Build Verified Financial AI Together
FinVerify is open infrastructure for trustworthy financial AI. Whether you write code, design systems, run experiments, or ask hard questions, there's a place for you here.
Mission
Verified financial AI
License
Open Source
Community
Global contributors
§ 00 · Why It Matters
Numbers that welcome contributors.
Every improvement to FinVerifyBench and the DVL directly raises the bar for trustworthy financial AI. Your work shows up here.
Accuracy lift
Target latency
Focus domains
§ 01 · Why Contribute?
More than code.
A research partnership.
Real open-source impact
Work on production verification infrastructure used by researchers and financial practitioners.
Cross-disciplinary experience
Gain hands-on experience with AI inference, backend systems, frontend craft, and research methodology.
Collaborative community
Join thoughtful contributors who review code, debate design, and ship together.
Shape the roadmap
Your contributions influence the direction of FinVerifyBench, the DVL, and the verification console.
§ 02 · Who We're Looking For
Many paths.
One mission.
Backend Engineers
Build resilient APIs, verification pipelines, and data ingestion for SEC filings and financial documents.
Frontend Engineers
Craft the verification console, demo experiences, and contributor-facing interfaces with precision.
ML Engineers
Improve retrieval, evidence scoring, and the deterministic verification models behind the DVL.
Data Engineers
Design datasets, benchmarks, and evaluation pipelines that make FinVerifyBench more rigorous.
Researchers
Explore numerical reasoning, hallucination detection, and verification theory in financial domains.
Technical Writers
Write clear documentation, tutorials, and research notes that lower the barrier to contribution.
UI/UX Designers
Shape how trust, evidence, and verification states are communicated to users.
Aaditya Thokal
Founder, FinVerify
§ 03 · Meet the Founder
Meet the Founder
FinVerify was founded with a simple vision: to make financial AI systems more trustworthy, transparent, and verifiable. What began as a research initiative has evolved into an open-source platform where engineers, researchers, designers, and contributors can collaborate to build reliable infrastructure for financial AI. Every contribution helps move that vision forward.
Let's Connect
Interested in contributing to FinVerify? We'd love to have you join the community.
§ 04 · How to Contribute
From first commit
to verified contributor.
Explore the repository
Read the README, architecture notes, and current issues on GitHub.
Choose an issue
Pick something that matches your skills — from good first issues to research challenges.
Fork the project
Create your own branch and set up the local development environment.
Build and submit a PR
Write clean, documented code and open a pull request for review.
Become a contributor
Once merged, you're part of the FinVerify contributor community.
§ 05 · Open Opportunities
Find your place
in the work ahead.
These categories will soon sync directly with GitHub Issues. For now, explore the repository and reach out if you see something that excites you.
Good First Issues
Small, well-scoped tasks perfect for learning the codebase and our review process.
Intermediate Engineering Tasks
Feature work, integrations, and tooling improvements that touch multiple parts of the stack.
Advanced Features
Core verification pipeline enhancements, performance work, and new console capabilities.
Research Challenges
Open problems in numerical reasoning, evidence retrieval, and benchmark design.
§ 06 · Our Vision
FinVerify aims to become open infrastructure for verified financial AI.
Community contributions are central to that goal. Every issue closed, every benchmark refined, and every design decision questioned brings us closer to a future where financial systems can trust the numbers they act on.
§ 07 · Community
Stay connected.
Follow progress, ask questions, and share ideas with the people building FinVerify.