Maito vs Adapt

Adapt is now a platform for company agents. Is it the same as Maito? And how much of the agent do you have to run yourself?

Dmitry Dubovetzky

Is Adapt the same as Maito?

No. Adapt is a company agent platform you configure, with control over models, governance, and where it runs. Maito is one ready AI teammate your whole company works with in Slack and its AI assistants.

They aim at the same job: a company agent that knows your business, works across your tools, writes tested pull requests, and runs scheduled work. Adapt gives you the parts and the controls. Maito gives you the finished teammate and keeps the model choice with you. Maito costs $149 per workspace per month with unlimited people, plus your AI provider's usage and any cloud credits beyond the included $20. Managed Adapt costs $14 per user per month plus metered usage.

What is Adapt?

Adapt is a company agent platform that combines a runtime, a company brain, model routing, connections, and governance, reachable in Slack, the web, email, and iMessage.

It connects by OAuth or API key to tools such as Salesforce, HubSpot, Notion, Linear, BigQuery, Snowflake, Stripe, QuickBooks, Zendesk, Greenhouse, and GitHub, without engineering work. Templates cover jobs like ad-spend checks, changelogs, issue-to-pull-request work, and website checks, and developers extend it with APIs, MCP, and a CLI.

Adapt lists an open-source runtime, a managed service, and Enterprise deployment in a VPC or on premises. Developers can join a waitlist for its Company Agent Developer Preview.

Sources: Adapt platform, Adapt agents, Adapt pricing

And what is Maito?

Maito is an AI teammate your company names and shares, in Slack and in Claude, ChatGPT, Cursor, Codex, Grok, and Muse, ready once your provider and tools are connected.

Anyone in an invited channel can ask it for work. It learns company facts and skills from shared work, runs Loops, does business work in your connected tools, and runs each coding task in its own sandbox with your checks and a pull request.

Sources: How Maito works

How do Maito and Adapt compare at a glance?

Adapt is configurable, with model routing, deep governance, and self-hosting options. Maito is ready to use, runs on the provider you choose, and costs one workspace price.

MaitoAdapt
What it isA ready AI teammate for your companyA platform for your company agent
Where you use itSlack, Claude, ChatGPT, Cursor, Codex, Grok, and MuseSlack, the web, email, and iMessage
SetupConnect a provider, Slack, and your toolsConnections, templates, routing, and governance to set
ModelsThe provider and model you chooseRouted, or your own keys
Business tasksResearch, reports, follow-ups, and work in your connected toolsCRM, finance, warehouse, and support work
Code changesSandbox, checks, browser QA, and a pull requestIssues to tested pull requests
Company knowledgeFacts and skills learned from shared workKnowledge, skills, memory, and live search
GovernancePersonal and shared connections, VaultScopes, approvals, budgets, traces, audit, SCIM
HostingMaito's cloudManaged, VPC, or on premises
Price$149 per workspace, unlimited people, plus provider usage$14 per user per month, plus metered usage

How much of the agent do you run with Adapt and with Maito?

With Adapt, your team chooses and maintains the model path, templates, approvals, budgets, and deployment. With Maito, you choose the provider and connect tools; Maito runs the rest.

An independent review praised Adapt's cross-tool company context and internal apps, and named setup and connection effort as its main cost.

Maito has no self-hosted or VPC option. If your security team requires the agent on your own infrastructure, Adapt Enterprise is the choice.

Sources: Adapt review by Agent Finder

What do Maito and Adapt do with a business task?

Both can do business work across your systems from Slack. With Maito, the same teammate everyone uses does it, and the result can become a Loop in the same thread.

finance
Elif4:40 PM

@Maito before month-end close, match last month's Stripe payouts against QuickBooks deposits and list anything that doesn't line up.

MaitoAPP4:58 PM

312 payouts, 309 matched. Three don't: two were split across two deposits, and one $2,140 payout has no deposit at all. Details and the Stripe IDs are in the thread. Want me to run this check on the 2nd of every month?

Example complete

And what do Maito and Adapt do when a customer reports a bug?

Adapt turns issues into tested pull requests for human review. Maito starts from the customer's report in the support thread and carries it to a reproduction, a tested fix, a pull request, and the reply.

support
Jonas10:05 AM

@Maito a customer says CSV imports fail when the file comes from Excel on a Mac. Ticket #2604.

MaitoAPP10:21 AM

Reproduced. Excel for Mac saves with a byte-order mark, and our importer reads it as part of the first column name. Recording attached. PR #355 strips the mark before parsing and adds a test file from Excel for Mac. Checks pass. Reply to the customer is drafted below, with a workaround until the fix ships.

Example complete

What do Maito and Adapt cost?

Maito costs $149 per workspace per month with unlimited people, plus your AI provider's usage and any cloud credits beyond the included $20. Managed Adapt costs $14 per user per month, plus metered compute, storage, memory, and models.

Maito

$149 per month + provider usage

  • One workspace, unlimited people
  • $20 in included credits for coding sandboxes and web search
  • Your AI provider bills model usage separately

Adapt Managed

$14 per user + usage

  • Compute: $0.045 per vCPU-hour while running
  • Own model keys at no markup, or 5.5% via gateway
  • 1,000 memories per user, then $0.50 per 1,000

Ten Adapt users cost $140 a month before usage, almost the same as Maito's $149. At 25 users, Adapt's base is $350 and Maito's is still $149. Parked Adapt compute is free.

Sources: Adapt pricing

When is Adapt enough?

Adapt is enough when a technical team wants to own its company agent, with model routing, detailed governance, and the option to host it on its own infrastructure.

So should you choose Maito or Adapt?

Choose Maito for one ready AI teammate the whole company works with, on the AI provider you choose, without running a platform. Choose Adapt if your technical team wants control over the runtime, governance, and hosting.

Choose Maito if…

  • Nobody should have to maintain an agent platform
  • You still want to choose the model and provider
  • The team works in Slack and its AI assistants
  • Headcount will grow faster than the budget

Choose Adapt if…

  • The agent must run in your VPC or on premises
  • You want routing, budgets, traces, and SCIM
  • A technical team will own the setup

Pick one recurring finance check and one customer bug. Count the setup hours and the results in each product.

See Maito on your own work.

Bring a real task from your team. We’ll show you how Maito handles it, from the first request in Slack to the result.