AI Assistants & Agents

Best AI Agent Builders

Also known as: no code AI agent builders · AI agent platforms

An AI agent builder lets you create an assistant that does work on its own: reads new emails, looks things up, updates your CRM, posts in Slack or files a ticket. You set it up by describing the job, picking apps and adding rules, usually without writing code. This page ranks builders for business users. If you are a developer who wants to write agents in Python or TypeScript, see our AI agent frameworks ranking instead, and for ready-made agents you just use (such as ChatGPT's agent or Claude Cowork), see best AI agents.

We ranked 11 builders on how easy they are, how many apps they can act in, how well you can control them, price and where agents can run. Prices are as of 25 September 2026. The market moved fast this year: OpenAI is shutting down its Agent Builder on 30 November 2026 in favour of workspace agents in ChatGPT, Google's Workspace Studio reached all Workspace customers, and Gumloop and Relevance AI dropped their free plans.

Quick answer

Zapier Agents is the best AI agent builder for most business teams in 2026. It connects to 9,000+ apps, you set agents up in plain English, and every Zapier account gets 400 agent activities a month free. Pick Microsoft Copilot Studio if you run on Microsoft 365 and need strong governance, n8n if you have a technical person and want low cost or self-hosting, ChatGPT workspace agents if your team already works in ChatGPT, and Google Workspace Studio if you live in Gmail and Docs.

Top picks at a glance

Scoreboard

Scores are out of 10. The overall score is the weighted average of the criteria below.

#ToolOverallEase of buildingIntegrations & actionsControl & governancePricing & valueDeployment & reachPrice fromBest for
1Zapier Agents
Zapier
8.49.39.57.08.07.5Free (400 activities/month); Agents Pro about $33.33/month (billed yearly)
Free tier
Non-technical teams that want agents working across their existing apps this week
2Microsoft Copilot Studio
Microsoft
8.37.59.09.57.09.0$200/month (25,000 Copilot Credits); included for internal agents with Microsoft 365 CopilotMicrosoft 365 organisations that need governed agents at scale
3n8n
n8n
8.37.08.88.09.38.8Free (self-hosted); Cloud Starter €20/month (billed yearly)
Free tier
Ops and engineering teams that want cheap, controllable agents, possibly self-hosted
4ChatGPT workspace agents
OpenAI
8.09.37.58.07.07.5ChatGPT Business $20/user/month (yearly) + creditsCompanies that already work in ChatGPT and want shared agents for recurring jobs
5Google Workspace Studio
Google
7.99.07.07.58.57.0Included with Google Workspace (Business Starter and up)Teams that live in Gmail, Docs, Sheets and Drive
6Dify
LangGenius
7.97.37.57.58.88.5Free (self-hosted or Sandbox); Professional $590/year
Free tier
Teams that want an open-source, self-hostable builder with RAG built in
7Salesforce Agentforce
Salesforce
7.77.08.09.36.08.5Builder free (Salesforce Foundations); Flex Credits $0.10/action
Free tier
Salesforce customers building agents on their CRM data
8Relevance AI
Relevance AI
7.78.08.07.57.57.5$19/month (Pro, billed yearly)Teams building several agents that work together
9Lindy
Lindy
7.69.08.06.56.87.5$29.99/user/month (Plus)A personal AI assistant for email, meetings and follow-ups
10Gumloop
Gumloop
7.58.38.07.06.57.5$37/month (Pro, 20,000 credits)Teams that want a polished visual canvas for agent workflows
11Voiceflow
Voiceflow
7.17.87.07.55.08.5Custom (free trial for agencies)
Free tier
Agencies and support teams building customer-facing chat and voice agents

Expert reviews

#1 · Non-technical teams that want agents working across their existing apps this week

Zapier Agents

by Zapier · Freemium · Free (400 activities/month); Agents Pro about $33.33/month (billed yearly)
8.4/10

Zapier Agents is the easiest way for a non-technical team to build an AI agent that actually does things across business apps. You describe the job, Zapier Copilot helps set it up, and the agent decides its own steps across Zapier's 9,000+ app connections: researching a new lead, updating the CRM, drafting a reply or posting in Slack. You can give it knowledge (FAQs, documents, links), run it on a trigger or on demand, and use a Chrome extension to work on web pages.

Pricing is friendly to start. Every Zapier account, including Free, gets 400 agent activities a month, up to 10 per run. An activity is one thing the agent does, such as a search or an app action, and it does not use your Zap tasks. Agents Pro costs $400 a year (about $33.33 a month) for 1,500 activities and up to 40 per run.

The weak spots are depth and governance. An agent that picks its own steps is less predictable than a fixed Zap, and Zapier offers fewer admin and audit controls than enterprise suites such as Copilot Studio or Agentforce.

Pick it if your team already uses Zapier or wants agents running this week without code. Skip it if you need self-hosting or precise control; n8n fits better. See our Zapier review.

