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.
Jumpstart Scaling · Operating system
Full-funnel measurement infrastructure that connects every dollar of ad spend to actual downstream revenue. for businesses dominating the market
Attribution Accuracy
Wasted Spend Identified
Scaling Confidence
<p>We bypass browser restrictions and ad blockers by implementing rigorous server-side tracking (CAPI). We capture every click, view, and submission directly at the server level, ensuring near-100% data fidelity regardless of client-side privacy settings.</p>
Click to expand →
<p>We stitch together user journeys across devices and sessions. When a user clicks an ad on mobile but buys on desktop three days later, our identity graph connects those events, giving credit where it is due.</p>
Click to expand →
<p>We move you beyond platform ROAS to ecosystem metrics. We build dashboards that track MER (Total Revenue / Total Spend) and nCPA (New Customer Acquisition Cost), giving you the true north metrics for profitability.</p>
Click to expand →
Eliminate 20-30% of wasted ad spend immediately
Scale winning campaigns with mathematical confidence
Understand the true LTV impact of each acquisition channel
Own your data independent of platform changes (iOS updates)
Feed better data back to ad algorithms to improve targeting
Local service catalog
General pages explain the system. The Local Intel catalog is where visitors can intentionally select a published market variation—without being redirected by IP location.
Verified 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 Hamilton County. Deploying sub-second routing and closed-loop attribution near Cincinnati Zoo.
Engineered revenue infrastructure for scaling operators in Fairfield County. Deploying sub-second routing and closed-loop attribution near Seaside Park.
Engineered revenue infrastructure for scaling operators in St. Louis City. Deploying sub-second routing and closed-loop attribution near Gateway Arch.
Engineered revenue infrastructure for scaling operators in Philadelphia County. Deploying sub-second routing and closed-loop attribution near Liberty Bell.
Engineered revenue infrastructure for scaling operators in Madison County. Deploying sub-second routing and closed-loop attribution near U.S. Space & Rocket Center.
Engineered revenue infrastructure for scaling operators in Davidson County. Deploying sub-second routing and closed-loop attribution near Grand Ole Opry.
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.
Schema indexing, write-path replication, and sub-second analytical queries.
Definitive engineering scope blueprints that eliminate developer confusion.
Decompose bottlenecked monolithic services into rock-solid Rust binaries.
Problem Addressed
The prototype works but falls apart under concurrent usage.
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
Sub-second real-time telemetry dashboards and business KPI monitors.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.