Founders have spent the last two years watching their engineering team get supercharged by Cursor, Claude Code, and Codex. What used to take a week now ships in an afternoon.
Now every business function, including sales, ops, finance, support, and marketing is asking the obvious question:
"Where is our AI agent for business?"
The market has finally answered. In April 2026, Anthropic shipped Claude Cowork to GA, and OpenAI announced Workspace Agents as the successor to Custom GPTs. Both promise an "AI coworker" for the rest of your business.
However, both tools have significant gaps. In this article we'll cover what they are, and show you an alternative.
OpenAI and Anthropic's enterprise tools
OpenAI Workspace Agents is a Codex-powered evolution of Custom GPTs. Agents live inside ChatGPT and Slack, run in the cloud, and can keep working when users are offline.
OpenAI ships pre-built templates for software review, product feedback routing, weekly metrics reporting, and lead outreach. Admins get approval gates, an analytics dashboard, and a Compliance API. It is in research preview on ChatGPT Business, Enterprise, Edu, and Teachers.
Claude Cowork is Anthropic's agentic AI for non-technical knowledge workers, positioned as "Claude Code's power without the terminal." It lives inside the Claude Desktop app on macOS and Windows, and supports scheduled tasks, file management, document generation, and computer use.
Plugins bundle skills, connectors, and sub-agents. Available on Pro ($20), Max ($100 to $200), Team ($20/seat), and Enterprise. Anthropic states explicitly that Cowork is not suitable for HIPAA, FedRAMP, or regulated workloads.
How Adapt accelerates teams
Cowork and Workspace Agents are enterprise upsell products from consumer AI labs. By contrast, Adapt is an agent platform built to grow your business. Below are five reasons this difference matters.
1. Built for teams, not solo operators
Adapt and OpenAI Workspace Agents are collaborative by design. Agents, knowledge, and skills are shared across the org. Claude Cowork runs on individual desktops with local storage; each teammate operates a siloed instance. If you want one person's automation to compound into team-wide leverage, Cowork is not the right tool.
2. The only model-agnostic option
Workspace Agents is OpenAI only, and Cowork is Anthropic only. Every few weeks each AI lab releases an innovation that makes competing models outdated. Adapt is model-agnostic, meaning our agent uses Claude, Gemini, or GPT models depending on the task. When the next frontier model ships, Adapt adopts it, and you never have to re-platform.
3. Usage-based pricing, no per-seat tax
Cowork and Workspace Agents both charge per seat, while Adapt charges for what you actually use. This means your sales ops team can pull data from Salesforce without buying every teammate a seat. Or anyone on your finance team can get feedback about a report without requesting a new Claude or ChatGPT license.
4. Cloud-first by default
Adapt and Workspace Agents both run in the cloud, with admin governance, audit logs, and centralized controls. However, Claude Cowork runs on individual laptops, with local conversation storage and direct file access. This model is a problem, because every endpoint becomes a new attack surface. Cloud execution is easier to audit, easier to revoke, and easier to govern.
5. Focused, responsive team
OpenAI and Anthropic have hundreds of millions of users and a dozen products each. Even if your company uses their hightest tier enteprise tools, your account is just a rounding error. Adapt is built by a team that also uses Adapt internally. You get direct access, custom skills built for your stack, and a partner that does not deprecate the product you depend on every nine months.
Side-by-side comparison
Dimension | OpenAI Workspace Agents | Claude Cowork | Adapt |
|---|---|---|---|
Built for teams | Yes | No (single-user desktop) | Yes |
Model-agnostic | OpenAI only | Anthropic only | Claude / GPT / Gemini / OSS |
Pricing | Per-seat + credits | Per-seat $20 to $200 + API | Usage-based, no seat tax |
Contractor access | Requires paid seat | Requires paid seat | Included, no extra licenses |
Cloud execution | Yes | No (runs on user laptops) | Yes |
Your engineering team got their AI accelerant, and now your sales, ops, and finance teams need theirs. Give them a platform that is secure, mature, and built to outlast whichever model lab is winning this quarter. Try Adapt, the AI computer for the rest of your business.
FAQ
What is the difference between Claude Cowork and ChatGPT Workspace Agents?
Cowork runs on individual laptops via the Claude Desktop app and is built for solo knowledge workers. Workspace Agents run in the cloud inside ChatGPT and Slack and is built around shared team agents. However, both are locked to their respective model labs. As an alternative, business leaders should consider a model agnostic agent such as Adapt.
Why is cloud execution important for AI agents?
Running in the cloud makes agents easier to audit, revoke, secure, and manage centrally. It also allows them to run in the background, support shared team workflows, and compound knowledge across the organization. Local agents are useful for personal productivity, but cloud agents are a better fit for durable business systems.
How much do Claude Cowork and ChatGPT Workspace Agents cost?
Cowork is $20 to $200 per seat plus API usage on Enterprise. Workspace Agents is free during research preview, then switches to credit-based pricing on top of ChatGPT Business or Enterprise seats. Adapt's pricing is usage based with no penalty for employee growth.
Can contractors or vendors use these tools without a paid seat?
Not really. Both Cowork and Workspace Agents charge per user. Adapt's usage-based model lets external collaborators work inside the platform without per-seat licenses.
What is the best alternative to Claude Cowork and ChatGPT Workspace Agents for a startup?
Adapt. Model-agnostic, usage-based, cloud-native, team-collaborative, and built by a focused team that works alongside yours.
