Field evidence
Production AI systems reviewed, built, and shipped. All case studies reference public evidence only, no private reports, no client-confidential screenshots.
AI coaching · LangGraph architecture review
A bilingual AI psychological coaching platform needed an independent review of its LangGraph therapy engine before widening pilot access. The main risks were session state integrity, retrieval quality, safety boundaries, and streaming reliability.
Voice AI · Production system review
A restaurant voice ordering platform needed an independent assessment of their production voice AI system; costs were higher than expected and latency was inconsistent.
Multi-agent orchestration · Decision support
A Dubai-based investment firm needed a structured way to stress-test investment decisions using multiple AI perspectives simultaneously, without relying on a single model's reasoning.
RAG · Vector search · Production AI
Dense-only vector search missed keyword-exact matches; BM25-only search missed semantic intent. Neither was production-ready for a document Q&A use case with both precision and recall requirements.
Legacy modernization · .NET migration
A US parts distribution company had a critical business application built on Silverlight, EOL since 2021, blocked by Chrome and Edge security updates, no longer accessible without plugins.
AI evaluation APIs · LLM-as-judge reliability · human-in-the-loop override design
A high-volume triage pipeline needed an independent AI "second opinion" layer on top of a rules-based prefilter, but a paid AI judgment API is not plug-and-play: vendor docs can misdescribe a score's real scale, and a client-side safety check can misread the vendor's own billing model and silently drop capacity already paid for.
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