The team building ClaimIt.
We are building a practical agent system for a tedious consumer workflow: finding eligible post-purchase price drops and preparing the right claim material.
Why this product needs agents
The complexity of price protection makes agent-based automation the right approach.
Receipts are unstructured
Email confirmations, PDFs, and retailer formats vary widely. The Ingest Agent handles receipt extraction across diverse formats.
Policies are fragmented
Each retailer and card issuer has different price protection windows and rules. The Monitor Agent handles policy-aware checks.
Claims require follow-through
Preparing materials and submitting claims takes time. The Claim Agent and Assistant help users review and act.
Working principles
The values shaping how we build.
User control by default
Users review and approve all actions. Agents assist but do not act without consent.
Explainable agent decisions
Every recommendation comes with reasoning. Users understand why an action is suggested.
No invented refund numbers
We only surface actual price differences from verified sources. No speculative savings.
Practical automation over novelty
We prioritize workflows that save real time over impressive but impractical features.
Calm financial product design
Money matters deserve a serious interface. No gamification or urgency tactics.
Interested in what we are building?
We are not hiring broadly yet, but you can drop your resume for future roles.



