AI Developer, most interested in what makes an answer defensible.
I am Pratham Ramnani, AI Developer at NeLabs AI and founder of SearchInk, based in Ahmedabad. My work sits at the point where retrieval, permissions and ranking meet — the layers that decide whether a generated answer is worth anything.
The pattern across everything here is the same: take a process that lives in someone's head or in five different inboxes, make it explicit, and then make it hold up when the data is messy and the users are not patient.
Experience
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Founder & AI Developer
SearchInk — AI information context engine
Built the retrieval, permission and grounding layer for private business search: intent routing, evidence-only answering, per-document permissions, and a sub-second query path over a 1,022-document corpus.
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AI Developer NeLabs AI — Ahmedabad, India
Designed and shipped AI automation end to end — rule-first task extraction with an LLM fallback, a seven-factor priority model, an AI planner, and the full deployment on an Ubuntu server.
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B.Tech, Computer Science & Engineering Institute of Technology and Engineering, Indus University
Coursework in machine learning, natural language processing, databases and software engineering, applied directly in the projects above.
Stack
Chosen per problem, not per fashion.
Languages
- Python
- JavaScript
- SQL
- C
- HTML / CSS
AI & retrieval
- Embeddings
- Vector search
- RAG pipelines
- Grounded answering
- NVIDIA NIM
- Llama 3.1 Nemotron
- Mistral
- NLP
Backend
- Node.js
- Express
- REST APIs
- OAuth2
- MCP servers
- n8n
Data
- PostgreSQL 18
- pgvector
- SQLite
- Schema & migrations
Infrastructure
- Ubuntu
- PM2
- Caddy
- Cloudflared
- UFW
- Watchdogs
- Git
Interface
- Design systems
- Single-file apps
- SVG iconography
- Dashboards