Adept

3.9 (95 reviews)

Automation & Agents , Productivity , Workflow

A foundation model for software actions that remains largely inaccessible to the public following a major talent and technology licensing deal with Amazon.

Best for enterprise teams researching Large Action Models (LAMs), but currently non-functional for individuals seeking immediate productivity gains.

Ai Agents Automation Browser Automation Enterprise Llm Multimodal Rpa Workflow Automation

Analysis based on product data, pricing structure, traffic signals, and public user sentiment.

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Who Should Use Adept?

Typical users

Enterprise innovation labs, AI researchers, and automation architects tracking the development of agentic workflows.

Maturity fit

advanced

Choose this if…

You are looking to license foundation models for custom internal action agents
Your priority is researching UI-based automation over API-based integrations
You need a model that understands the functional elements of a web browser

Skip this if…

You need a functional tool you can sign up for and use today
You require a stable, consumer-ready browser extension for daily tasks
Your workflow depends on a product with a clear, independent long-term roadmap

About Adept

Adept is an AI research and product lab focused on building models that can use software. Their core technology, the Action Transformer (ACT-1), is designed to turn natural language instructions into clicks and keystrokes within a web browser.

What it actually does

Adept provides a model that acts as a digital assistant capable of operating any software interface. It allows users to automate complex, multi-step tasks across different websites and applications using simple text commands.

What makes it different

Most AI tools focus on generating content, but Adept focuses on executing actions. By training on UI interactions rather than just text, their model understands the functional elements of software, allowing it to navigate apps without needing an API.

Execute multi-step web workflows Interpret natural language commands for software use Navigate complex UI hierarchies Automate data entry across multiple browser tabs Interact with web-based CRM systems Sequence actions across different software applications

Ratings across the web

3.9 (95 reviews)

G2 95 reviews

3.9/5

Ratings aggregated from independent review platforms.

Key Features

ACT-1 Model

A transformer-based model trained specifically on UI actions rather than just text

Browser Overlay

A UI layer that allows the model to see and interact with any website

Cross-App Sequencing

The ability to move data and actions from one web application to another

Natural Language Mapping

Translates vague human requests into specific software clicks and typing

UI-Agnostic Interaction

Operates software by 'looking' at the screen, reducing reliance on brittle APIs

Pricing

Popular

Enterprise Licensing

Custom

Access to ACT-1 model weights
Custom model fine-tuning
Enterprise-grade security
Dedicated support

Pricing checked 6 months ago

Pricing guidance

Best plan for most users: The only viable path is enterprise licensing, as there is no self-serve tier.

Free plan enough? No — there is no functional free version available for public use.

Upgrade when:

When you need to integrate Action Models into proprietary software
When you require a custom-trained model for specific internal UIs

Watch out for:

Access is strictly controlled and limited to select partners
Requires significant technical resources to implement licensed models

The company has shifted away from a direct-to-consumer SaaS model toward a technology licensing and research entity.

Pros & Cons

Strengths

High conceptual ceiling for automation
The ability to automate any task that can be done in a browser opens up workflows that currently lack API support.
Reduced integration complexity
Because the model interacts with the UI, users don't need to build or maintain complex API connections between different tools.
Strong technical foundation
The team includes original authors of the Transformer paper, giving the technology significant research credibility.

Weaknesses

Lack of public availability
Despite high-profile demos, the tool has remained behind a waitlist for years with very few active users.

Affects: Individual users and small teams
Uncertain product future
The acquisition of the founding team by Amazon suggests the standalone Adept product may never be fully realized.

Affects: Potential long-term enterprise partners
High latency in early demos
Early versions of the ACT-1 model showed significant lag between a command and the execution of the action.

Affects: Users requiring real-time automation

Real User Sentiment

Initial excitement for the demos has been replaced by frustration over the lack of public access and the recent pivot.

Users tend to like

Impressive early demos of Salesforce automation
The vision of a 'natural language interface' for all software
The technical pedigree of the founding team

Users commonly complain about

Perpetual waitlist with no updates
Lack of a usable product for the general public
Confusion regarding the company's future after the Amazon deal

Recurring tradeoffs

Potential for high automation vs. the current reality of zero accessibility

Happiest users

AI researchers and investors who saw the early potential of the Action Transformer.

Often frustrated

Developers and early adopters who have been waiting for a functional browser extension for over a year.

Use Cases

Sales Operations

Updating CRM records by describing the change in plain English

Market Research

Scraping and aggregating data from multiple listing sites automatically

Data Migration

Moving information between two web apps that lack a native integration

Complex Reporting

Generating a summary report by pulling data from various dashboard tabs

Customer Support

Automating repetitive ticket resolutions that require navigating internal admin panels

Frequently Asked Questions

Can I use Adept today?

No. Adept is not currently available as a self-serve tool. While they previously had a waitlist for a browser extension, the company has shifted its focus toward licensing its technology to larger entities like Amazon.

What happened to Adept after the Amazon deal?

In June 2024, Amazon hired Adept’s co-founders and key team members while licensing its agent technology. Adept continues to exist as an independent company but is now focused on licensing its models rather than building a consumer product.

How does Adept compare to MultiOn?

MultiOn offers a functional browser agent that users can interact with today, whereas Adept’s ACT-1 was primarily a research demonstration. MultiOn is a product you can use; Adept is currently a technology you license.

What is an Action Transformer (ACT-1)?

ACT-1 is a model architecture trained specifically to understand and interact with digital interfaces. Unlike standard LLMs that predict text, ACT-1 predicts the next action—such as a click or keystroke—required to complete a task.

Does Adept work with desktop applications?

The initial focus of Adept was browser-based actions. While the long-term goal for Action Transformers includes operating system-level control, the public demos have centered on web-based interfaces.

Is there a free version of Adept?

No. There is no public version of Adept available for general use, free or paid. The company previously operated a waitlist, but sign-ups have not resulted in widespread access.

Why trust this page?

This evaluation combines product positioning, pricing analysis, traffic and market signals, and public user sentiment into a single decision-support page. Content is generated editorially — not copied from the vendor's website.

Funding & Company

Founded

2022

Stage

Series b

Total Raised

$415M

Latest Round

Series B (Mar 2023)

Notable Investors

General Catalyst Spark Capital Greylock Addition Microsoft NVIDIA

Adept has raised a total of $415 million across two significant funding rounds, a $65M Series A in 2022 and a $350M Series B in 2023. This substantial backing from top-tier investors like General Catalyst, Spark Capital, and Greylock, plus strategic investments from Microsoft and NVIDIA, signals strong confidence in its vision to build an AI agent that can automate complex software workflows.

Full funding report high confidence

Market Signals & Traffic

Estimated visits, global rank, geography, traffic sources, monthly visit trends, and organic search keywords (Similarweb)—on a dedicated page built for depth and search.

Estimated visits: 46,917
Global rank: #714,679
Snapshot: Apr 2026
Traffic trend: Cooling