Pilotran vs Gumloop
Gumloop is a Y Combinator-backed AI workflow builder aimed at non-technical operators. Pilotran targets the same operator but leans hard into reliability: undo, approvals, Failure Doctor, audit log, MCP.
Gumloop is fast to demo. Pilotran is fast to trust — approvals gate AI sends, undo unwinds a bad run, Failure Doctor triages errors, and every change is audit-logged.
Feature by feature
| Feature | Pilotran | Gumloop |
|---|---|---|
| Approval steps | Yes | No |
| Undo runs | Yes | No |
| Failure Doctor | Yes | No |
| Audit log | Yes | No |
| MCP server — Claude Desktop / ChatGPT | Yes | No |
| BYO AI key | Yes | Partial |
| Template count | 50+ | Growing |
Pricing side by side
- StarterFree $0 · no card
- ProTeam $99/mo · seats included
- BusinessBusiness $299/mo · admin + audit log
- AI costBYO Anthropic/OpenAI key on every plan
- StarterFree 1,000 credits/mo
- ProStarter $97/mo · 30k credits
- BusinessPro $297/mo · 75k credits
- AI costCredits consumed by every AI + integration step
Gumloop bills 'credits' consumed by both AI steps and integrations. Pilotran bills flat plans with BYO AI key.
Marketing-ops teams where a wrong AI output can't just be ignored — the workflow touches customers or internal decisions and needs review, audit, and reversal.
You want a single-user AI scratchpad with minimal governance — Gumloop's simpler surface is a match there.
Questions people ask
Does Gumloop have approvals + undo?
Not as first-class primitives. Pilotran ships both — approval steps pause a run for human review, undo reverses side effects of a completed run.
Which is better for marketing-ops teams specifically?
Both target similar personas. Pilotran leans harder into marketing-ops workflows out of the box (50+ templates covering lead enrichment, cold email, invoice chasing) and pairs them with BYO-key economics.
Is Gumloop's canvas more visual?
Gumloop's canvas is polished and demo-friendly. Pilotran's is simpler; both let you drag-and-drop workflow steps.
What about audit logging?
Pilotran includes audit log on Business ($299). Gumloop's is a Pro-tier feature.
Try these workflows on Pilotran
Try Pilotran on your own Gumloop workflows.
Free forever, no card — or a 7-day trial on any paid plan. Bring your own Anthropic or OpenAI key — no token markup, no per-run surcharge.
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