AI & Backend Systems Engineering — Consulting & Sprints
Production AI Workflows, Document Extraction & Low-Latency Backends.
I help fast-growing startups and enterprises turn messy unstructured documents into validated data pipelines, automate operational workflows, and eliminate backend latency bottlenecks.
Direct senior engineering • Fixed-scope 14-day sprints • No agency overhead
45m → <2m
Document servicing turnaround (InsureFlow AI)
55% Drop
p95 API latency reduction (Zopper FinTech)
1h → <2m
Automated multi-tenant rollout (Twisted Mountain)
7+ Services
Production CI/CD pipelines deployed & owned
Productized Engineering Sprints
Two Focused Ways We Can Work Together
Instead of vague hourly billing or lengthy recruitment cycles, I offer scoped, high-leverage technical sprints designed to solve critical bottlenecks in 1 to 2 weeks.
Sprint 01 • High-Impact AI Automation
Production AI & Unstructured Document Extraction
Tired of LLM prototypes hallucinating or failing when parsing customer PDFs, insurance claims, and invoices? I build deterministic multi-model extraction pipelines with strict schema validation, confidence scoring, and automated exception routing.
Core Deliverable
Production document ingestion API & webhook pipeline
Turnaround
10 to 14 business days
Key Tech
Python, OCR/Vision models, FastAPI, Redis, Postgres
Sprint 02 • Infrastructure & Latency
Backend Concurrency, Latency & Infrastructure Scale
When APIs lag under concurrent traffic or background job queues choke, you don't need a complete rewrite. I audit database query plans, implement Redis caching strategies, decouple synchronous bottlenecks into Celery/Pub-Sub workers, and harden deployment pipelines.
Core Deliverable
Latency profiling, query tuning & async worker architecture
Turnaround
7 to 10 business days
Key Tech
Django, FastAPI, PostgreSQL, Redis, Celery, Docker, K8s
Engagement Model
How We Ship In 3 Clear Steps
01 / AUDIT & SCOPE
20-Min Architecture Call
We review your current repository, data schemas, and primary bottleneck on a shared screen. If it’s a fit, I outline the solution immediately.
02 / FIXED PROPOSAL
Clear Scope & Milestone Plan
Within 24 hours, you receive a precise technical specification, delivery timeline, and fixed sprint price. Zero ambiguity.
03 / HANDS-ON BUILD
Direct Execution & Rollout
Daily async Slack updates, automated CI/CD staging tests, zero-downtime deployment, and comprehensive documentation handover.