Open to opportunities

Souravh Pateriya

@souravhpateriya

Message

I’m a founding full-stack & AI engineer shipping end-to-end RAG and LLM agents from zero to production.

India

Message

What I'm looking for

I’m looking to build end-to-end AI products where reliability matters—shipping RAG/LLM systems with real evals, observability, guardrails, and human-in-the-loop. I want ownership, fast iteration, and the chance to take projects from idea to production.

I’m a founding full-stack & AI engineer who ships products from zero to production solo—especially RAG pipelines, LLM agents, and the full application + infrastructure around them. I currently work as the sole engineer on Nexus Verify, an AI compliance platform.

At Nexus Verify, I took the product from zero to a live production platform used by US customers, enabling LEED green-building certification workflows. I architected the full stack (Next.js + FastAPI, Kubernetes/Docker/AWS) with CI/CD for both the web app and RAG models, embedding 100k+ documents for retrieval.

For high-stakes reliability, I engineered the LLM pipeline with structured-output extraction, deterministic validation, confidence scoring with human-review fallback, and audit trails—reaching 95%+ extraction accuracy.

Before that, I helped build Signal Engine at Make Data Speak Human, expanding QA conversation coverage from 20% to 100% without adding QA headcount, and shipping production AI handling 3.5M+ conversations/year. Earlier, as a founding engineer at Sharp Minds Cloud Tech, I built an end-to-end manufacturing ERP app from zero to production and created the task-driven execution engine that auto-creates tasks, ownership, deadlines, SLAs, and escalations across departments.

Experience

Work history, roles, and key accomplishments

Current

Founding Full-Stack Developer

Current

Nexus Verify

Jul 2024 - Present (2 years)

Sole engineer behind Nexus Verify, taking it from zero to a live production AI compliance platform used by US customers. Architected the full stack and engineered reliable LLM extraction with structured outputs, validation, human-review fallback, and audit trails.

Next.js fastAPI Kubernetes Docker AWS CI CD Structured Outputs Human In The Loop Embeddings

Full-Stack Developer

Make Data Speak Human

Feb 2024 - Jun 2024 (4 months)

Worked with the founding team to build Signal Engine, a conversation-intelligence platform processing support tickets, chats, and CRM messages at scale. Built LLM pipelines to expand QA coverage and shipped production AI handling 3.5M+ conversations/year with policy-violation surfacing.

Conversation Intelligence QA Automation Zendesk Intercom Salesforce HubSpot Production AI

Founding Full-Stack Developer

Sharp Minds Cloud Tech Pvt. Ltd.

Oct 2023 - Jan 2024 (3 months)

Founding engineer for MSME Sales Booster, a manufacturing ERP. Built the mobile and web app from zero to production and implemented a task-driven execution engine spanning Sales through Production, Inventory, and Dispatch.

Expo React Native React ERP Workflow Orchestration Task Engines Escalations Work Orders Inventory Dispatch

Blockchain Developer Intern

Engineering Innovations Research Labs Pvt. Ltd.

Jan 2023 - Aug 2023 (7 months)

Built a Web3 subscription platform for recurring crypto payments. Developed Solidity smart contracts for automated billing and implemented Node.js/TypeScript APIs optimized with Redis caching and load balancing.