Claude Cowork vs Adapt
The Claude Cowork alternative your whole team can use.
Claude Cowork gives one person an agent on their own laptop, on one vendor’s models, with integrations they wire up themselves. Adapt gives your whole team one integrated coworker in Slack: hosted, model-agnostic, connected once, and ready to expand across the team.Published pricingNothing to installFree to start
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At a glance
Claude Cowork is one person’s agent on one vendor’s models.
Adapt does the same agentic work, but for your entire company, on the best model for each task, with nothing to install and nothing to configure per machine.
| Capability | Adapt | Claude Cowork |
|---|---|---|
| Multiplayer, shared team context | YesShared Slack threads | NoSingle-player sessions |
| Best model for each task | YesAnthropic, OpenAI, Gemini | NoClaude only |
| Nothing to install | YesHosted, add to Slack | PartlyDesktop app for full features |
| No agent on employee machines | YesIsolated cloud sandbox | NoLocal files and browser |
| Covered by audit logs and compliance exports | YesAuditable by default | NoNot covered yet |
| Connect tools once for the whole org | Yes20+ managed connectors | NoPer-user MCP setup |
| Shared, editable knowledge base | YesVersioned and governed | NoPer-desktop projects |
| Works natively in Slack | YesChannels and DMs | NoSeparate app |
| Free to start | YesFree to self-host | NoPaid plans only |
| Scheduled and triggered automations | YesTeam-visible, cross-tool | YesPersonal routines |
| Build internal apps and dashboards | YesDeployed for the team | PartlyLocal artifacts |
Detailed comparison
Cowork makes one person faster. Adapt makes the whole company faster.
Both plan work, spawn sub-agents, and run tasks on a schedule. Here’s the difference across team context, model choice, setup, security, and integrations.
Team context
Adapt
One coworker the whole company shares
Adapt lives in your Slack channels. Support asks a question, engineering follows up in the same thread, product builds on both. Everyone sees the work, nobody re-explains the context, and the org gets smarter with every question.
Claude Cowork
One person, one session
Cowork is single-player by design. There is no shared thread your teammates can join, no @mention in a channel, no way for the next person to build on the work you just did. Every employee runs their own isolated agent, and the context dies with the session.
Model choice
Adapt
The best model for every job
Adapt routes each task across Anthropic, OpenAI, and Gemini. Claude for code, a frontier reasoner for hard analysis, a cheap fast model for the routine 80%. When a better model ships, you get it without rebuilding anything.
Claude Cowork
Claude, and only Claude
Every task runs on an Anthropic model, whether it needs a frontier reasoner or a fast, cheap one. You bet your company on a single provider’s roadmap, pricing, and rate limits, and you pay flagship rates for routine work.
Setup & rollout
Adapt
Nothing to install, ever
Adapt is hosted. Add it to Slack once and the whole company is live in minutes: no desktop app, no OS requirements, no virtualization flags, no per-machine setup. Web and mobile work the same way on day one.
Claude Cowork
An install on every machine
Cowork’s full experience is the desktop app. On Windows that means Windows 11 Pro, Enterprise, or Education (Home is not supported) plus enabling virtualization. Linux is a Debian-based beta that needs KVM. Web and mobile are in beta, rolling out plan by plan starting with Max. Every laptop becomes its own configuration project.
Security & data
Adapt
A hosted sandbox, not your laptop
Adapt runs in an isolated cloud sandbox with scoped, auditable access to the systems you connect. Your files never sit on the same machine as the agent, credentials never land on endpoints, and admins get org-wide policies and audit logs instead of a hundred individual configurations.
Claude Cowork
An agent on the endpoint
In desktop mode, Cowork executes on your employee’s machine with access to the local files and browser you grant it. Security firm PromptArmor demonstrated file exfiltration via indirect prompt injection: a malicious page instructing the agent to quietly ship local files out. Inside a corporate network, the blast radius is not one laptop.
Audit & compliance
Adapt
Governed from day one
Every action is attributable and auditable, with role-based access, per-integration policies you write in plain language, and admin-controlled approval on sensitive operations. No side channel to build yourself.
Claude Cowork
Outside your audit trail
Anthropic’s own enterprise admin guide states that the Compliance API and Audit Logs do not cover Claude Cowork yet. Admins get aggregate dashboards and a self-wired OTEL feed instead. Connector access is an org-wide on/off switch, and there is no in-product review or approval workflow for skills.
Integrations
Adapt
Connect once, govern centrally
An admin connects HubSpot, GitHub, BigQuery, Google Workspace, Linear, Stripe, and 20+ more once for the whole org. Credentials live in one governed place. New hires get the full stack the day they join, with zero setup.
Claude Cowork
Every user wires up their own MCP
Connecting Drive, Slack, or a database means each person authorizes each service themselves, via the CLI, the UI, or a local config file. Keys and tokens scatter across every machine. Moving them off the endpoint means standing up and operating remote MCP servers yourself.
