AI teams should pay for the data their models need. Not the data they have.
Needset is building the control plane that makes that true: a deduplicated catalog, a compiler that selects data from evidence, and proofs that finance and auditors can check.
What we believe
Model quality comes from the right data, not the most data. Storage, transfer and decode budgets are real constraints, and the teams that treat data selection as an engineering problem with budgets, determinism and proofs will out-execute the teams that treat it as a folder of shards.
How we work
- Evidence before migration. Every engagement begins read-only, on your data, in your store.
- Deterministic by default. If a result cannot be reproduced, it is not a result.
- Incentives aligned. We bill on what is new after deduplication, so our revenue grows with your efficiency, not your waste.
- Say what we are. We are an early company. We do not claim customers, certifications or numbers we do not have.
Company
Needset AI is headquartered in El Paso, Texas, and is a Torque.ai company. It was founded by Perry Wolfe, an operator who has built and run businesses in logistics, automotive finance and software, and who started Needset after watching the data bill for AI workloads grow faster than the value they returned.
Intellectual property
The Needset chunking, compilation and proof architecture is the subject of a pending patent application.
Work with us
We are looking for engineers who care about storage systems, deterministic algorithms and honest measurement. Write to hello@needset.ai with something you have built.
Want to talk?
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