The programs that ship.
Twelve public case studies across LLM training data, AIGC, autonomous driving, and AEO/GEO. Published under sector descriptors — client identities are withheld under confidentiality.
What do these case studies cover?
Twelve documented engagements across LLM training data, AIGC video production, autonomous driving annotation, speech collection and AEO/GEO — each stating the problem, the approach, the figures and the accuracy standard it ran under.
Why are client names withheld?
Every study is published under a sector descriptor rather than a brand, so no engagement is publicly attributable. Client confidentiality is a standing commitment here, not a per-contract negotiation — the figures, deliverable counts and accuracy benchmarks are all real and stated.
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