Adept
Adept builds AI agents that take real actions across desktop and web apps with the Adept Workflow Language.
Adept is a real research lab with in-house models and its own scripting layer, not a wrapper on someone else's API. For processes that cross desktop and web and break every time a UI shifts, that's a credible alternative to rigid recorded macros and to web-API-only orchestrators. The catch is cost governance — AI steps are metered, so a heavy multi-step skill burns budget differently than a fixed macro.
Verified 3d ago · liveness 67/100 · cite: rightaichoice.com/tools/adept
- Enterprise automation teams whose process spans a desktop app and a web app
- Operations teams replacing recorded macros that break on UI changes
- Builders who want scripting control via the Adept Workflow Language
- Regulated organizations that need SOC 2 Type 1 and cloud-managed execution
- Individuals or solo users looking for a personal automation assistant
- Simple point-to-point web automations better served by web-only orchestrators like Zapier
- Organizations with fixed, rarely changing processes where rule-based RPA costs less per run
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Skip Adept if your automation is a simple web-API-to-web-API handoff that a web-only orchestrator handles, or if your processes are stable enough that cheap rule-based RPA never breaks.
AI steps are metered and limited per plan, so a long-running agent skill costs more per execution than a fixed macro that runs indefinitely at no extra charge
Adept's pricing fits teams whose volume aligns with the published tiers. Compare against the alternatives listed below for stage-specific value.
In short
Adept — Adept builds AI agents that take real actions across desktop and web apps with the Adept Workflow Language. Best for Enterprise automation teams whose process spans a desktop app and a web app, Operations teams replacing recorded macros that break on UI changes, Builders who want scripting control via the Adept Workflow Language. Contact Sales pricing.
No head-to-head comparison for Adept yet — the alternatives below are the closest matches we list.
What's new in Adept
Checked yesterdayAcross the latest 5 updates: 1 feature update, 2 launches and 2 news mentions.
Building Powerful Agents with Adept
Adept describes the Adept Workflow Language (AWL) as an expressive custom language for composing multimodal web interactions on top of Adept's models.
An update from Adept
Adept announced updates to its strategy and the company, a material note for anyone evaluating its roadmap.
Adept is now SOC 2 Type 1 Compliant
Adept announced SOC 2 Type 1 compliance effective March 28, 2024, covering customer and company data security.
Adept Fuyu-Heavy: A new multimodal model
Adept released Fuyu-Heavy, a multimodal model designed specifically for digital agents.
Fuyu-8B: A Multimodal Architecture for AI Agents
Adept open-sourced Fuyu-8B, described as a small version of the multimodal model that powers its product.
What people actually say about Adept — is it worth it?
We scanned public community sources for Adept on Sep 25, 2026 and could not establish that the discussion we found is about this tool rather than something else sharing its name. Only 1 of the posts we fetched could be positively tied to Adept. Rather than publish a sentiment score built on the wrong subject, we publish nothing here and re-run the scan.
Viability Score
How well maintained and how widely used is Adept? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: October 2026
How we score →Key Features
- Adept Workflow Language (AWL) for composing multimodal web interactions
- Fuyu-Heavy multimodal model built specifically for digital agents
- Fuyu-8B open-source multimodal model as the small product model
- Persimmon-8B permissively-licensed language model under 10B parameters
- ACT-1 transformer architecture for taking actions
- Demonstration-based skill building for multi-step processes
- Adapts agent actions when an application's interface changes
- Multimodal web interaction on top of Adept's own models
- Chains real steps across desktop and web apps into runnable skills
- SOC 2 Type 1 compliance effective March 28, 2024
- AI step metering tracked per plan
- Extracts fields from documents such as PDFs as part of a skill
About Adept
Adept is an ML research and product lab whose agents perform work inside desktop and web applications rather than stopping at chat answers. The core is the Adept Workflow Language (AWL), an expressive custom language for composing multimodal web interactions on top of Adept's own models. With it, teams build "skills" that chain real steps — pull data from an email, push an update into a CRM, extract fields from a PDF, then generate the report. Skills can be demonstrated rather than hand-coded, which is the pitch for processes spanning several applications. The models are in-house. Fuyu-Heavy is a multimodal model built specifically for digital agents, Fuyu-8B is the open-sourced small version of the multimodal model behind the product, and Persimmon-8B is a permissively-licensed language model under 10B parameters. The agent premise traces to ACT-1, Adept's transformer for actions. Compliance is aimed at enterprise buyers: Adept announced SOC 2 Type 1 compliance effective March 28, 2024, covering customer and company data security. Funding backs the ambition — a $350M Series B in March 2023 led by General Catalyst with Spark Capital co-leading. Adept suits enterprise automation and operations teams whose process crosses a desktop app and a web app, especially where screens change often enough that recorded macros break. It is not a personal automation assistant for individuals. In June 2024 Adept published a strategy and company update — read it directly if you are evaluating its roadmap.
