The best AI agent for non-technical teams
By Marcell Havlik, founder of TODO for AI · Updated
Ops, sales, support and finance people who will never open a terminal, but who do have a browser that is logged in to everything. Here is how 15 tools score against what this job actually needs, and where each one fits.
Key takeaways
- Top pick. TODO for AI ranks first of 15 AI agents for non-technical teams, at 100% fit, followed by Notion (69%) and ClickUp (65%).
- What decides it. For non-technical teams the ranking weights beyond code and long-running work highest, and tools that cannot do the core job are not ranked at all (15 left out).
- Models. TODO for AI runs any provider, Claude, GPT, Gemini, Grok or a local Ollama model, on one plan. Pricing: free plan (Claude Sonnet only), then Starter $20, Pro $100 or Ultra $200 a month with any provider included.
- Benchmark. TODO for AI scored 89.9% on Terminal-Bench 2.1 with Opus 5.5 (high) (own harness, 80/89 tasks, 2026-10-08; not an official leaderboard submission).
- Not for you if. If your processes are stable and repeat the same way every time, a no-code builder is a legitimately better fit than an open-ended agent. TODO for AI is the better answer when the work varies.
What non-technical teams actually need done
Several tools on this list still assume a terminal, which rules them out for the majority of a company. Others have grown a desktop or web interface but kept a developer's mental model of repos, branches and diffs, which is a softer version of the same problem. The real shortlist is short: the general assistants, the workflow builders, and the few agents whose interface matches how this team already describes work.
This ranking weights breadth, unattended running, team controls and predictable cost, and heavily discounts openness, because nobody on this team is going to self-host anything.
The report, the data entry, the chase-up email, the list that gets cleaned every Monday.
Inbox, spreadsheets, CRM, support desk. Not a new place to do your job.
Describe the outcome. Nobody on the team should need to learn a prompt syntax or a command line.
Nothing sends, charges or deletes without the approval rules you set.
Scored for non-technical teams
| Rank | Tool | Fit |
|---|---|---|
| 1 |  TODO for AIOps, sales, support and finance people who will never open a terminal, but who do have a browser that is logged in to everything. | 100% |
| 2 |  NotionTeams whose work already lives in Notion and who want agents to maintain it. | 69% |
| 3 |  ClickUpTeams already running ClickUp who want agents inside their existing boards. | 65% |
| 4 |  LindyOps and go-to-market teams automating repeatable processes without writing code. | 62% |
| 5 |  AsanaOperations teams who want repeatable intake and routing automated inside Asana. | 62% |
| 6 |  Copilot CoworkCompanies already standardised on Microsoft 365 who want an agent inside Outlook, Teams and Office. | 61% |
| 7 |  Claude CoworkClaude subscribers who want autonomous document, research and browser work without leaving Anthropic. | 60% |
| 8 |  MakeTeams who want Zapier-style automation with more control and a lower per-run cost. | 60% |
| 9 |  monday.comTeams already running monday boards who want agents acting on those boards. | 56% |
| 10 |  GumloopMarketing and ops teams automating AI-heavy research, enrichment and content pipelines. | 56% |
| 11 |  ZapierConnecting SaaS tools with reliable trigger-to-action plumbing. | 54% |
| 12 |  AirtableTeams whose work is structured records and who want internal apps and agents on top of them. | 52% |
| 13 |  ChatGPTAnyone who wants one excellent assistant for research, writing and everyday questions. | 52% |
| 14 |  ManusPeople who want polished research, decks, sites or short videos from one prompt, mostly in a vendor cloud. | 51% |
| 15 |  Claude CodeDevelopers whose work lives in a repo and who are all-in on Anthropic models. | 50% |
How we weighted it
Every tool carries one set of scores across 6 dimensions, used on every page of this site. A page for non-technical teams does not rewrite those scores, it weights them. Here is every weight, including the ones turned down:
A tool is only ranked here if it works without a command line and can act in the business systems this team lives in. Anything that only works from a terminal is left out, however well it scores. Not ranked here: OpenAI Codex, Cursor, OpenCode, Cline, Aider, OpenHands, Lovable, Base44, OpenClaw, Hermes Agent, Linear, GitHub Copilot, n8n, Motion, Trello.
We build one of these tools, so treat this as an editorial argument rather than a measured verdict. The weights are all above and each tool's underlying scores are on its own comparison page, precisely so you can disagree with them.
The others worth knowing
The docs-and-databases workspace, with Custom Agents that run on schedules and triggers inside it.
All-in-one work platform whose Super Agents can be @mentioned and assigned tasks like teammates.
No-code AI teammates for business workflows: email, CRM, meetings and support, built from triggers and steps.
Work management with assignable AI Teammates, Dash, and a no-code studio for cross-system workflows.