Cadastral AI
An early-stage, pre-product insurtech startup.
Engagement Overview
Company: Cadastral AI | Industry: Insurtech / Underwriting Automation
Stage: Early-stage, pre-product
Cadastral AI aimed to develop a GenAI-powered underwriting assistant to help insurers make faster, data-driven risk decisions. They sought an end-to-end product development partner capable of turning their concept into a demo-ready MVP.

The Challenge
Cadastral Had
- A 12-week runway to launch a demo-ready MVP
- A need to ingest proprietary risk data and apply AI
- Zero time to hire, ramp, or iterate slowly
- Zero time to hire, ramp, or iterate slowly
The Founders Needed
- A cross-functional team that could act like their internal product squad
- Real GenAI/LLM experience
- Secure data handling
- A UI that demonstrated intelligence, not just a form
Our Solution
Pod Composition
- Pod Lead (Product + Delivery)
- 2 Backend Engineers (Python, FastAPI)
- 1 Frontend Engineer (React + Next.js)
- 1 QA Tester
- 1 AI/ML Engineer (OpenAI + LangChain)
Tools & Stack:
- LLM API: OpenAI GPT-4
- Data Layer: PostgreSQL, secure S3 bucket ingest
- Orchestration: LangChain + Pinecone
- Frontend: Tailwind + Next.js chat UI
- Auth & Access: Clerk.dev + Role-Based Permissions
Delivery Flow
Week 1
Discovery, tech scope, API prototypes
Week 2- 4
Core LLM features + risk scoring engine
Week 5-8
Admin dashboard, ingestion pipeline, demo UI
Week 9-12
Final polish, regression testing, pitch-prep support
Key Deliverables & Product Features
Automated Risk Scoring
AI-driven models analyzed proprietary datasets to generate consistent, data-backed risk scores—reducing manual effort and improving accuracy.
Centralized view for monitoring data ingestion, reviewing AI-generated scores, and managing overrides for human validation.
Final Product Feature
Risk scoring automation powered by proprietary data
Admin dashboard with ingestion status + scoring override
Secure access model + investor demo login flows
Business outcome
MVP launchedin 12 weeks
Underwriting time reduced by 38% in demo testing
Investor demo was praised for UX + intelligence
Ready for seed round + pilot conversations

Business outcome
MVP launchedin 12 weeks
Underwriting time reduced by 38% in demo testing
Investor demo was praised for UX + intelligence
Ready for seed round + pilot conversations



MVP launched
in 12 weeks
Underwriting time reduced by 38% in demo testing
Investor demo was praised for UX + intelligence
Ready for seed round + pilot conversations
“Torno was more than an engineering partner. They were my product team from day one.”
— Abhinav Somani, CEO, Cadastral AI
Ready to Launch Your MVP?
If you’re a founder looking to turn a bold idea into a real product — fast, secure, and GenAI-ready — Torno’s Sprint Pods can get you there.
- contact@tornosolutions.com
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