Score breakdown

Ease of building9.3
Integrations & actions9.5
Control & governance7.0
Pricing & value8.0
Deployment & reach7.5

Key facts

Pricing
Free (400 activities/month); Agents Pro about $33.33/month (billed yearly) (Every Zapier account, including Free, gets 400 agent activities a month (up to 10 per run). Agents Pro: $400/year (about $33.33/month) for 1,500 activities and up to 40 per run. Activities are separate from Zap tasks. Zap plans: Free (100 tasks), Professional from $19.99/month yearly, Team from $69/month yearly.)
Free option
Yes
Platforms
Web, Chrome extension, Slack, API
Apps
9,000+ integrations
Free allowance
400 activities/month, up to 10 per run
Agents Pro
$400/year for 1,500 activities/month
Billing unit
Activity = one agent action, such as a search or app action

What we like

  • Largest app library: 9,000+ integrations
  • Plain-English setup with Copilot and templates
  • Free agent allowance on every account
  • Agent activities do not use Zap tasks

Watch out for

  • Less predictable than a fixed workflow
  • Fewer governance controls than enterprise suites
  • 10-activity cap per run on the free allowance
#2 · Microsoft 365 organisations that need governed agents at scale

Microsoft Copilot Studio

by Microsoft · Usage-based · $200/month (25,000 Copilot Credits); included for internal agents with Microsoft 365 Copilot
8.3/10

Microsoft Copilot Studio is the most complete agent builder for companies that run on Microsoft 365. You build agents in a low-code designer, connect them to Microsoft 365 data and other business systems through connectors, and add multi-step workflows with approvals and business logic.

It is strong on the things IT teams care about. Computer-using agents became generally available in May 2026, so an agent can click through websites and desktop apps that have no API. Credentials sit in Azure Key Vault, actions are logged in Microsoft Purview, and you can require a person to review steps. You can also choose between models, including OpenAI's and Anthropic's, for these agents.

Pricing is the hard part. If your staff already have Microsoft 365 Copilot ($30/user/month), they can build internal agents at no extra cost. Publishing agents to customers or outside users needs a Copilot Studio licence: capacity packs cost $200/month for 25,000 Copilot Credits, and pay-as-you-go is $0.01 per credit. How many credits a conversation uses depends on the features and models involved, so run a pilot before you budget.

Pick it if you are a Microsoft shop that needs governed agents across many teams. Skip it if you are a small team without Microsoft 365 Copilot; Zapier or n8n are simpler and cheaper to start.

Score breakdown

Ease of building7.5
Integrations & actions9.0
Control & governance9.5
Pricing & value7.0
Deployment & reach9.0

Key facts

Pricing
$200/month (25,000 Copilot Credits); included for internal agents with Microsoft 365 Copilot (Capacity pack: $200/month for 25,000 Copilot Credits. Pay-as-you-go: $0.01 per credit, billed monthly in arrears. Pre-purchase commit units: up to 20% off. Microsoft 365 Copilot users ($30/user/month) can build internal agents at no extra cost; publishing to external users needs a Copilot Studio licence. Free trial available.)
Free option
No
Platforms
Web, Microsoft Teams, Microsoft 365 Copilot, External channels
Capacity pack
$200/month for 25,000 Copilot Credits
Pay-as-you-go
$0.01 per Copilot Credit
Computer-using agents
Generally available (May 2026)
Governance
Azure Key Vault credentials, Purview audit logs, human review

What we like

  • Deep Microsoft 365 integration
  • Strong admin, audit and credential controls
  • Computer-using agents for apps with no API
  • Included for internal agents with Microsoft 365 Copilot

Watch out for

  • Credit consumption is hard to forecast
  • Steeper learning curve than Zapier
  • External publishing needs separate licensing
#3 · Ops and engineering teams that want cheap, controllable agents, possibly self-hosted

n8n

by n8n · Freemium · Free (self-hosted); Cloud Starter €20/month (billed yearly)
8.3/10

n8n is the most powerful builder here for teams with some technical skill. Its visual editor lets you place an AI Agent node in a workflow, give it tools, memory and your choice of model, and connect it to your apps. When no-code is not enough, you drop into JavaScript or Python.

The pricing model suits agents. n8n charges per execution, meaning one full workflow run however many steps it takes, while Zapier and Make charge per step or module. Cloud Starter is €20/month billed yearly for 2,500 executions; Pro is €50/month for 10,000. Every plan has unlimited users and workflows. The Community Edition is free to self-host, which keeps data on your own servers, and the project has about 206,000 GitHub stars.

The catches are the learning curve and the licence. n8n expects you to understand data structures and APIs, and its Sustainable Use License is source-available rather than open source, so you cannot resell n8n as a hosted service.

Pick it if you have an ops or engineering person and want low-cost, controllable agents, possibly on your own servers. Skip it if nobody on your team is comfortable debugging a workflow. See our AI automation tools ranking for how it compares with Zapier and Make.

