No black box.
Every demo on this site is a real, deployed route — not a mockup. Here's the actual engineering behind each one: which model it runs on and why, how untrusted input is constrained before it reaches a prompt, and where the defensive code lives.
Governance Ledger
No model callWhy this is a dated ledger excerpt instead of a live feed, how the NIST AI RMF mapping falls out of the routing gateway's own schema, and the one demo with zero prompt-injection surface.
Invoice Processing
Claude Haiku 4.5A shared PDF/DOCX/text extraction pipeline feeding a structured-JSON extraction prompt — and why this one didn't need a reasoning model.
Email Triage
Claude Haiku 4.5Classification, routing, and reply-drafting in one call — and the enum-constrained prompt design that keeps the output usable without a parser fighting free text.
Migration Assessment
Claude Sonnet 5Why this demo runs on a reasoning model behind a strict allowlist, with conditional compliance logic and clamped, validated output — the most defensive route on the site.
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