Case studies
Anonymized engagements, real numbers. Each one is production software the client’s team has owned for at least six months.
Multi-tenant inference platform: 71% cost reduction at 4× the traffic
An internal inference platform for a SaaS company. Continuous batching, semantic caching, KV-cache reuse, model routing, per-tenant cost attribution. Built so the CFO can read the dashboard.
SaaS · B2B SaaS, ~50k seatsCustomer-facing support copilot, deflecting 38% of L1 tickets
A grounded copilot embedded in a SaaS product's help center — answers from real docs, escalates honestly when it doesn't know, and stays on-brand.
HR technology · Series-C HR-tech platformRecruiting pipeline: 6× recruiter throughput, without the spam
Inbound resume parsing, structured screening, and outreach drafting. With hard guardrails against the auto-spam failure mode that has tarred the category.
Finance & operations · Mid-market manufacturing group, 9 operating unitsAP invoice intake: 92% touchless processing across 14 ERP destinations
We replaced a 22-person offshore keying team with a deterministic, eval-gated pipeline. OCR plus structured extraction, vendor-policy routing, human review on the rows that need it, idempotent ERP writes.
Financial services · Mid-market financial research firmSub-second semantic search across 12M financial filings
RAG over a decade of regulatory disclosures, serving an internal research team. Cut analyst time-to-answer from minutes to seconds with measurable retrieval quality.
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The case studies above are the ones we have permission to publish. We’ve done others. Send us a description; we’ll tell you whether we’ve done something similar and what we learned.