Score breakdown

Ease of building7.0
Integrations & actions8.8
Control & governance8.0
Pricing & value9.3
Deployment & reach8.8

Key facts

Pricing
Free (self-hosted); Cloud Starter €20/month (billed yearly) (Community Edition: free to self-host. Cloud: Starter €20/month yearly (2,500 executions, 2,300 AI credits, 5 concurrent runs); Pro €50/month yearly (10,000 executions); Business €667/month yearly (40,000 executions, self-hosted); Enterprise custom. Annual billing saves 17%. Unlimited users and workflows on all plans.)
Free option
Yes
Platforms
Web, Self-hosted, Docker, API
Billing unit
Execution = one full workflow run, any number of steps
GitHub stars
About 206k (25 Sep 2026)
Licence
Sustainable Use License (source-available)
Users
Unlimited on all plans

What we like

  • Per-execution pricing that stays cheap for long agent runs
  • Free self-hosting keeps data in-house
  • Code steps in JavaScript or Python when needed
  • Unlimited users on every plan

Watch out for

  • Steeper learning curve for non-technical staff
  • Source-available licence, not open source
  • Cloud prices are in euros and billed yearly for the lowest rate
#4 · Companies that already work in ChatGPT and want shared agents for recurring jobs

ChatGPT workspace agents

by OpenAI · Paid · ChatGPT Business $20/user/month (yearly) + credits
8.0/10

Workspace agents are OpenAI's no-code way to build agents inside ChatGPT. OpenAI calls them an evolution of custom GPTs, and it points no-code users of its developer-focused Agent Builder, which shuts down on 30 November 2026, towards them. You describe a workflow in the ChatGPT sidebar or upload a document, and ChatGPT drafts the steps, connects tools, adds skills and tests the agent. Templates cover finance, sales and marketing jobs.

Agents run in the cloud, keep memory, can run on a schedule, and can be shared across a team in ChatGPT or deployed in Slack to answer requests. They launched on 22 April 2026 and became generally available on 22 May for Business, Enterprise and Edu plans.

Cost has two layers. ChatGPT Business is $20 per user per month billed yearly ($25 monthly), with a two-seat minimum. Since 6 July 2026, agent runs inside ChatGPT use credits; a typical run on GPT-5.5 uses about 5 to 25, and the price per credit depends on your OpenAI contract. Runs triggered from Slack were still free when metering began.

Pick it if your company already works in ChatGPT and wants shared assistants for recurring tasks. Skip it if you need actions in many third-party apps or firm cost forecasts; Zapier and n8n are more predictable. See our ChatGPT page.

Score breakdown

Ease of building9.3
Integrations & actions7.5
Control & governance8.0
Pricing & value7.0
Deployment & reach7.5

Key facts

Pricing
ChatGPT Business $20/user/month (yearly) + credits (Available on ChatGPT Business ($20/user/month yearly, $25 monthly, 2-seat minimum), Enterprise and Edu. Since 6 July 2026, agent runs inside ChatGPT use credits; a typical GPT-5.5 run uses about 5 to 25 credits. The per-credit rate depends on your contract. Runs triggered from Slack stayed in free preview when metering began.)
Free option
No
Platforms
Web, Slack
Launched
22 April 2026; generally available 22 May 2026
Plans
ChatGPT Business, Enterprise and Edu
Metering
Credits since 6 July 2026 (about 5 to 25 per typical run)
Replaces
Evolution of custom GPTs; OpenAI Agent Builder shuts 30 Nov 2026

What we like

  • Build by describing the job in chat
  • Shared team agents with memory and schedules
  • Works in Slack as well as ChatGPT
  • Admin role controls on Enterprise and Edu

Watch out for

  • Credit price is not published
  • Fewer app actions than Zapier or n8n
  • Needs a paid ChatGPT business plan
#5 · Teams that live in Gmail, Docs, Sheets and Drive

Google Workspace Studio

by Google · Paid · Included with Google Workspace (Business Starter and up)
7.9/10

Google Workspace Studio is Google's no-code agent builder for Gmail, Docs, Sheets, Drive, Meet and Chat. You describe an automation in plain language, Gemini builds the flow, and the agent reasons over what it reads, for example triaging support emails, routing approvals, prioritising requests or summarising new files. It connects to Asana, Jira, Mailchimp and Salesforce, and can reach other systems through webhooks or custom Apps Script steps.

It became available on 3 December 2025 and reached Scheduled Release domains in March 2026. It is included in Google Workspace Business Starter, Standard and Plus, the Enterprise editions, education tiers and Google AI Pro and Ultra plans, so many teams already have it at no extra cost. Google says usage limits may change.

For agents that work across company systems beyond Workspace, Google sells Gemini Enterprise, whose Standard, Plus and pay-as-you-go editions let you build custom no-code agents (in preview). Developers get Agent Studio in the Gemini Enterprise Agent Platform, the new name for Vertex AI since April 2026.

Pick it if your team lives in Google Workspace and wants simple, reasoning-powered automations at no extra cost. Skip it if most of your work happens outside Google's apps; Zapier connects far more tools.

