Idea Lab · Oct 22 2026 · Fleet winner · Startup idea

SwarmForge

A business describes a process once (here: reviewing a vendor contract). SwarmForge splits it into steps, gives each step to a specialist agent, and runs a check on each output before the next agent starts. Customers pay per completed process, not per token. The demo runs one example contract and lets you plant mistakes to see which ones the checks can catch.

Example process · invented contract · agents are simulated

Contract review pipeline

Extractor returns malformed JSON Extractor skips the indemnity clause Risk agent rates uncapped liability "low" Summary cites a clause that isn't in the contract

Example pricing · invented numbers

Per-process pricing

Fee per contract review: $ Contracts per month: Model + compute cost per run: $ Share of runs needing human review: %

monthly gross margin

margin %

Human review is priced at $15 per run (example). Judgement-heavy work means that line usually decides whether the business works.

Claimed by the proposal, not verified

"Each agent's output is cryptographically proven correct." Signatures can prove who produced an output and that it wasn't altered. They can't prove a legal judgement is correct.
"Provable accuracy" on judgement-heavy legal and compliance work. No method or accuracy figure is given.
No customer, pilot or pricing evidence is included.

What to try

Plant the malformed JSON. The schema check catches it and the process stops at step 1.
Plant the skipped indemnity clause. The coverage check catches it because it compares against a clause list.
Plant the "low" rating on uncapped liability. A rule catches this one; most rating errors would get through.
Plant the invented citation. The grounding check catches it, but notice that nothing checks whether the summary's advice is good.