Qdrant RAG Pipeline Engineering
Dense + sparse hybrid search with cross-encoder reranking and payload filters.
Problem Addressed
The model answers confidently but pulls the wrong context.
Behavioral Health Recovery Diagnose framework for The Rehab Admissions Director teams in Arlington Heights, IL
View frameworkData Attribution Design framework for The SaaS Founder teams in Berwyn, IL
View frameworkPaid Acquisition Measure framework for The Digital Course Creator teams in Chicago, IL
View frameworkPaid Acquisition Design framework for The E-commerce High-Roller teams in Chicago, IL
View frameworkPaid Acquisition Design framework for The High-End Agency Owner teams in Cicero, IL
View frameworkBehavioral Health Recovery Design framework for The Rehab Admissions Director teams in Des Plaines, IL
View frameworkData Attribution Diagnose framework for The Crypto Fintech Manager teams in Evanston, IL
View frameworkGrowth Retainer Diagnose framework for The Multi-Location Franchisee teams in Glenview, IL
View frameworkPaid Acquisition Diagnose framework for The High-End Agency Owner teams in Hoffman Estates, IL
View frameworkLegal Professional Services Design framework for The Law Firm Partner teams in Mount Prospect, IL
View frameworkAuthority Engine Diagnose framework for The Architectural Firm Lead teams in Oak Lawn, IL
View frameworkAuthority Engine Measure framework for The Architectural Firm Lead teams in Oak Park, IL
View frameworkBehavioral Health Recovery Design framework for The Non-Profit Executive teams in Orland Park, IL
View frameworkCoaching Personal Fitness Measure framework for The Digital Course Creator teams in Palatine, IL
View frameworkReal Estate Wholesale Land Design framework for The Wholesale Land Advisor teams in Schaumburg, IL
View frameworkAuthority Engine Diagnose framework for The CPA Firm Owner teams in Skokie, IL
View frameworkData Attribution Measure framework for The Crypto Fintech Manager teams in Tinley Park, IL
View frameworkVerified revenue control planes tailored to the regulatory, market density, and unit economic constraints of active regional metropolitan markets.
Engineered revenue infrastructure for scaling operators in Boulder County. Deploying sub-second routing and closed-loop attribution near Flatirons.
Engineered revenue infrastructure for scaling operators in Yellowstone County. Deploying sub-second routing and closed-loop attribution near Rimrock.
Engineered revenue infrastructure for scaling operators in Orange County. Deploying sub-second routing and closed-loop attribution near Walt Disney World.
Engineered revenue infrastructure for scaling operators in Allegheny County. Deploying sub-second routing and closed-loop attribution near PPG Paints Arena.
Engineered revenue infrastructure for scaling operators in Washtenaw County. Deploying sub-second routing and closed-loop attribution near University of Michigan.
Engineered revenue infrastructure for scaling operators in Cook County. Deploying sub-second routing and closed-loop attribution near Willis Tower.
Autonomous workflows, vector intelligence, and memory-safe systems built to scale business operations without fragility.
Dense + sparse hybrid search with cross-encoder reranking and payload filters.
Problem Addressed
The model answers confidently but pulls the wrong context.
Bespoke web portals, client dashboards, and automated intake engines.
Problem Addressed
Your team spends hours on manual data entry or copy-paste tasks.
Production multi-agent runtime environments with structured output guards.
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
Schema indexing, write-path replication, and sub-second analytical queries.
Decompose bottlenecked monolithic services into rock-solid Rust binaries.
Problem Addressed
The prototype works but falls apart under concurrent usage.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.