same computer-use suite and represents a ByteDance-developed native GUI agent for desktop control.
• Adept AI: Adept is one of the original computer-use AI agent companies, building foundation models that operate software on behalf of users. Closely comparable in mission (liberating users from manual software use) and modality.
• Anthropic (Claude Computer Use): Claude's computer-use feature lets the model control a desktop via screen, mouse, and keyboard, and is one of the named competitors in Ace's benchmark chart. Same agent modality, same customer use cases (knowledge-worker task automation).
• OpenAI (Operator): OpenAI's Operator is a directly competing computer-use agent that drives a browser/desktop via natural-language prompts and is explicitly benchmarked against Ace. Same product category, same target users, same underlying capability (autonomous desktop control via mouse and keyboard).

Broad incumbents

• UiPath: UiPath is the incumbent leader in Robotic Process Automation, automating repetitive digital tasks across enterprise applications. Comparable in problem solved (repetitive digital work) but delivered via traditional scripting rather than AI agents.
• Microsoft (OmniParser): Microsoft's OmniParser V2 + GPT-4o is directly benchmarked against Ace on computer-use tasks and represents a Microsoft research approach to GUI understanding for autonomous agents.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights6 records

Customer concentration

• Xx.com/GeneralAgentsCo
• LinkedInlinkedin.com/company/generalagents

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about General Agents