Score breakdown

Ease of building9.0
Integrations & actions7.0
Control & governance7.5
Pricing & value8.5
Deployment & reach7.0

Key facts

Pricing
Included with Google Workspace (Business Starter and up) (Included in Workspace Business Starter, Standard and Plus, Enterprise editions, education tiers and Google AI Pro and Ultra plans. Google says usage limits may change. Gemini Enterprise (Standard, Plus and pay-as-you-go editions) adds no-code custom agents across other company systems, in preview.)
Free option
No
Platforms
Web, Gmail, Docs, Sheets, Drive, Chat
Available
3 Dec 2025 (Rapid Release); Scheduled Release from March 2026
Connects to
Workspace apps, Asana, Jira, Mailchimp, Salesforce, webhooks, Apps Script
Model
Gemini
Related products
Gemini Enterprise no-code agents; Agent Studio for developers

What we like

  • Included in most Workspace business plans
  • Plain-English setup inside tools people already use
  • Webhooks and Apps Script for custom steps
  • Clear upgrade path to Gemini Enterprise

Watch out for

  • Few third-party app connections compared with Zapier
  • Usage limits not fully published
  • Useful mainly for Google Workspace customers
#6 · Teams that want an open-source, self-hostable builder with RAG built in

Dify

by LangGenius · Open source · Free (self-hosted or Sandbox); Professional $590/year
7.9/10

Dify is one of the most-starred open-source platforms for building AI apps and agents visually, with about 157,000 GitHub stars. Its canvas lets you chain model calls, knowledge-base lookups, tools and code into workflows, or set up autonomous agents that can run commands and manage files in a sandbox. It has built-in RAG for PDFs and slides, a plugin marketplace, MCP support and connections to hundreds of models from many providers.

You can self-host the Community edition for free or use Dify Cloud. The free Sandbox gives 200 message credits, 5 apps and 50 knowledge documents. Professional costs $590 a year (about $49/month) for 5,000 message credits a month, 3 team members and 50 apps; Team is $1,590 a year for 10,000 credits and up to 50 members. Enterprise, with SSO, is custom.

It sits between no-code and developer tools. Business staff can use apps built in Dify, but building them well takes some grasp of prompts, variables and APIs. The licence is Apache 2.0 with extra conditions, so read them before you build a commercial service on it.

Pick it if you want an open-source, self-hostable builder with document search built in. Skip it if you want a pure no-code tool for non-technical staff; Zapier Agents or Workspace Studio is easier.

Score breakdown

Ease of building7.3
Integrations & actions7.5
Control & governance7.5
Pricing & value8.8
Deployment & reach8.5

Key facts

Pricing
Free (self-hosted or Sandbox); Professional $590/year (Community edition: free to self-host. Cloud Sandbox: free, 200 message credits, 5 apps, 50 knowledge documents. Professional: $590/year, 5,000 message credits/month, 3 members, 50 apps. Team: $1,590/year, 10,000 credits/month, 50 members, 200 apps. Enterprise: custom.)
Free option
Yes
Platforms
Web, Self-hosted, Docker, API
GitHub stars
About 157k (langgenius/dify, 25 Sep 2026)
Licence
Dify Open Source License (Apache 2.0 with extra conditions)
Built in
Visual workflows, agents, RAG, plugin marketplace, MCP

What we like

  • Free to self-host, with a large community
  • Built-in RAG knowledge bases
  • Works with hundreds of models and MCP tools
  • Cheap cloud plans billed yearly

Watch out for

  • Needs some technical understanding to build well
  • Licence adds conditions on top of Apache 2.0
  • Small free Sandbox (200 message credits)
#7 · Salesforce customers building agents on their CRM data

Salesforce Agentforce

by Salesforce · Usage-based · Builder free (Salesforce Foundations); Flex Credits $0.10/action
7.7/10

Salesforce Agentforce is the agent builder to choose when your customer data, cases and processes already live in Salesforce. Agentforce Builder lets admins create agents that read and update Salesforce records and run the same flows your staff use, and it is included at no cost in Salesforce Foundations along with Prompt Builder and Agent Script.

Governance is the strongest selling point. Agents work inside Salesforce's existing permissions, sharing rules and audit tools, which matters when an agent touches customer records.

Running agents costs money in several ways. Flex Credits cost $500 per 100,000; a standard action uses 20 credits ($0.10) and a voice action 30 ($0.15). Customer-facing agents can instead be billed at $2 per conversation, even when the agent hands over to a person. Per-user add-ons for Sales or Service start at $125 per user per month, and the Max edition, which replaced Agentforce 1 in September 2026, costs $550 per user per month. That flexibility is useful but makes forecasting hard.

Setup usually needs Salesforce admins or a partner, and results depend on clean data and well-built actions.

Pick it if you are a Salesforce customer with admin capacity. Skip it if you do not use Salesforce; the platform only pays off when your data is already there. See our AI customer service ranking.