Knowledge
Adapt
A governed, org-wide knowledge base
Facts, schemas, conventions, and runbooks are captured with explicit retrieval triggers you can read, edit, and version. Written once, used by everyone, and inherited by the next hire.
Claude Cowork
Context trapped on one desktop
Projects, instructions, and local files live in one person’s app. Nothing that person teaches the agent is available to anyone else, so every teammate re-teaches the same facts, and when they leave, the context leaves with them.
What it actually is
Adapt
Your company’s integrated coworker
Chat with live data across every connected system, run scheduled and triggered workflows that report into Slack, and build and deploy internal apps. One platform from question to execution, for the entire team.
Claude Cowork
A very good personal assistant
Hand Cowork a task and it plans, spawns sub-agents, and reports back. Genuinely strong at individual knowledge work: decks, docs, spreadsheets, file wrangling. It is one person’s productivity tool.
Use cases
Everything a personal agent should do. Plus what it can’t.
No desktop install. No per-user setup. Same outcomes, shared across your whole stack and your whole team.
Call analysis and sales coaching
Pull call transcripts, cross-reference CRM pipeline data, and deliver coaching summaries to managers in Slack. Scheduled. Automatic. Every week.Gong, Salesforce, Slack
Error monitoring and auto-ticketing
Watch your pipelines and workflows. When something breaks, Adapt files a ticket, tags the right person, and includes context. Before anyone notices.Sentry, Linear, GitHub, Slack
Cross-system questions, instant answers
“Which enterprise accounts have declining usage but no open support tickets?” Spans CRM, billing, and support. Seconds, not hours.HubSpot, BigQuery, Stripe
Competitive intel on autopilot
Monitor competitor sites. Diff the changes. Post a summary to #competitive every morning at 8am.Web research, Slack
RevOps reporting across the stack
Pipeline health, data hygiene checks, cross-functional KPI tracking. Pull from CRM, billing, and project management in one query. Weekly reports to leadership, on schedule.Salesforce, HubSpot, Stripe, BigQuery
Customer success and churn signals
Flag accounts with declining usage, missing QBR prep, or open escalations. Surface churn risk before renewal conversations, not after.HubSpot, BigQuery, Slack
Questions
Both are agentic coworkers that plan a task, break it into steps, and report back. The difference is who they serve. Cowork is single-player: one person, one app, one session, on Claude models, with integrations each user wires up themselves. Adapt is your whole company’s coworker: it lives in Slack where your team already works, routes each task to the best model across Anthropic, OpenAI, and Gemini, connects your tools once for everyone, and keeps a shared knowledge base the entire org builds on.
Not anymore, but desktop is still the full experience. Anthropic added Cowork on web and mobile in July 2026, in beta and rolling out plan by plan starting with Max. Local file and browser access remains desktop-only, and the desktop app runs work in an isolated VM on your own machine. Adapt is hosted from day one and works identically in Slack, on the web, and on mobile.
Not in any real sense. There are no shared threads, no team @mentions, and no collaborative sessions. Each person works in their own isolated instance with no way for teammates to see or extend that work. Adapt is multiplayer by default: work happens in Slack channels, so the next person picks up exactly where the last one left off.
That is the core risk. In desktop mode Cowork executes locally with access to the files and browser you grant it, and PromptArmor publicly demonstrated file exfiltration through indirect prompt injection. Inside a corporate network the blast radius extends well past one laptop. Adapt runs in an isolated hosted sandbox with scoped access, centralized credentials, audit logs, and RBAC, so there is no agent sitting on your endpoints.
Not today. Anthropic’s Claude Cowork enterprise administrator guide states plainly that the Compliance API and Audit Logs do not cover Cowork yet. Admins get T+1 dashboards, an Analytics API, and an OTEL feed they wire into a SIEM themselves. Connector access is also org-wide only, with no per-group control and no in-product approval workflow for skills. Adapt gives you role-based access, per-integration policies, and an auditable record of what the agent did, without building a side channel.
With Cowork, effectively yes. MCP connections are authorized per user, per machine, so credentials scatter across every laptop unless you build and operate remote MCP servers yourself. With Adapt, an admin connects each tool once for the org and every employee inherits it immediately.
Yes. Adapt uses Anthropic’s models alongside OpenAI and Gemini, and routes each task to whichever one is best for the job. You get Claude where Claude is strongest without being locked to a single vendor’s roadmap or pricing.
Cowork requires a paid Claude plan, and usage is metered on top of it. Adapt is free to start, with published pricing and no seat minimums, and routes routine work to cheaper, capable models so you are not paying flagship rates for everything.
Claude Cowork is an agent on one desktop.
Adapt is your company’s integrated coworker.
Same agentic power. Any model, every team, live in Slack in minutes.