We architect and deliver production-grade AI-powered systems that turn cutting-edge models and agentic frameworks into measurable business value from day one.
What we bring to every engagement
End-to-end Azure ecosystem design — compute, data, identity, networking, and IaC with Terraform and ARM/Bicep. From greenfield builds to complex migrations at enterprise scale.
Production-grade agentic systems using Claude, Azure OpenAI, and open-source LLMs. RAG pipelines, vector search, multi-agent orchestration, and autonomous workflow design.
Modern web applications with Next.js, Blazor, .NET, Python/FastAPI, and React. From PWAs on Cloudflare Pages to enterprise portals with complex auth and real-time data.
CI/CD pipelines, Azure DevOps, GitHub Actions, infrastructure as code, and Windows services automation. Security hardening, compliance tooling, and observability systems.
Enterprise Knowledge Graph — your cloud estate, queryable in plain English
Recent work from Recherche Solutions LLC
Driver license exam preparation platform owned and operated by Recherche Solutions LLC. Adaptive question selection via EMA mastery algorithm, multilingual content (4 languages) powered by Claude API, RAG-based handbook Q&A with pgvector, Stripe billing, and Supabase Auth. Live at driverlicenseexams.us.
Companion site for the book Survive and Thrive in the AI Era, owned and operated by Recherche Solutions LLC. Free multilingual guide library (4 languages) built on MDX, Supabase Auth community with discussions and comments, AI-curated news feed, and DeepSeek-powered agents for moderation, curation, and translation. Live at thriveinaiera.com.
Tesla cabin climate automation platform with three modes. Calendar mode uses AI (Claude) to classify each Google Calendar event — distinguishing drive-out appointments like doctor visits from online meetings — then computes a traffic-aware departure time via Google Maps Routes and pre-conditions the cabin automatically. Schedule mode lets you define one-off or recurring weekly schedules (e.g. weekday 7 AM warm-up) with smart-skip logic that reads actual cabin temperature and skips when the car is already comfortable. Errand mode solves a different problem: activate it once before a multi-stop trip and it monitors cabin temperature continuously while parked, engaging Camp Mode at each stop to protect pets, groceries, or passengers without any manual intervention. Battery-floor guard, parked-status check, and comfort-band detection apply across all modes. Built on Cloudflare Workers (cron every minute), Tesla Fleet API, Claude API, Next.js 15, and Supabase. Live at cuepilotai.com.
End-to-end automated equity/options research system in Python + SQL Server. Multi-agent architecture separating data ingestion, signal scanners, strategy agents, and execution engine. DeepSeek LLM for news classification and market-regime analysis. Paper-trading simulation gated behind live-mode switch.
Maps 33k+ Azure and GitHub artifacts into an interactive graph. Multi-round tool-use agent (Claude/DeepSeek) answers natural-language architecture questions. Real-time SSE streaming, D3.js force-directed explorer, and an MCP server surfacing the graph inside Claude Code.
Replaced manual Excel quoting with AI-augmented BOM processing. Vector semantic search (ChromaDB) + Claude AI classification for ambiguous parts. Background harvester indexes 2M+ parts from DigiKey/Mouser APIs. Tiered review UI keeps humans in the loop before final quote generation.
B2B e-commerce platform for Mission Linen Supply serving restaurants, hotels, and facilities across 34 US markets. Built on .NET 10 / ASP.NET Core MVC with commercetools Composable Commerce API managing 6 regional catalogs. IP geolocation routes each visitor to their nearest distribution center, driving region-specific pricing and inventory. Algolia powers instant search with regional filtering; Storyblok CMS drives homepage, blog, and category content. Redis caching supports a multi-instance Azure App Service deployment behind Azure Front Door CDN and an Application Gateway WAF with Bot Manager.
Zero-human-intervention daily video production system. Multi-agent pipeline (Claude) for scripting, SEO, and social copy. FFmpeg for 1080p assembly. Cross-posts to 5 platforms. Closed-loop self-improvement engine that evaluates performance, generates code fixes, and deploys via isolated git branches.
Microsoft transcript verification: ID 782023 · Code JLee6789
With 30+ years in enterprise technology — including 14 years as a Senior Consultant at Microsoft — we have consistently stayed ahead of the curve by mastering emerging technologies before they become mainstream.
Our focus has decisively shifted toward AI as a force multiplier: architecting production-grade agentic systems, RAG pipelines, and autonomous workflows that generate measurable business value from day one. John Lee, founder, holds an M.S. in Computer Science and a B.S. in Electrical Engineering from the University of Electronic Science & Technology of China.
In addition to client engagements, Recherche Solutions LLC owns and operates three live products:
Available for consulting engagements, architecture reviews, and AI strategy. We typically respond within one business day.