Score breakdown

Ease of building7.0
Integrations & actions8.0
Control & governance9.3
Pricing & value6.0
Deployment & reach8.5

Key facts

Pricing
Builder free (Salesforce Foundations); Flex Credits $0.10/action (Agentforce Builder, Prompt Builder and Agent Script are included free in Salesforce Foundations. Running agents: Flex Credits at $500 per 100,000 (20 credits per standard action, 30 per voice action), or $2 per conversation for customer-facing agents. Per-user add-ons from $125/user/month; Max edition (replaced Agentforce 1 on 3 Sep 2026) from $550/user/month; Agentforce User License $5/user/month plus credits.)
Free option
Yes
Platforms
Web, Salesforce apps, Voice
Builder
Agentforce Builder free in Salesforce Foundations
Flex Credits
$500 per 100,000; $0.10 per standard action
Conversations
$2 per conversation
Editions
Core, Advanced and Max; Max $550/user/month (replaced Agentforce 1, Sep 2026)

What we like

  • Native access to Salesforce data and flows
  • Builder tools free in Salesforce Foundations
  • Works within existing Salesforce permissions
  • Voice and chat agents for customers

Watch out for

  • Several pricing models make budgeting hard
  • $2 per conversation even without a resolution
  • Needs Salesforce admin skills
#8 · Teams building several agents that work together

Relevance AI

by Relevance AI · Paid · $19/month (Pro, billed yearly)
7.7/10

Relevance AI is built for teams that want a set of AI agents working together, which it calls a Workforce. You create agents in a no-code builder, give them tools and knowledge, and connect several into one workflow: one agent researches a lead, another writes the email, a third updates the CRM. The Enterprise plan adds calling and meeting agents, SSO and role-based access.

Pricing uses two meters. Actions count tool runs, and vendor credits pay for AI model use. Pro is $19/month billed yearly ($29 monthly) with 2,500 actions and $20 of vendor credits; Team is $234/month billed yearly ($349 monthly) with 7,000 actions and $70 of credits. All plans let you bring your own model API keys, which removes the vendor-credit cost. The free plan has been retired and is closed to new sign-ups.

Two meters that can each run out make costs harder to predict, and multi-agent setups take time to tune: when one agent in the chain makes a mistake, the next one inherits it.

Pick it if you want multi-agent workflows for sales or operations and have your own model keys. Skip it if you need a free tier or a simple single-agent assistant; Zapier Agents or Lindy are quicker to set up.

Score breakdown

Ease of building8.0
Integrations & actions8.0
Control & governance7.5
Pricing & value7.5
Deployment & reach7.5

Key facts

Pricing
$19/month (Pro, billed yearly) (Pro: $19/month yearly or $29 monthly, 2,500 actions and $20 of vendor credits a month. Team: $234/month yearly or $349 monthly, 7,000 actions and $70 of vendor credits. Enterprise: custom, unlimited users, SSO. All plans allow your own model API keys. The free plan is retired and closed to new sign-ups.)
Free option
No
Platforms
Web, API
Multi-agent
Workforces: several agents in one workflow
Meters
Actions (tool runs) and vendor credits (model use)
Bring your own keys
Yes, on all plans
Free plan
Retired, closed to new sign-ups

What we like

  • Multi-agent Workforces in a no-code builder
  • Low entry price at $19/month billed yearly
  • Bring your own model keys on every plan

Watch out for

  • No free plan for new users
  • Two separate usage meters
  • Team plan jumps to $234/month
#9 · A personal AI assistant for email, meetings and follow-ups

Lindy

by Lindy · Paid · $29.99/user/month (Plus)
7.6/10

Lindy is less a workflow builder and more a personal AI assistant you set up by describing what you want. It works from Slack, manages inboxes, records and summarises meetings, handles scheduling and runs routines on a timetable, using more than 40 built-in skills. It can also operate a computer like a person, connect to thousands of integrations and use MCP tools, and you can choose the model.

Plans are per user. Plus is $29.99/month with 3,000 credits, Pro $99.99 with 15,000 and Max $199.99 with 35,000. Lindy says everyday tasks use 2 to 250 credits, deeper work 250 to 1,000 and big builds 1,000 to 2,500. Unused credits do not roll over, and agents pause when credits run low instead of running up a bill. Enterprise adds a HIPAA business associate agreement, audit logs and SSO. There is no free plan, only a 7-day trial for teammates who join through Slack.

The trade-off is control. Lindy shines at personal productivity but is less suited to precise, auditable processes between business systems, and credit use per task varies widely.

Pick it if you want an assistant for email, calendar and follow-ups without building flows. Skip it if you need exact, repeatable workflows; use n8n or Zapier. See our AI personal assistants ranking.

Score breakdown

Ease of building9.0
Integrations & actions8.0
Control & governance6.5
Pricing & value6.8
Deployment & reach7.5

Key facts

Pricing
$29.99/user/month (Plus) (Plus $29.99 (3,000 credits/user/month); Pro $99.99 (15,000); Max $199.99 (35,000); Enterprise custom with HIPAA BAA, audit logs and SSO. 7-day free trial for teammates who join via Slack. Unused credits do not roll over.)
Free option
No
Platforms
Web, Slack, Email
Built-in skills
40+ (inbox, meetings, scheduling, research)
Extras
Computer use, MCP, model choice
Typical usage
2 to 250 credits per everyday task (Lindy)

What we like

  • Fast setup by describing what you want
  • 40+ built-in skills for inbox and meetings
  • Computer use and MCP support
  • Agents pause instead of overspending

Watch out for

  • No free plan
  • Credit use per task varies widely
  • Weaker governance on lower plans
#10 · Teams that want a polished visual canvas for agent workflows

Gumloop

by Gumloop · Paid · $37/month (Pro, 20,000 credits)
7.5/10

Gumloop started as a drag-and-drop workflow builder and has become an agent-first platform. Business users build agents and multi-step flows on a visual canvas, connect apps such as Slack, Salesforce and GitHub, and deploy agents for jobs like support triage or data research. In March 2026 it raised a $50 million Series B led by Benchmark, and it names customers including Shopify and Instacart.

