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.
Local Data Attribution
Full-funnel measurement for Data Attribution teams operating in TN.
Market signal
Platform-reported ROAS in Davidson County rarely matches CRM-sourced revenue.
Local proof
Market signal
Objection handler
Jumpstart Scaling · Operating system
Full-funnel measurement infrastructure that connects every dollar of ad spend to actual downstream revenue. for businesses dominating Nashville
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>
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<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>
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<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>
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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
Nashville, TN
A structured Crm Transformation operating brief for The Enterprise Innovator teams in Nashville.
Nashville, TN
A structured Paid Acquisition operating brief for The E-commerce High-Roller teams in Nashville.
Nashville, TN
A structured Data Attribution operating brief for The Crypto Fintech Manager teams in Nashville.
Nashville, TN
A structured Paid Acquisition operating brief for The SaaS Founder teams in Nashville.
Nashville, TN
A structured Paid Acquisition operating brief for The Scaling Founder teams in Nashville.
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 Minnehaha County. Deploying sub-second routing and closed-loop attribution near Falls Park.
Engineered revenue infrastructure for scaling operators in Pulaski County. Deploying sub-second routing and closed-loop attribution near Clinton Presidential Library.
Engineered revenue infrastructure for scaling operators in Duval County. Deploying sub-second routing and closed-loop attribution near Jacksonville Riverwalk.
Engineered revenue infrastructure for scaling operators in Cuyahoga County. Deploying sub-second routing and closed-loop attribution near Rock & Roll Hall of Fame.
Engineered revenue infrastructure for scaling operators in Douglas County. Deploying sub-second routing and closed-loop attribution near Henry Doorly Zoo.
Engineered revenue infrastructure for scaling operators in Wake County / Durham County. Deploying sub-second routing and closed-loop attribution near Duke University.
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.
Refactor fragile prototypes into production-grade, typed architectures.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
Deterministic Tokio worker pools and event-driven control plane loops.
Problem Addressed
The orchestration logic is hidden inside prompts or scattered helpers.
Production multi-agent runtime environments with structured output guards.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.