[ Index / Case Studies ]

Proof, not promises.

Engagements in depth — the problem, the system we built, and how it works once it ships. These are architecture walkthroughs, written to be read by non-specialists.

Travel platform

AI Strategy · Implementation
2026

AI Travel Advisor

A content-rich travel website, turned into a conversational advisor.

The published website was the source of truth. We turned its JSON and Markdown into structured SQL facts and semantic vectors, then let a Mastra agent classify each question, retrieve the right way, and answer grounded in the company’s own content.

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MyLimb

Workflow Automation · Implementation
2026

AI Content Moderation

Checking community content quietly in the background.

New and edited posts, comments, and articles are scanned as a first-pass safety layer — OpenAI moderation via RubyLLM, an audit record for every check, automatic reports for anything risky. The AI flags; a human moderator always decides.

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