PerfectBit — Verifier-Grounded Training Data
PerfectBit
Verifier-grounded training data for frontier model teams — correct by construction against simulators, scientific databases, and formal proof systems. Talk to us.
PerfectBit builds verifier-grounded training data the open web doesn’t contain. Model capability breakthroughs require data breakthroughs — every sample is generated against an oracle and verified before it ships.
Four convictions
- Data is key — Progress in model performance is gated on high-quality data.
- Human annotators don’t scale — Collecting human data is slow and expensive; superintelligence won’t come from mimicking humans.
- Verifiers as oracles — Formal proof systems, simulators, executable tests, and oracle databases can produce more trustworthy data than humans.
- Enhanced natural language — Project the laws of physics, biological facts, and self-consistent logic into information-dense natural language supplements.
Who it’s for
- Heads of data / data partnerships at frontier labs
- Research leads running pre-, mid-, or post-training programs
- Model-training teams preparing a next-gen run who want a correct-by-construction supplement
Founded by researchers from Meta (foundation-model training across LLMs, image, video, and speech). Backed by Y Combinator. Selective about the engagements they take on.
No public self-serve pricing. Open a pilot conversation — the first talk is with engineering / research, not a sales engineer.
Learn more at perfectbit.ai · contact perfectbit.ai/contact · research@perfectbit.ai.
Topics covered
- Format
- Pilot conversation with research/engineering
- Duration
- ~30 minutes
- Cost
- Free — talk to us
- Audience
- Frontier lab data & research teams
- Pricing
- Sales-led pilots (not published publicly)
- Focus
- Verifier-grounded training data
Refund policy
Free intro conversation. No payment collected on this listing; pilot and data engagement pricing is arranged directly with PerfectBit after contact.