Pricing got tougher this year. Gumloop removed its permanent free plan on 30 July 2026; new users get a 14-day Pro trial that needs a card. Pro starts at $37/month for 20,000 credits with unlimited seats, and scales to $1,840/month for 1,000,000 credits. Since August 2026, Gumloop passes model and compute costs through at cost and adds an 8% orchestration fee on top, or 16% if you bring your own API keys. That is transparent, but it makes bills harder to predict than a flat plan.

Its visual canvas is easy to follow, and Pro includes unlimited seats and teams. Governance is lighter than in the enterprise suites.

Pick it if you want a polished visual builder for team-wide agent workflows and are ready to pay from day one. Skip it if you want a free tier or predictable costs; Zapier Agents and n8n are cheaper to start.

Score breakdown

Ease of building8.3
Integrations & actions8.0
Control & governance7.0
Pricing & value6.5
Deployment & reach7.5

Key facts

Pricing
$37/month (Pro, 20,000 credits) (Pro from $37/month for 20,000 credits with unlimited seats, scaling to $1,840/month for 1,000,000 credits; Enterprise custom above that. An 8% orchestration fee is added to model, tool and compute usage (16% with your own API keys). Permanent free plan removed on 30 July 2026; 14-day Pro trial requires a card.)
Free option
No
Platforms
Web, API, SDKs
Funding
$50M Series B led by Benchmark (March 2026)
Free plan
Removed 30 July 2026; 14-day trial
Orchestration fee
8% on usage (16% with your own keys)

What we like

  • Clear visual canvas for agents and flows
  • Unlimited seats on Pro
  • Usage passed through at cost plus a stated fee
  • Well funded, with active development

Watch out for

  • No free plan since July 2026
  • Orchestration fee on top of credits
  • Lighter governance than enterprise suites
#11 · Agencies and support teams building customer-facing chat and voice agents

Voiceflow

by Voiceflow · Enterprise · Custom (free trial for agencies)
7.1/10

Voiceflow is a builder for customer-facing chat and voice agents, used by support teams and by agencies that build agents for clients. You design how the agent behaves in a visual builder, connect knowledge and APIs, and deploy it to chat and voice channels. Developers can also work through its API.

Its pricing page no longer lists self-serve prices. There are now two tracks. Agencies and partners get a free trial with no card, usage-based billing, workspaces for managing many clients and white-labelling so agents carry the client's brand. Businesses get custom pricing after a demo, with a choice of self-serve or fully managed implementation. That makes Voiceflow hard to compare on cost, and small teams may find a sales-led process slow.

It is also a different kind of builder from most on this list. It is aimed at agents that talk to your customers, not at agents that do internal work across your apps.

Pick it if you are an agency building branded support agents for several clients, or a business that wants voice and chat agents with implementation help. Skip it if you want internal productivity agents or published prices. For phone-first options, see our AI voice agents ranking.

Score breakdown

Ease of building7.8
Integrations & actions7.0
Control & governance7.5
Pricing & value5.0
Deployment & reach8.5

Key facts

Pricing
Custom (free trial for agencies) (The pricing page lists no self-serve prices. Agencies and partners: free trial with no card, usage-based billing, multi-client workspaces and white-labelling. Businesses: custom pricing after a demo, with self-serve or fully managed implementation.)
Free option
Yes
Platforms
Web, Chat widget, Phone, API
Channels
Chat and voice
Pricing
Custom; usage-based for agencies
Agency features
Multi-client workspaces, white-labelling

What we like

  • Strong for customer-facing chat and voice
  • White-labelling and multi-client tools for agencies
  • Free trial without a card for agencies

Watch out for

  • No published self-serve prices
  • Sales-led process for businesses
  • Not built for internal automation

How we scored these tools

Each tool is scored 0–10 on the criteria below, using public evidence: independent benchmarks, vendor documentation and pricing pages, aggregate user ratings and reputable reviews. The overall score is the weighted average. Nobody pays to be listed. Read our full methodology.

CriterionWeightWhat we look at
Ease of building25%How quickly a non-developer can build a working agent: plain-English setup, templates, testing and clear feedback when something breaks.
Integrations & actions20%How many apps the agent can read from and act in, plus MCP, webhooks, knowledge sources and computer use.
Control & governance20%Human approval steps, permissions, admin controls, audit logs and how predictable the agent's behaviour is.
Pricing & value20%Free tier, entry price, how usage is metered and how easy the bill is to forecast.
Deployment & reach15%Where agents run and can be used: Slack, Teams, email, web, phone, schedules, and self-hosting options.

