Usama M.

I build AI products that make it to production: RAG document intelligence, video AI pipelines on self-hosted LLMs, and AI-first SaaS platforms.

$200K+ earned, 6,200+ hours, 100% Job Success, Top Rated Plus.

WHY FOUNDERS AND TEAMS BRING ME IN:

✅ SaaS platforms, B2B marketplaces, and AI systems shipped since 2020; from idea to production, several still live and earning
✅ Builder of Quanta, and the AI document platform behind 1,000+ SBA loans and $500M+ in funded transactions
✅ Hands-on senior engineer: you work directly with me on architecture and code, on every engagement. When a project needs more hands, I scale with my own vetted team (Arithmiks, 10 engineers) instead of handing you off
✅ Top Rated Plus (top 1% on Upwork). Clear trade-offs, honest assessments, no fluff

WHAT I BUILD:

📄 1. AI Document Intelligence and RAG Systems Contract review with clause-level risk flags and exact-section citations. Hybrid retrieval (dense + sparse vectors, Qdrant), structured LLM extraction validated against schemas, audit-logged answers that never cite what wasn't retrieved. Shipped inside a lending platform that has supported 1,000+ SBA loans and $30M+ in funded transactions: AI document naming and summarization, package-level analysis, and credit memorandum generation.

🎥 2. Video and Media AI Pipelines Fully automated pipelines: speech-to-text (Whisper) with speaker diarization, word-level timestamps and subtitles, frame analysis, face detection, chapter segmentation, tag scoring, and natural-language chat over indexed video libraries. Multilingual (including Arabic and English). Deep experience with self-hosted LLM inference (vLLM) on GPU Kubernetes clusters with workflow orchestration, for teams with data-residency or firewall requirements.

💬 3. AI Chatbots and Assistants (with citations, not hallucinations)
Chat interfaces over documents, data, and video metadata — every factual answer carries a clickable citation to the source; the system says "not found" instead of guessing. RBAC-scoped retrieval, per-org data isolation, full RAG audit logs.

🚀 4. B2B Marketplaces and FinTech Workflows
Vendor portals, quote and order workflows, Stripe payments at real transaction volume, e-signature flows, multi-role approval pipelines, compliance-aware payment architecture.

🏦 5. Cloud, DevOps and Self-Hosted AI Infrastructure
AWS (EC2, S3, Lambda, RDS, API Gateway), Docker, CI/CD — and the part most teams can't offer: self-hosted LLM deployments (vLLM, Kubernetes, GPU scheduling) for clients with data-residency or firewall requirements.