Comparison · Microsoft · verified 2026-09-23

TODO for AI
vs Copilot Cowork

Microsoft 365 Copilot's agent: describe a task and it does the work across Outlook, Teams, Word, Excel, PowerPoint and SharePoint. Here is where each one wins, with numbers, and who should pick which.

InterfaceWeb, Copilot desktop app, mobileWeb, desktop, mobile, CLI, IDE (Zed, JetBrains, VS Code), voice
ModelsAnthropic and OpenAI, picked by MicrosoftEvery provider
SourceClosedEdge + CLI public
Starts at$18/mo + usageFree
Facts verified 2026-09-23. Pricing is public list price.
Every vendor
models, vs anthropic and openai, picked by microsoft
Your machines
PC, cloud VM, real Chrome
Any CLI
is an integration, not just MCP
Free
from, vs $18/mo + usage
Architecture at a glance
Copilot Cowork
Models
AnthropicOpenAIAnthropic and OpenAI, picked by Microsoft
Runs in
Web, Copilot desktop app, mobile
Where it lives
Microsoft cloud
Produces
Research
Docs
Microsoft 365 apps
Code
TODO for AI
Models
AnthropicOpenAIGooglexAIDeepSeekEvery provider
CROSS-VENDOR REVIEW
Runs in
Your PC
Cloud VM
Real Chrome
Your IDE
Voice
Where it lives
Always-on cloud VM · vault · your logins
Produces
Code
SEO
Email
Ads
Social
CRM
Struck-through outputs are outside Copilot Cowork's scope. TODO for AI runs the same models plus the rest, from a machine that stays on.
The short version

Who should pick which

Choose Copilot Cowork if
  • Your work lives in Outlook, Teams, Word, Excel and SharePoint
  • You already pay for Microsoft 365 Copilot
  • IT needs tenant-level controls and audit on day one
Choose TODO for AI if
  • Your work spans tools outside Microsoft 365: CRM, ads, shop, website, servers
  • You want your team and AI on one board, not private sessions
  • You want every model on one plan and one shared budget instead of a license plus credits
  • You want the AI to propose work from what it knows about your business
Positioning

We are not competing for the same job

Different problem

Copilot Cowork gets the task done.
TODO for AI organises the whole company’s work.

Copilot Cowork answers one question: how do I get this task done, inside Microsoft 365? So do the others — Cursor inside the editor, Claude Code in one person's session, Lindy by asking its assistant.

We answer a different one: where does the work live? One board per project, and a project for each part of the company — engineering, marketing, ops, finance, one per client. Your colleagues work on it. So do your agents, as many as you want to run, each with its own model, tools and permissions. Items carry the people who worked them and the agent that ran them, and the board filters by person, so what the company has in flight is one screen instead of a Slack thread.

That is not a team plan bolted onto an AI tool. It is the product. The agents are how items get closed; the board is what the company runs on.

Context

What Copilot Cowork is, and where it stops

Copilot Cowork is Microsoft's answer to Claude Cowork, generally available since 16 June 2026. You describe a task and it carries it out across your Microsoft 365 environment: drafts and sends mail, schedules meetings, builds the deck and the spreadsheet, posts in Teams, files it in SharePoint. It runs in Microsoft's cloud under your identity and permissions, and at launch it runs on Anthropic models, with OpenAI in the Frontier program.

The perimeter is Microsoft 365. Work that lives in your CRM, your ad account, your shop admin, your servers or your codebase is outside it, and there is no shell on your own machine. Pricing is a Copilot license and then credits per task, so the bill follows usage. Like every agent here except ours, it waits for someone to describe the task.

Companies already standardised on Microsoft 365 who want an agent inside Outlook, Teams and Office.
Why people switch

Three reasons Copilot Cowork users look elsewhere

01
Your business is bigger than Microsoft 365

Cowork is excellent inside Outlook, Teams and Office. The CRM, the ad account, the shop admin, the vendor portal and the server are outside it.

02
A license, then a meter

You need a Microsoft 365 Copilot license per user, then every Cowork task spends credits priced by model, context, tool calls and runtime.

