Portal by LetBe.ai

The best AI agent builders compared, including where we fall short

An AI agent builder is a tool where you assemble an agent that converses and decides, without writing the code yourself. This page compares eight builders on the same six questions: setup, hosting, models, testing, publishing and how you pay. We make one of them, and we say so where it matters.

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QuestionLetBe.aiGumloopn8nAI by ZapierRelevance AIPickaxeMindStudioLindy
Free to start with no card and no timerYesTrial onlySelf-host onlyYes, cappedYes, cappedNoYes, one agentTrial only
Models built in, no keys to pasteYesYes, own keys optionalOwn keysYesYes, own keys optionalYes, own keys optionalYes, own keys optionalYes
Hosted for you from the first clickYesYesCloud or your own serverYesYesYesYes, or your own serverYes
Agent can pause mid-run, ask the user, and continueYesChat agentsChat triggerChat onlyChat agentsChat agentsWorkflow debuggerChat
Test the agent in chat while you buildYesYesStep re-runYesYesYesYesNot shown
Publish as a live address or a shareable chatBothAPI, hosted page, SlackChat widget, webhookNo embed; Slack and browserEmbed, link, SDKEmbed, API, portalsWeb app, embed, APISlack, Gmail
Ready connectors to named apps such as Gmail, Slack or SheetsVia the API block, no catalogueManyHundredsThousandsManySomeManyTeam tools
Run it on your own serversHosted onlyEnterprise onlyYesNoNoNoBusiness plansNo
Rival columns were checked on each vendor's own site in September 2026. Plans and features change; the vendor's site is always the final word.

Which builders are compared?

Gumloop, n8n, AI by Zapier (formerly Zapier Agents), Relevance AI, Pickaxe, MindStudio, Lindy, and the LetBe.ai portal. They are not all aimed at the same person. Some are built for technical teams, some for creators who sell agents, some for a company that already lives in Slack. The table says which is which, so you can skip the ones that were never for you.

What each rival does better, and when to pick it

n8n

If you have someone who can run Docker and you want hundreds of integrations or an air-gapped install. You bring your own model keys, and that is the trade for full control.

AI by Zapier

If your company already runs on Zapier and the agent's job is to act across the apps you have connected. Its agents are not embeddable on a customer-facing site, so it is an internal tool first.

Gumloop

If you want agents living inside Slack or Teams with IT-grade governance. There is no free plan, only a trial.

Relevance AI

If you want a team of agents working together, with evaluations and A/B testing, or you need your data kept in a specific region.

Pickaxe

If you are a creator or consultant who wants to sell agents to end users through a branded portal with its own billing.

MindStudio

If you want the widest model choice and a step-by-step debugger, and self-hosting on a business plan.

Lindy

If what you want is an assistant for your team's inbox, calendar and meetings rather than an agent for your customers.

Where LetBe.ai fits

The portal is for the person who wants an agent live in an afternoon, without opening a model account, renting a server, or asking IT. You arrange ready blocks, teach the agent your documents, talk to it while you build, and publish it. It becomes a live address your site or software can call, and a chat page you can share. It starts free with no card, and a prepaid wallet pays for what the agent processes after that. An agent here can stop mid-run, ask the user a question, and pick up where it left off, which is the shape most customer-facing agents need. What it does not have: a catalogue of named app connectors, or self-hosting. If those are on your list, one of the rivals above is the better choice, and the no code AI agent page explains what the blocks can and cannot do.

AI agent builder questions

Which AI agent builder is best for someone who does not code?

The ones built around blocks and a test chat rather than nodes and code: the LetBe.ai portal, Gumloop, Relevance AI, Pickaxe and MindStudio all fit. n8n describes itself as a tool for technical teams, and it shows.

Do these builders host the agent, or do I?

All eight host it for you. n8n and MindStudio also let you run it on your own servers, and Gumloop offers that on enterprise plans. LetBe.ai is hosted only, with nothing to install.

Which builders need my own model API keys?

n8n, when self-hosted, needs your own keys. Gumloop, Relevance AI, Pickaxe and MindStudio include models and let you add your own keys if you prefer. LetBe.ai, AI by Zapier and Lindy include the models with no keys to paste.

When is a workflow tool the better choice?

When the job is moving records between apps on a schedule rather than an agent that talks, decides and answers from your own content. n8n and Zapier are workflow tools first, and they are very good at that. The portal is an agent builder first.

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