Sema4.ai vs Make
A detailed comparison to help you choose between Sema4.ai and Make.
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Verdict: Make wins
Make scores 4.2/5, edging out Sema4.ai at 2.5/5. Ops-minded individuals and small teams who want visual, branching automation with real debugging and do not need self-hosting.
Sema4.ai Enterprise AI agents for knowledge work | Make Visual automation platform for everyone | |
|---|---|---|
| Rating | 2.5 (1 review) | 4.2 (1 review) |
| Pricing Model | freemium | freemium |
| Starting Price | Free tier available | Free tier available |
| Best For | Enterprise finance and operations teams with document-heavy back-office processes who want agents running inside their own Snowflake or cloud account — not the original Robocorp audience. | Ops-minded individuals and small teams who want visual, branching automation with real debugging and do not need self-hosting. |
| Free Tier | ||
| API Access | ||
| Team Features | ||
| Open Source | ||
| Tags | open sourcefree tierapi access | no codefree tier |
| Visit Sema4.ai → | Visit Make → |
Sema4.ai
Pros
- + Python-first tooling (RCC, VS Code extension) remains the most natural RPA developer experience I have used — no proprietary language
- + Deployment inside your own perimeter (Snowpark Container Services or your AWS/GCP/Azure VPC) is a concrete data-governance advantage for finance workloads
- + Free Developer tier (240 run minutes/month) still lets you validate a robot before any sales conversation
- + SAFE framework and MCP connectors (Snowflake, Slack, GitHub, Google Workspace, HubSpot) address the auditability objection to LLM agents
- + Documented consumption pricing ($0.10/run minute) exists on the old Robocorp docs as a transparent starting point
Cons
- - Robocorp as a product is discontinued — acquired by Sema4.ai (Jan 2024) and folded into a differently-targeted enterprise platform
- - Open-source community layer is effectively gone: RCC ships under a commercial Sema4.ai EULA and is no longer publicly maintained
- - No transparent self-serve pricing above the free tier — $15/agent/day Team figures, an ambiguous $165 site figure and sales-quoted Enterprise don't reconcile
- - Built for enterprise finance operations, not the solo automator or small team that chose Robocorp originally
- - Vendor performance claims (90%+ automation rates) are unaudited; independent trackers estimate first-year costs of roughly $49K–$127K
Make
Pros
- + Visual bundle-level debugger: in my router test I traced dropped records to a timezone filter in under a minute, something Zapier's flat step log makes slow
- + Credit pricing stays cheap at realistic volumes — 10,000 credits/month tiers started at $9–$12/mo billed annually at time of writing (make.com/en/pricing)
- + HTTP, JSON, and XML modules are strong enough to replace custom code for most API glue work in my builds
- + Error handling is explicit: scoped error handlers and break directives mean one bad record does not kill a whole run
- + Celonis ownership and a product dating to 2012 (as Integromat) give it one of the longer reliability track records in the category
Cons
- - Polling triggers burn credits on every scheduled check whether or not data changed; my naive 1-minute poll ate budget until I moved to webhooks
- - No self-hosting and no source-available license — cloud-only, which rules it out for data-residency requirements
- - Run history on the free plan is short (three days at time of writing), so debugging real incidents needs a paid plan
- - The concepts curve (bundles vs arrays, iterators, aggregators) is steeper than Zapier's; expect a week before complex flows feel natural
- - Pricing is inconsistent across sessions — Make has served different Core/Pro/Teams price cards ($9/$16/$29 vs $12/$21/$38 annually), so confirm your quote
Frequently Asked Questions
Which is better, Sema4.ai or Make?▼
Make scores higher at 4.2/5 vs 2.5/5 for Sema4.ai, making it the better-rated option in our comparison.
What is the difference between Sema4.ai and Make?▼
Sema4.ai: Sema4.ai, formerly Robocorp, builds enterprise AI agents that carry out document-heavy business processes, with an open-source Python foundation. Make: Make is a visual automation platform where you connect apps and build multi-step workflows by drawing them on a canvas.
Is Sema4.ai or Make more affordable?▼
Sema4.ai starts at €0/mo, Make starts at €0/mo. Check the comparison table above for current pricing.
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