Turning Ambiguity
into Intelligence
RLHF and High Quality data pipelines for AI systems that need to perform in the real world not just look good in benchmarks.
Post Training Data That Ships
Enterprise grade AI training data built from real production codebases, validated through multi-turn expert evaluation
Four gates. Every dataset.
No exceptions.
Before any data leaves our pipeline it passes a rigorous internal review a final line of defense that catches what primary evaluation misses.
Blind Re-Review
A second expert reviews every evaluation independently, without seeing the first reviewer's scores, to eliminate individual bias.
Consistency Audit
Automated checks flag scoring outliers, incomplete rubric fields, and prompt-to-response misalignments before anything leaves the pipeline.
Senior Calibration
A senior technical lead samples batches for calibration, ensuring rubric interpretation stays uniform across all reviewers and domains.
Final Sign-Off
Only after passing all gates does the data enter the delivery artifact. Every record ships with a provenance trail linking back to the original PR.
Every record is double-reviewed, audited, and signed off before it reaches you.
From Signal to Training-Ready
Four rigorous stages. Zero shortcuts.
Discover
We map your model's gaps, define target behaviors, and align on the exact signals your training pipeline needs.
Source
Real signals extracted from production repositories — real PRs, real review cycles, real engineering decisions.
Evaluate
Every data point passes blind re-review, consistency audit, and senior calibration before it leaves our pipeline.
Deliver
Clean, provenance-tracked datasets — formatted for your training stack and ready for immediate post-training use.
The quality of your training data is the quality of your model. Everything else is noise.
Build Better Models, Together
We partner with AI labs, frontier model teams, and enterprises who believe training signal quality is the next competitive edge.
Access Expert-Curated Data
Tap into production-grade RLHF datasets and multi-turn evaluation pipelines built by domain experts.
Custom Data Programs
We design bespoke data collection and annotation programs tailored to your model’s specific training needs.
Flexible Engagement
From pilot projects to long-term data partnerships — we scale with your roadmap, not ahead of it.
Schedule a 30-minute call to explore how we can work together.
Join the Team
We're building the data infrastructure behind the next generation of AI. If you care about quality over shortcuts, we want to hear from you.
RLHF Data Specialist
Full-time / ContractCreate and evaluate multi turn coding prompts, review model outputs, and produce expert level preference rankings for LLM post training.
AI Research Engineer
Full-timeBuild data pipelines, design evaluation harnesses, and work on tooling that powers our RLHF workflows at scale.
Technical Content Reviewer
Contract / Part-timeReview and quality check AI training data across domains ensuring accuracy, consistency, and alignment with our internal rubrics.
Don't see your role? We're always looking for exceptional people.
Reach Out to UsLet's Build Together
Ready to transform your business with AI? Book a call to get started.