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The Sema4.ai Insider’s Guide

Everything we know about Sema4.ai in one document: what it costs, its grades, getting a refund, getting help and what else to look at. Read it here, or keep a copy.

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ToolGPANovember 2026

Sema4.ai

The Insider’s Guide

Governed workspace for enterprise agents, projects and workflows

Every plan, grade, refund rule and rival among AI agents, read from Sema4.ai’s own pages.

Made by Sema4.ai · checked Nov 12, 2026 · toolgpa.com

1.6GPA

Contents

  1. 01WelcomeWhat it is, who it suits, its grades and the ten things to know first
  2. 02What it costsEvery plan, the free plan, ways to pay less and how prices have moved
  3. 03What it doesIts main features, where it runs, what it works with and who makes it
  4. 04Where it standsIts grades against its category, and whether to keep it or make your own
  5. 05The alternativesThe tools it is most often weighed against, side by side
  6. 06Quick answersThe questions people ask about it, each answered in a line or two
  7. 07About ToolGPAWho made this guide, what else is on the site, and how to cite it

ToolGPA put this guide together from Sema4.ai’s own pages, its app-store listings and our grades. Every fact in it is on Sema4.ai’s page too, where it is kept up to date. Checked Nov 12, 2026.

Part 01 · Overview

Welcome

What it is, who it suits, its grades and the ten things to know first

1.6

GPA, above 0 of the 101 other AI agents we grade

Sema4.ai is an enterprise platform where teams build AI agents and workflows that run business work and leave an audit record. Version 3 organizes work into Projects that hold context and tools, Workflows that run on their own, and work items that a person confirms or corrects. It can be self-hosted on AWS or Azure, and Version 2.5 covers a Snowflake-based edition.

To get you started, here are 7 things to know about Sema4.ai, taken from its own pages and our grades.

No store rating, and self-hosting needs a cluster such as EKS or AKS plus an identity provider.
From our grade for ease of use
  1. 1

    Best for enterprise teams that want agents under audit and control

    No price could be read, there is no free plan on record, and self-hosting needs your own cluster and identity provider.

  2. 2

    It runs on Web

    Web.

  3. 3

    Projects with shared context

    Projects hold files, instructions, data, memories, skills and integrations, and you can chat with a Project to build or change what is inside it.

  4. 4

    Workflows and work items

    Workflows run with triggers, including a bound email address, and produce work items with a drafted answer that people can confirm, correct or send back.

  5. 5

    Connections and data sources

    The docs list providers such as SharePoint, Microsoft Teams, Gmail, GitHub, Slack and Stripe, MCP servers, and Snowflake and Postgres data.

  6. 6

    A 1.6 GPA, above 0 of 101

    That is against the other AI agents we grade, on value, the free plan, features, ease of use and platforms.

  7. 7

    Keep it

    To replace Sema4.ai you would be making an AI agent, with the models and the safeguards behind it. That is not a weekend's work, with an AI app builder or without one.

Sema4.ai at a glance

Pricing
Paid
Free plan
No
Free trial
None stated
Runs on
Web
Made by
Sema4.ai
Category
AI Agents
Our grade
1.6 GPA, weak

The report card

Best for enterprise teams that want agents under audit and control

Sema4.ai is a governed workspace for enterprise agents, with shared projects, workflows and an audit trail, and a self-hosting option. No price could be read, there is no free plan on record, and self-hosting needs your own cluster and identity provider.

ToolGPA report cardSema4.aiGraded Nov 12, 2026
SubjectGradeComment
Value for moneyCNo price could be read: the vendor's site answered with a bot check and the docs state none.
Free plan and trialFNo free plan or trial on record, only demo agents to look at.
FeaturesCProjects with shared context, work items, connections and an audit record. The docs say the API reference, SDKs and deeper analytics are not yet written up for Version 3.
Ease of useDNo store rating, and self-hosting needs a cluster such as EKS or AKS plus an identity provider.
Platforms and integrationsBWeb, with Snowflake, Teams, Slack, GitHub, Gmail, Stripe, SharePoint and Postgres listed.
Grade point averageWeak, out of 4.01.6

An A is worth 4 points, a B 3, a C 2, a D 1 and an F nothing. The GPA is the average of the five.