Agent builders vs agent frameworks vs ready-made agents

Three kinds of product get called "AI agents". Pick the right kind before you compare brands.

Kind Who builds Examples Good for
Agent builder (this page) Business users, ops teams Zapier Agents, Copilot Studio, n8n, Workspace Studio Repeatable work across company apps: triage, research, CRM updates, reports
Agent framework Developers, in code LangGraph, OpenAI Agents SDK, Google ADK Custom products and complex agents; see agent frameworks
Ready-made agent Nobody; you just use it ChatGPT's agent, Claude Cowork, Manus One-off tasks for one person; see best AI agents

The line is blurring. Copilot Studio and n8n let you add code, Dify serves both builders and developers, and ChatGPT's workspace agents turn a chat into a shared, scheduled agent. A good test: if the agent must run every day for a team, touch business systems and be reviewed by someone else, you want a builder with governance, not a personal chatbot.

Pricing guide (as of 25 September 2026)

Every builder meters something different, so compare on your own workload.

Tool Free option Paid entry What you pay for
Zapier Agents 400 activities/month $400/year Agents Pro Activities (each agent action)
Copilot Studio Included for internal agents with M365 Copilot $200/month (25,000 credits) Copilot Credits
n8n Free self-hosted €20/month Starter (yearly) Executions (whole workflow runs)
ChatGPT workspace agents None $20/user/month Business + credits Seats plus credits per run
Google Workspace Studio Included in Workspace plans Workspace subscription Seats
Dify Free self-hosted; Sandbox $590/year Professional Message credits
Salesforce Agentforce Builder free in Foundations $0.10 per action or $2 per conversation Flex Credits, conversations or seats
Relevance AI None (free plan retired) $19/month Pro (yearly) Actions plus model credits
Lindy 7-day trial $29.99/user/month Credits per user
Gumloop 14-day trial $37/month Pro Credits plus 8% fee
Voiceflow Agency trial Custom Usage or contract

Worked example: an agent that runs 20 times a working day (about 440 runs a month) and takes 5 actions per run uses about 2,200 actions. On Zapier that is more than Agents Pro's 1,500 activities. On n8n it is 440 executions, well within the €20 Starter plan's 2,500. On Agentforce Flex Credits, 2,200 standard actions cost 2,200 x $0.10 = $220.

What changed in 2026

  • OpenAI is retiring Agent Builder. On 3 June 2026 OpenAI said it is winding down Agent Builder and its Evals product; they stop working on 30 November 2026. OpenAI recommends the Agents SDK for agents built in code and workspace agents in ChatGPT for no-code use.
  • Chat apps became builders. ChatGPT workspace agents (April 2026) and Google Workspace Studio (rolled out December 2025 to March 2026) let staff build agents inside tools they already use.
  • Computer use arrived for business agents. Copilot Studio's computer-using agents became generally available in May 2026, and Lindy also offers computer use, so agents can work in apps that have no API.
  • Free plans shrank. Gumloop removed its permanent free plan on 30 July 2026 and Relevance AI retired its free plan. Zapier, n8n (self-hosted) and Dify remain the best free starting points.
  • Google renamed its developer platform. Vertex AI became the Gemini Enterprise Agent Platform in April 2026, with Agent Studio as its low-code builder. Many agent builders now also connect to tools through MCP; see what is MCP.

How to choose

  • You want agents working today, with no code: Zapier Agents.
  • Your company runs on Microsoft 365: Copilot Studio, especially if staff already have Microsoft 365 Copilot.
  • You run on Google Workspace: start with Workspace Studio, which you probably already pay for.
  • Your team lives in ChatGPT: workspace agents on ChatGPT Business or Enterprise.
  • You have a technical person and care about cost or data control: n8n, or Dify if you also need document search.
  • Your data is in Salesforce: Agentforce.
  • You want several agents handing work to each other: Relevance AI.
  • You want a personal assistant, not a workflow: Lindy.
  • You build customer-facing chat or voice agents: Voiceflow, or see our AI voice agents ranking.

How we ranked these tools

We scored each builder from 0 to 10 on five criteria: ease of building (25%), integrations and actions (20%), control and governance (20%), pricing and value (20%) and deployment and reach (15%). The overall score is the weighted average. Because this page is for business users, ease of building carries the most weight; a tool that needs a developer scores lower here than it would in our agent frameworks ranking.

We used public sources only: vendor pricing pages, help centres, launch posts and reputable press. Usage estimates such as credits per run are the vendors' own figures and are labelled as such. OpenAI's Agent Builder is not ranked because it shuts down on 30 November 2026. We did not accept payment for placement.

