Bounty № 001
SystemVerilog & RTL design corpora
Rare semiconductor design data for training agentic chip-layout models — sourced, cleared, and structured for fine-tuning.
Rare data · Rights cleared · Training-ready
Turn Data Gaps into Bounties
We source, clear, and deliver the differentiated data your models need — for frontier labs and applied AI teams.
How it Works
Three steps from data gap to training-ready dataset.
01
Post a Bounty
Tell us what data you're missing.
02
We Hunt & Clear
Our network sources the data and clears rights.
03
Receive & Train
Get high-entropy data with a full chain of custody.
Bounty Board
Bounty № 002
Rare multilingual print archives
Out-of-print guidebooks and manuals across underrepresented languages, digitized and rights-cleared for pre-training.
Bounty № 003In progress
Verified industry time-series
Ground-truth prediction data licensed and transformed into RL-trainable trajectories for forecasting calibration.
Bounty № 004Open
Handwritten scientific notebooks
Lab notebooks and marginalia scanned and transcribed — long-tail reasoning data no crawler has touched.
Bounty № 005Open
Expert demonstration trajectories
Domain experts walking through real tools and workflows, captured as clean trajectories for RL environments.
Bounty № 006Open
Regional broadcast & oral-history audio
Dialect-rich speech with documented chain of custody, cleared for training multilingual audio models.
Have a gap that belongs here?
Services
End-to-end data sourcing for AI teams.
Demand-Led Sourcing
Turn data gaps into bounties — we go on the hunt, procuring and fulfilling end-to-end.
Curation Network
Relationships and integrations across vetted data partners: from rare physical books and manuscripts to proprietary RL-ready data.
Managed Service
White-glove support with market analytics, live bounty tracking and data vended on your terms: from raw images to JSON & RL SDKs.
Rights-Cleared Content
Proprietary licensed datasets, end-to-end provenance and industry-leading compliance so there are no nasty surprises.
Data Transformation
Custom data engineering combining OCR and multimodal LLMs for advanced data extraction and AI-ready structured outputs.
Capture Infrastructure
Priority partnerships with best-in-class physical data transformation and capture facilities — don't compromise on speed or quality.
Case Studies
Hardware AI
Agentic Chip Design Company
Challenge
Needed rare, domain-specific semiconductor design data to train specialized agents for chip layout optimization.
Solution
Sourced and cleared SystemVerilog datasets for pre-training and supervised fine-tuning, enabling stronger agentic reasoning.
Foundation Models
Frontier Open-Source AI Lab
Challenge
Required large-scale differentiated training data across underrepresented languages and modalities to push open model writing capabilities.
Solution
Curated rights-cleared multilingual and guidebook datasets from rare physical and digital archives, delivered AI-ready.
Predictive AI
Forecasting Trajectories Platform
Challenge
Needed high-quality, time-series ground-truth data for calibrating probabilistic forecasting models.
Solution
Licensed and transformed industry-leading prediction data into RL-trainable trajectories.
About
The team behind the bounties.
Bountify bridges the gap between AI teams starved for differentiated data and the real-world sources that hold it. We combine deep expertise in data valuation, rights clearance, and curation to deliver high-entropy datasets that actually move the needle on model performance.
Our network spans specialized data providers, domain experts, and proprietary archives — giving you access to the long-tail data that commodity providers can't reach.
Rights cleared first
Nothing ships without licensing and provenance resolved.
Chain of custody
Every dataset arrives with end-to-end documentation.
Long-tail focus
We hunt sources commodity providers can't reach.
Your format
Raw scans to JSONL to RL-ready SDKs.
Ready to fill the gaps?
Tell us what data you need — we'll do the rest.