Who Sema4.ai is for

  • Fits if you are an enterprise team that needs a record of what agents did
  • Makes sense if you work on Snowflake and want agents there

Who it is not for

  • Not for you if you want a price, as none could be read
  • Skip it if you can't run a cluster, since self-hosting needs EKS or AKS and an identity provider
  • Watch out: the docs say the API reference and SDKs are not yet written up for Version 3
  • Not for you if you want a free plan, because none is on record

Good to know

Good for

  • Enterprises that need agents running inside their own cloud account
  • Teams that want each AI result reviewed by a person before it goes out
  • Snowflake customers running agents next to their data

Worth knowing

  • No pricing could be read: the vendor's site answered with a bot check, and the documentation states no prices.
  • The docs say the API reference, the SDKs and deeper analytics surfaces are not yet written up for Version 3.
  • Self-hosting needs your own cluster, such as AWS EKS or Azure AKS, plus an identity provider.

Part 02 · Pricing

What it costs

Every plan, the free plan, ways to pay less and how prices have moved

Sema4.ai's current pricing could not be confirmed from its own site.

No price could be read: the vendor's site answered with a bot check and the docs state none.
From our grade for value for money

We could not confirm Sema4.ai’s current prices from its own site, so this guide lists no plans. sema4.ai has them.

Part 03 · Features

What it does

Its main features, where it runs, what it works with and who makes it

1

Place it runs: Web

Governed workspace for enterprise agents, projects and workflows. Here is what it does, as its own site describes it, and what it covers: self-hostable, public API, AI features, workflow automation, AI agents.

Projects with shared context, work items, connections and an audit record.
From our grade for features
Projects with shared context
Projects hold files, instructions, data, memories, skills and integrations, and you can chat with a Project to build or change what is inside it.
Workflows and work items
Workflows run with triggers, including a bound email address, and produce work items with a drafted answer that people can confirm, correct or send back.
Connections and data sources
The docs list providers such as SharePoint, Microsoft Teams, Gmail, GitHub, Slack and Stripe, MCP servers, and Snowflake and Postgres data.
Audit and evidence record
Administration pages cover audit lenses, deterministic execution, isolation of runs and alignment with COSO controls.
Self-hosting
Deployment guides cover AWS EKS, Azure AKS and other targets, with identity providers such as Entra ID, Okta and Auth0 for sign-on.

Where it runs

  • Web

What it works with

  • Snowflake
  • Microsoft Teams
  • Slack
  • GitHub
  • Gmail
  • Stripe
  • SharePoint
  • Postgres

Sema4.ai is made by Sema4.ai.

Part 04 · Standing

Where it stands

Its grades against its category, and whether to keep it or make your own

0/101

Other AI agents it is graded above

Sema4.ai's GPA of 1.6 is higher than 0 of the 101 other AI agents we grade, and level with 10.

It stands best on platforms and integrations (B, above 20 of 101) and worst on free plan and trial (F, above 0).

Each grade against the category

Every bar is all 102 AI agents we grade, cut by the letter each got. Sema4.ai’s own letter is outlined.

  • CValue for moneyAbove 17 of 101
  • FFree plan and trialAbove 0 of 101
  • CFeaturesAbove 1 of 101
  • DEase of useAbove 0 of 101
  • BPlatforms and integrationsAbove 20 of 101

Keep it, or make your own?

Whether this is something you could build for yourself with an AI app builder, and what you would give up.

Keep it

To replace Sema4.ai you would be making an AI agent, with the models and the safeguards behind it. That is not a weekend's work, with an AI app builder or without one.

That makes this kind of software worth paying for, not this one in particular: 91 of the 101 other AI agents grade higher.

What you could not

  • An AI agent, with the models and the safeguards behind it.
  • Connections to other products, each kept working as those products change.

What this rests on. Sema4.ai’s listing: what it does, where it runs, what it plugs into and what it costs. It is a judgement about the kind of software this is. We have not built a replacement for it, and making your own means looking after it too. How we decide, and every tool’s verdict.

Part 05 · Alternatives

The alternatives

The tools it is most often weighed against, side by side

Beam AI, Kognitos, Ema, Relevance AI and Dust

The 5 tools Sema4.ai is most often weighed against, with where each one differs from it.

  • 1.8GPA

    Beam AI

    Free plan · from $50/mo

    Agent platform for automating business processes at enterprises.

    • Beam AI has a free plan. Sema4.ai does not.
    • Sema4.ai is self-hostable, according to its own site.
    • Beam AI also covers no-code.
    Sema4.ai and Beam AI compared in full
  • 2.2GPA

    Kognitos

    Free plan

    Business process automation written in plain English.

    • Kognitos has a free plan. Sema4.ai does not.
    • Sema4.ai is self-hostable, according to its own site.
    • Kognitos also covers no-code.
    Sema4.ai and Kognitos compared in full
  • 2.2GPA

    Ema

    Free trial

    AI employees for HR, IT and finance teams at enterprises.

