ConvergePilot: Turning an AI Audit into a Usable SaaS Product
What building ConvergePilot taught me about AI audit scope, subscription access, model selection and useful recommendations.
AI Engineering 3 min read
AI Engineering
Retrieval, evaluation, routing, streaming and validation for LLM features that run in production, written from operating Conviro.
18 posts
Multi-Provider LLM Routing Is a Policy Problem
A useful model router combines capabilities, permissions, region requirements, budgets, and failure behavior behind an explicit contract.
AI Engineering 3 min read
Multilingual Support Needs More Than Translating the Answer
Keep language, market, currency, and policy scope separate so a multilingual assistant retrieves and communicates the right information.
AI Engineering 3 min read
Checking an AI Answer Before a Customer Sees It
Separate fluent generation from evidence checks for prices, product identifiers, links, and policy claims before releasing an AI response.
AI Engineering 3 min read
Hybrid Search with PostgreSQL: When Keywords Still Matter
Combine semantic retrieval with lexical search while preserving identifiers, access filters, and a measurable baseline for ranking quality.
AI Engineering 3 min read
Start a RAG System with Questions It Must Not Answer
A retrieval system needs evidence for answering and a deliberate path for missing evidence. Negative cases make that boundary measurable.
AI Engineering 3 min read