03
It waits to be asked

Cowork executes what you describe. It does not look at your business and put the next piece of work on the list.

Scores

Six dimensions that decide it

Six dimensions, 0 to 5
Copilot Cowork 15/30TODO for AI 29/30
Model freedom2 · 5 /5
Which vendors and models you can run
Long-running work4 · 5 /5
Persistent machine, scheduling, parallel tasks
Beyond code3 · 5 /5
Marketing, ops, browser, email, not only repos
Openness0 · 4 /5
Source available, self-host, extend
Team & permissions4 · 5 /5
Roles, pooled usage, tool approvals
Cost predictability2 · 5 /5
Flat plan vs metered tokens
Feature by feature

What each one ships

FeatureCopilot CoworkTODO for AI
Persistent cloud VM
An always-on machine. Files, logins and sessions survive between runs.
Microsoft cloud
Model choice
Anthropic, OpenAI (Frontier)
Any provider
Cross-vendor review
Review GPT output with Claude, or the other way around.
Drives your real browser
Chrome extension plus cloud browsers.
Edge, Frontier preview
Business tasks, not only code
SEO, email, ads, social, CRM via CLI tools.
Microsoft 365 apps
Any CLI as an integration
Microsoft 365 connectors
Any binary
Voice control
People and agents on one board
Colleagues and agents work the same list. Items show who contributed and which agent ran them; filter the board by person.
Many agents, each configured
Each agent gets its own model, prompt, tools and permissions. Pick which one takes an item.
Cowork plus Copilot agents
Unlimited, per task
Projects for the whole company
Engineering, marketing, ops, finance: separate projects and agents, one team and one bill.
Microsoft 365 workspace
Unlimited, shared
Team roles, pooled usage
License + credits
Roles + pooled
Tool permissions
Tenant and admin controls
Allow, approve, block
Open runtime
Edge + CLI public
Pricing

Same ladder, different meter

TierCopilot CoworkTODO for AI
EntryCopilot Business $18 per user + creditsFree (Sonnet only), or Starter $20
MidBusiness Standard with Copilot + creditsPro $100
TopEnterprise, quotedUltra $200
TeamPer user license, credits pooled with spending limits$30 standard / $120 premium per seat, min 2 seats incl. 1 premium, +$50 bonus pool
Copilot Cowork · what it meters

Copilot Credits at $0.01 each. Cost depends on the model, context retrieval, tool calls and runtime, so a heavy task can cost dollars on top of the license.

TODO for AI · what it meters

One pool priced in dollars of model cost, spendable on any vendor. Session and weekly windows pace it, and a 1.3-1.5x plan multiplier applies, so a $20 plan is about $15 of list-price API. Team seat prices go into one shared pool.

USD per month, monthly billing, public list prices as of 2026-09-23.
Verdict

Bottom line

Our take
If your company lives in Microsoft 365, Copilot Cowork is the most natural agent to add: it works where your mail and documents already are, under the controls IT already has. TODO for AI is for the business that runs on more than Office: a shared board where your team and AI work together, in your real browser and on your own machines, with every model and one price, and an AI that proposes the work instead of waiting for it.
FAQ

Common questions

Is TODO for AI a Copilot Cowork alternative?
Yes, for businesses whose work reaches beyond Microsoft 365. Copilot Cowork works inside Outlook, Teams and Office. TODO for AI works in your real browser and on your own machines across any tool, on a board your team and AI share.
How is Copilot Cowork priced?
A Microsoft 365 Copilot license per user (Copilot Business is $18 per user per month billed yearly, promotional to the end of 2026), then Cowork usage in Copilot Credits at $0.01 each. TODO for AI is one price with every model included.
Which models does Copilot Cowork use?
Anthropic models at general availability, OpenAI in the Frontier program, and a Microsoft model announced. Microsoft chooses the lineup. TODO for AI lets you pick any vendor per agent.
Is Copilot Cowork the same as Claude Cowork?
No. They share a name and, at launch, Anthropic models, but Copilot Cowork is Microsoft's product inside Microsoft 365, while Claude Cowork is part of Anthropic's Claude app.