    • Sema4.ai is self-hostable, according to its own site.
    • Ema also covers chat assistant and no-code.
    Sema4.ai and Ema compared in full
  • 2.0GPA

    Relevance AI

    From $19/mo

    Low-code platform for building AI agents and multi-agent teams.

    • Only Relevance AI lists iOS and Android apps.
    • Only Relevance AI lists a browser extension.
    • Sema4.ai is self-hostable, according to its own site.
    Sema4.ai and Relevance AI compared in full
  • 2.2GPA

    Dust

    Free trial · from $24/mo

    Platform for building AI agents on your company's knowledge.

    • Only Dust lists a browser extension.
    • Sema4.ai is self-hostable, according to its own site.
    • Dust also covers AI search.
    Sema4.ai and Dust compared in full

Part 06 · Questions

Quick answers

The questions people ask about it, each answered in a line or two

12

Questions, each answered in a line or two

The short version of everything above, for when you only need the answer. Each one is told in full in its part of the guide.

Is Sema4.ai free?

No. Sema4.ai is a paid product.

What platforms does Sema4.ai work on?

Sema4.ai is available on Web.

Does Sema4.ai have an Android app?

No Android app was listed when its pages were read on Nov 12, 2026. Sema4.ai is listed for Web.

Does Sema4.ai have an iPhone app?

No iPhone app was listed when its pages were read on Nov 12, 2026. Sema4.ai is listed for Web.

Is Sema4.ai open source?

Sema4.ai is not described as open source on its own site, as read on Nov 12, 2026.

Can Sema4.ai be self-hosted?

Yes. Sema4.ai's own site says it can be run on a server of your own.

Does Sema4.ai have an API?

Yes. Sema4.ai offers a public API, according to its own site.

What does Sema4.ai integrate with?

Sema4.ai's listing names Snowflake, Microsoft Teams, Slack, GitHub, Gmail, Stripe, SharePoint and Postgres.

Who makes Sema4.ai?

Sema4.ai is made by a company of the same name.

What are the alternatives to Sema4.ai?

The closest alternatives to Sema4.ai in our directory are Beam AI, Kognitos, Ema, Relevance AI and Dust.

How does Sema4.ai compare with other AI agents?

Sema4.ai's GPA of 1.6 is higher than 0 of the 101 other AI agents we grade, and level with 10.

Could I make my own version of Sema4.ai?

To replace Sema4.ai you would be making an AI agent, with the models and the safeguards behind it.

Where this guide comes from

The prices, plans, platforms and features were read from Sema4.ai’s own pages on Nov 12, 2026, and the grades were given on Nov 12, 2026. Graded from this listing, whose facts were read from Sema4.ai's own pages on 12 November 2026. Not based on using the product, and shorter than our full reviews.

Every tool we list gets five grades, A to F, each with its reason, and a GPA that averages them. How each is decided is at toolgpa.com/grades. This guide is ToolGPA’s own work; it is not made, paid for or approved by Sema4.ai. Prices change, so check sema4.ai before you buy.

Part 07 · About

About ToolGPA

Who made this guide, what else is on the site, and how to cite it

5,038

Tools graded, in 95 categories

ToolGPA grades software the way a school report grades a pupil: five subjects, a letter for each with the reason written beside it, and a GPA that averages them. Prices, plans and platforms are read from each maker’s own pages and dated, so you always know how fresh a figure is.

Every grade, review and ranking on ToolGPA is our own judgement. No company can pay for a grade or change one. Every tool on the site has a guide like this one, free to download and pass on. It all lives at toolgpa.com.

  • 5,038

    tools graded

  • 95

    categories

  • 739

    price changes on record

  • 579

    apps priced in 12 countries

What else is on toolgpa.com

Scan for the live page

Prices and grades as they are today

Quoting this guide?

Please name ToolGPA and link to the live page, so readers can check the figures for themselves:

ToolGPA, "Sema4.ai: The Insider's Guide", checked Nov 12, 2026. https://toolgpa.com/tools/sema4-ai

Know someone choosing between AI agents?

Send them this guide: toolgpa.com/tools/sema4-ai/guide

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See our other guides

The best-graded AI agents after Sema4.ai, each with an Insider's Guide of its own.

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Compare tools at toolgpa.com ›

Everything in this guide is ToolGPA’s own summary of what Sema4.ai’s pages, its app-store listings and public reviews said on the dates shown. Grades are our judgement under the rules at toolgpa.com/grades. Every grade, review and ranking on ToolGPA is our own judgement. No company can pay for a grade or change one. Sema4.ai is a trademark of its owner, and this guide is not made, paid for or approved by Sema4.ai. Prices and plans change: check sema4.ai before you buy.