Expert tips
  1. Start with one narrow, repetitive job that has a clear right answer, such as sorting inbound leads or tagging support emails. Run it alongside a person for two weeks and compare results before you let it act alone.
  2. Add a human approval step before any action that sends an email to a customer, changes a CRM record or spends money. Every major builder here supports approvals or review steps.
  3. Estimate usage before you buy: multiply runs per month by steps per run. A 5-step agent that runs 440 times a month uses about 2,200 Zapier activities but only 440 n8n executions.
  4. Connect agents through a dedicated service account with only the permissions they need, not your personal admin login. It limits damage if an agent misreads an instruction.
  5. Keep your agent's instructions in a shared document with a change log, and re-test with the same 20 sample inputs every time you edit them. Small wording changes can alter behaviour.

Jargon explained

AI agent
An AI assistant that can plan steps and take actions in other apps, such as sending an email or updating a record, not just answer questions.
No-code
Software you set up with menus, drag-and-drop or plain English instead of writing programming code.
Integration (connector)
A ready-made link between the agent builder and another app, such as Gmail or Salesforce, so the agent can read or change data there.
MCP (Model Context Protocol)
An open standard that lets AI agents connect to tools and data sources in a consistent way. See our guide what is MCP.
Human-in-the-loop
A step where a person reviews or approves what the agent wants to do before it happens.
Computer use
An agent's ability to operate a website or desktop app by clicking and typing like a person, useful when an app has no API.

Frequently asked questions

What is the best AI agent builder in 2026?

For most business teams, Zapier Agents: it connects to 9,000+ apps, you set it up in plain English, and every account gets 400 free agent activities a month. Microsoft 365 organisations should look at Copilot Studio, and technical teams that want low cost or self-hosting should pick n8n.

What is the best no-code AI agent builder?

Zapier Agents is the easiest for most people. If your company uses Google Workspace, Workspace Studio is included in most business plans and builds agents from a plain-English description. ChatGPT Business users can build workspace agents the same way inside ChatGPT.

What is the difference between an AI agent builder and an agent framework?

An agent builder is a visual or chat-based tool for business users: you describe the job, pick apps and add rules. An agent framework, such as LangGraph or the OpenAI Agents SDK, is a code library that developers use to build custom agents. See our agent frameworks ranking.

Is there a free AI agent builder?

Yes. Zapier gives every account 400 agent activities a month, n8n's Community Edition and Dify's Community edition are free to self-host, Dify Cloud has a free Sandbox, and Salesforce includes Agentforce Builder free in Salesforce Foundations (you pay to run agents). Google Workspace Studio is included in most Workspace business plans.

Is OpenAI Agent Builder being discontinued?

Yes. OpenAI announced on 3 June 2026 that it is winding down Agent Builder and Evals, and they will no longer be available from 30 November 2026. OpenAI recommends the Agents SDK for code-based agents and workspace agents in ChatGPT for no-code ones.

How much does it cost to run an AI agent?

It depends on how the tool meters use. Zapier counts each agent action, n8n counts whole workflow runs, Copilot Studio uses credits ($0.01 each on pay-as-you-go), and Agentforce charges $0.10 per action or $2 per conversation. Count how many times your agent will run and how many steps each run takes, then compare.

Are no-code AI agents safe to connect to company data?

They can be, with care. Give each agent its own account with the fewest permissions it needs, require human approval before it sends emails, changes records or spends money, and check the activity log regularly. Enterprise tools such as Copilot Studio and Agentforce add audit logs and admin controls.

Sources

Every fact on this page comes from public information. Vendor figures are labelled as vendor claims.

  1. Zapier Agents (Zapier)
  2. Zapier pricing (Zapier)
  3. How is Zapier Agents usage measured? (Zapier)
  4. Copilot Studio pricing (Microsoft)
  5. Copilot Studio licensing (Microsoft Learn)
  6. Computer-using agents in Copilot Studio are now generally available (Microsoft Community Hub)
  7. What's new in Copilot Studio: May 2026 (Microsoft)
  8. n8n pricing (n8n)
  9. Introducing workspace agents in ChatGPT (OpenAI)
  10. OpenAI launches workspace agents for enterprise workflow automation (Reworked)
  11. OpenAI workspace agents free ride ends July 6 (Tech Times)
  12. ChatGPT Business overview (OpenAI Help Center)
  13. Agent Builder guide (deprecation notice) (OpenAI)
  14. Introducing AgentKit (OpenAI)
  15. Create AI agents to automate work with Google Workspace Studio (Google Workspace Updates)
  16. Compare editions of Gemini Enterprise (Google Cloud)
  17. Google unveils Gemini Enterprise Agent Platform (AIwire)
  18. Dify pricing (Dify)
  19. Dify GitHub repository (GitHub)
  20. Agentforce pricing (Salesforce)
  21. Relevance AI pricing docs (Relevance AI)
  22. Relevance AI pricing (Relevance AI)
  23. Lindy pricing (Lindy)
  24. Gumloop lands $50M from Benchmark (TechCrunch)
  25. A simple, transparent pricing model (Gumloop)
  26. Gumloop credits (Gumloop)
  27. Gumloop discontinues its permanent Free plan (UsagePricing)
  28. Voiceflow pricing (Voiceflow)
  29. Salesforce simplifies editions (Salesforce)