Beam AI vs Sema4.ai (2026): which should you pick?

Pick Beam AI if

• Fits if you want to try agent workflows from your own SOPs on a small task count
• Works for an enterprise team that wants a task hub with confidence scores

Look elsewhere if

• Tight if you stay free: 20 tasks a month and 1 base integration
• Pricey if you pass Pro: Scale is $3,990 a month, with nothing published between
• Watch out: Pro is capped at 200 tasks a month
• Not for you if you need more connectors, as Free allows 1 and Scale 3 base integrations
• Watch out: the page does not say whether monthly prices are billed monthly or annually

Pick Sema4.ai if

• 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

Look elsewhere if

• 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

Beam AI

• Free and Pro are capped at 20 and 200 tasks a month; Pro is the only published price below $3,990.
• Only 1 base integration is listed on Free and 3 on Scale; further connectors mean the Custom plan.
• The pricing page does not say whether monthly prices are billed monthly or annually.
• Custom pricing is not published, and the vendor frames the product for enterprise automation.

Sema4.ai

• 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.

Beam AI

Pre-trained agents

Ready-made agents come with domain expertise, and you connect your own databases and integrations to put them to work.

Agentic workflows from SOPs

Agents are set up to follow an organization's standard operating procedures, with consent steps where a person must approve.

Task hub with confidence scores

The product demo shows a task list with status per task and a confidence figure on each step, such as vendor validation and three-way matching.

Triggers and embedding

Agents can be started in several ways, such as when work arrives, and can be embedded elsewhere.

Integrations by category

The integrations page groups connectors into CRM, finance, HR, IT, management, marketing, sales and software development.

Sema4.ai

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.

Beam AI

• Free$0

  per month for up to 20 tasks

  1 base integration and lower complexity, with self-healing outputs.

• Pro$50

  per month for up to 200 tasks

  Unlimited steps per workflow, premium AI models, output evaluation and self-healing outputs.

• Scale$3,990

  per month

  High-volume task execution, 3 base integrations, frontier AI models, enterprise-grade security and full self-learning.

• CustomCustom

  Custom integrations, on-demand solution engineers, enterprise-grade security and full self-learning.

Sema4.ai

Pricing could not be confirmed. See sema4.ai.