ChatGPT Agent vs Make (2026)

ChatGPT Agent

by OpenAI

Make

by Celonis (Make)

Pros

• ✓Genuine autonomous multi-tool execution -- combines visual browser, code interpreter, terminal, and app connectors in a single agent loop, which most competitors cannot match in scope
• ✓Strong human-in-the-loop safety design -- mandatory takeover for credentials/payments, watch mode on sensitive sites, refusal patterns for high-stakes tasks (banking, hiring decisions); reduces accidental misuse versus pure-automation tools
• ✓Enterprise governance is comprehensive -- RBAC, website allow/block lists, EU data residency, Compliance API logging, default zero-training on Business/Enterprise/Edu data; meaningfully ahead of newer agent products on procurement-readiness

Limitations

• ⚠Message limits are tight at the Plus tier (40/month) and only Pro at $200/month unlocks daily heavy use -- the per-message economics make this expensive for high-volume workflows compared to dedicated browser-automation tools
• ⚠Cannot do banking transactions or high-stakes hiring/legal decisions by design -- this is correct safety behavior but it means workflows that touch those domains require humans in critical steps, breaking automation continuity
• ⚠Subject to a website blocklist that prevents access to certain sites for security and compliance reasons -- enterprise users may find specific internal or vendor portals are blocked and require allowlist requests through the OpenAI account team to unblock

Pros

• ✓Visual scenario builder handles complex branching, iteration, and data transformation that Zapier's linear editor cannot match
• ✓Operation-based pricing is significantly more cost-effective than Zapier at high volume -- same workflows cost substantially less
• ✓Connects 2,000+ apps with detailed control over data mapping and error handling at each step

Limitations

• ⚠Steeper learning curve than Zapier -- building first scenarios takes meaningful time investment for non-technical users
• ⚠Smaller app library than Zapier at 2,000+ vs 8,000+ -- some niche tools lack native Make connectors
• ⚠No self-hosting option -- data passes through Make infrastructure, limiting use for strict compliance environments