Case studies

Case studies

The platform in six figures: 0 public routes to the AI engine, 1 gRPC stream per conversation, 4,096 events replayable per session, any replica serves any turn, a 24 second drain budget, 1 published package for every front end

AI Engineering SkillUp: one door, any replica, every front end A voice career coach is only as good as the platform around it. We built that platform: one public API, a private AI engine, conversations that survive any replica, and a React kit that lets another team ship the front end.

The pipeline in six figures: US$3.56 per completed document, US$0.63 for a short PDF, 618 pages in the largest document, one model call per spreadsheet sheet, 13.6 times fewer candidate facts per document, 18 pipeline phases

AI Engineering Reading the loan file: 109 questions, 600-page scans, US$3.56 a document A commercial property loan file is hundreds of documents: scanned valuations, rent rolls, covenant workbooks. We built the pipeline that reads the lot and answers a bank's review questions per property and per tenant, with sources, for about US$3.56 a document.

AO Forge in six figures: 66 AOne specs through the pipeline from June to September 2026, more than 400 specs across eight repositories, 8 pipeline steps, 6 decisions kept for the human, 69 invariants in six expertise domains, 40 specs that changed AO Forge itself

AI Engineering AO Forge in practice: how we deliver software with AI agents AI agents write most of our production code. AO Forge is the delivery framework that makes this safe: it takes each feature from a first conversation to a merged pull request, and it records every decision and every check on the way.