Multi-provider LLM routing with budgets and telemetry
Architecture notes on provider selection, response caching, budgets and telemetry; benchmark outcomes are not documented.
Routingarchitecture and tradeoffs
I'm Raymond Clanan, CTO of SaaSier Inc., SaaSy Solutions LLC, and Hive Minded AI, with 25+ years of software experience. I build production AI, search, and backend systems with the unglamorous parts done properly: evaluation, observability, cost control, and a clean handoff.

01Selected work
Architecture notes on provider selection, response caching, budgets and telemetry; benchmark outcomes are not documented.
Routingarchitecture and tradeoffs
Retrieval with re-ranking, citations, and freshness controls, plus an evaluation pipeline so answer quality stopped being a matter of opinion.
85%answer accuracy, up from 40% (+45 percentage points) on 500 questions
An event-sourcing foundation shared by a 22-person distributed team, portable across Azure, AWS, and GCP and built to satisfy audit.
40%faster feature delivery
02Products
My work spans product direction, architecture, implementation, and operations.
Vertical AI · AgTech
Operations platform for beekeepers: colony health, field inspections by voice, weather-aware planning, and offline-friendly capture.
View projectOpen source · Rust
API and event simulation across HTTP, gRPC, GraphQL, and WebSockets, so frontend and QA work doesn’t wait on backends.
View projectDeveloper tools
PR risk and blast-radius analysis for GitHub and GitLab: downstream impact, API changes, test gaps, and security findings before merge.
View projectBusiness OS
Guided workflows that take founders from idea to formation, compliance, CRM, and a repeatable operating rhythm.
View project03What I do
Most useful where product pressure, systems design, and production reality collide.
Production AIHarden what the demo hid
Search & RAGAnswers you can trust
Backend systemsFast, observable, maintainable
04In their words The numerical claims in this previously published testimonial have not been verified against benchmark records. His expertise in observability reduced our LLM spending by 30% while improving latency by 60%.
05Writing
Selected notes on human corrections, release discipline, and beekeeping.
Extraction quality is the easy conversation. The save is where a confident guess turns into the record everyone else trusts.
6 min
After 225 releases across client platforms, SaaS products, and my own projects, the lessons are boring and universal: small batches, checklists, and discipline beat tooling.
3 min
Winter losses are decided in the fall. My eight-item checklist for getting colonies through winter: mites, stores, queen, moisture — and writing it all down.
3 min
Next step
Consulting is available through SaaSy Solutions LLC for teams working on AI, search, and backend reliability.