High-signal training fuel for frontier AI.
Surgence AI smelts raw domain data into high-grade training material. We build expert-curated datasets, evaluation benchmarks, and RL environments for language models, physical AI, and embodied agents. Multimodal by default. Clean, compliant, and audit-ready by design.
Trusted by AI labs, frontier-model startups, and enterprise AI teams.
The three reasons fine-tuning stalls.
Most data problems aren't a volume problem. They're a quality, compliance, or measurement problem.
The web-scraping ceiling.
Expert-curated datasets in the domains where model performance actually matters to your customers.
The compliance bottleneck.
Every row is consent-verified, provenance-tracked, and reviewed against GDPR / HIPAA / sector-specific rules.
The evaluation blindspot.
Independent, domain-specific benchmarks and RL environments that measure what your users care about.
Four deliverables. Built around your model.
Engage on one or all four. Every artifact ships with documentation, lineage, and a quality guarantee.
Golden datasets
Expert-labeled training and SFT data — text, image, video, and sensor — graded, de-biased, and licensed for commercial training. Delivered with full lineage.
Evaluation benchmarks
Custom eval suites with factuality, reasoning, and failure-mode rubrics. Run them in CI to catch regressions before users do.
RL environments
Verifiable-reward environments and judged-data loops for RLHF, RLVR, and agent reliability testing.
Compliance pack
Audit trail, consent records, and provenance manifests for every dataset — ready for legal, security, and regulator review.
How we partner with AI teams.
We don't just sell datasets; we build continuous data pipelines.
Align
We map your model's architecture, your target domains, and the capability gaps.
Refine & Certify
Our expert network labels and grades the data. Every batch passes through our automated compliance and de-biasing filters.
Integrate & Eval
We deliver the training fuel—datasets, eval suites, or RL environments—alongside full provenance documentation, ready for your training loop.
Built for the long tail of expert knowledge.
Anywhere model performance depends on specialist judgment, we've either built the expert network or we'll build it for you.
- Robotics & physical AI
- Financial services
- Legal & compliance
- Code & developer tools
- Long-tail languages
- Healthcare
Don't see your domain? We've built networks from scratch in under six weeks.
A partner for serious AI teams.
AI labs
Neutral, high-grade domain data and RL environments when you can't rely on a single broker.
AI startups
Clean datasets and frontier-grade evals so a small team can compete with well-funded incumbents.
Enterprises
Audit-ready data pipelines for regulated AI systems where compliance is non-negotiable.
Built by operators who know regulated data.
Surgence AI is built by a technical founding team with roots across IIT, EPFL, Revolut, J.P. Morgan, and a16z. We've spent the last decade solving defining machine learning, fraud, and data scaling problems — including building KYC platforms that onboarded 40K+ users daily across 70+ countries. Compliance, provenance, and frontier-grade quality aren't features we bolted on; they are the foundation of our company.
- IIT
- EPFL
- Revolut
- J.P. Morgan
- a16z
Ready to scope your dataset, eval, or RL environment?
Book a 30-minute call with the founders. You'll leave with a written scope and a fixed-price proposal — no commitment required.