Behind the Verdict
Where Adept earns attention is the combination of the agent premise and the tooling around it. Most automation stacks pick a lane: record a macro and pray the UI holds, or glue APIs together with a workflow builder and hope every app exposes one. Adept's bet is a multimodal model that reads the screen and acts, plus the Adept Workflow Language to compose those interactions into skills your team can reuse. If your operations team lives in a desktop client that has no API, that's the gap this fills. Pick Adept when the process genuinely spans both surfaces, when recorded macros keep breaking ahead of your rebuild cycle, and when you have people who can demonstrate a workflow rather than write it. The demonstration-based skill building is the part that shortens onboarding the most — a senior operator shows the sequence once, and it becomes something the team runs. Pass when you're solo, when the automation is a single web-to-web hop that a lighter orchestrator handles for less, or when the process is fixed and rarely changes. In that last case a rule-based RPA tool costs less per run and carries less model risk. Anyone needing a SOC 2 Type 2 report should note that what Adept announced is Type 1, effective March 28, 2024. Watch the metering. AI steps are tracked per plan, so a long multi-step skill can consume budget in ways a fixed per-run macro never would. Model that before you commit a high-volume process. And read the June 2024 strategy update on Adept's own blog — the company signaled a change in direction, and any roadmap decision should be made against the current version, not the 2023 pitch.
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Real-world workflow fit
Concrete scenarios for the personas Adept actually fits — and what changes day-one when you adopt it.
Demonstrate a recurring process once — pull figures out of an emailed spreadsheet, update the CRM, then assemble the weekly report in AWL — and let cloud-managed execution finish it after you log off.
Outcome: The recurring report runs without a new integration being coded, and it survives the next time the CRM's UI changes.
Use Adept Workflow Language to compose multimodal web interactions that a pure demonstration can't express precisely enough, layering fine-grained logic on top of an agent skill.
Outcome: You get the adaptive agent behaviour of the underlying models plus deterministic control where the process requires it.
Adopt Adept under an enterprise arrangement that leans on its SOC 2 Type 1 posture (compliant as of March 28, 2024) and cloud-managed execution.
Outcome: Automation coverage across desktop and web without the controls story being the blocker.
Use Cases
- Chain an email extraction, a CRM update, and a report generation into one agent skill
- Compose multimodal web interactions with AWL when a demonstrated skill isn't precise enough
- Keep a long multi-step skill running with cloud-managed execution after your laptop closes
- Recover an automation that would have broken when an app's UI was redesigned
Models Under the Hood
as of 2026-08-30
Limitations
- AI steps are metered per plan, so heavy agents can burn through a budget in a way a fixed macro never does — model your cost before scaling seats.
- Execution is cloud-managed, which means connectivity is required, and there is no dedicated mobile app.
- The June 28, 2024 "An update from Adept" post announced changes to company strategy that you should read before treating any roadmap as fixed.
as of 2026-10-02
Verification history
We have re-verified Adept 20 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-checked, vendor evidence unchanged
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Showing the 6 most recent of 20 verification passes.
Free to cite with attribution — this page re-verifies continuously.
Where the pricing makes sense
The company stage and team size where Adept's pricing actually pencils out — and where peers do it cheaper.
Adept's pricing fits teams whose volume aligns with the published tiers. Compare against the alternatives listed below for stage-specific value.
Setup time & first value
How long it actually takes to get something useful out of Adept — broken out by persona, not the marketing-page minute.
For an operations analyst, the fastest path is demonstrating one skill end-to-end rather than writing it — expect the first useful automation inside a single working session, with more time spent on AWL if you want scripted logic. For an IT lead, allow additional time for the compliance review that SOC 2 Type 1 evidence (March 28, 2024) will support.
Switching to or from Adept
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From recorded macros and desktop RPA: rebuild the process as a demonstrated agent skill so it adapts when the target application's UI changes
- →From web-only orchestrators like Zapier: extend the same process to steps that live in desktop applications, not just web APIs
- ↗To a web-only orchestrator: viable for the subset of your steps that are pure API-to-API, but you lose coverage of desktop applications
- ↗To a rule-based RPA incumbent like UiPath: viable and cheaper per run if your processes are stable and rarely change
Resources & Guides
- Quickstartadept.ai
Getting Started
Get up and running fast from adept.ai
- Documentationadept.ai
Building Agents
Full product docs from adept.ai
- Resourceadept.ai
Walkthrough Data Entry
Helpful link from adept.ai
- Documentationadept.ai
Security
Full product docs from adept.ai
- Documentationadept.ai
Integrations
Full product docs from adept.ai
- Resourceadept.ai
Tutorial Automating Reports
Helpful link from adept.ai
- Documentationadept.ai
Workflow Builder
Full product docs from adept.ai
- Resourceadept.ai
Using Adept Api
Helpful link from adept.ai
- Documentationadept.ai
Best Practices
Full product docs from adept.ai
- Resourceadept.ai
2026 05 01
Helpful link from adept.ai
Tutorials & Learning
YouTube returned 6 videos for “Adept”, and we withheld 6: 6 could not be judged, because “Adept” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Adept.
Official links
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Cryptohopper
Cloud crypto trading bot with Copy Bot mirroring, social signals and an MCP server that feeds live market data to AI agents.
Frequently Asked Questions
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