Expert data, ready now.

Frontier-grade evaluation, fine-tuning, and RL data — curated and ready. Need something custom? We build it.

Model performance

Sample dataset — frontier-level mathematical reasoning problems

Olympiad-M — Mathematics

GPT-5.4 Thinking
30.2%
Claude Opus 4.6
23.8%
Gemini 3.1 Pro
22.1%
Deepseek v3.2 Speciale
12.3%
Qwen3.5 Plus
6.8%
Let pp be an odd prime and aa an integer not divisible by pp. Prove that the number of solutions to x2a(modp)x^2 \equiv a \pmod{p} is 1+(ap)1 + \left(\frac{a}{p}\right), where (ap)\left(\frac{a}{p}\right) denotes the Legendre symbol.
Lab
We’re fine-tuning for legal contract analysis but our model hallucinates clauses. We need harder eval data.
Sciloop
We can source practicing attorneys to write adversarial contract scenarios. Want 200 problems with gold-standard annotations?
Lab
Yes — focus on M&A and IP licensing. Include edge cases around indemnification.
Sciloop
Scoping now. We’ll have a spec and sample batch for you by Thursday.
Lab
Sample batch is exactly what we needed. Can we 5x the volume?
Sciloop
On it.

How We Work With Labs

You tell us where your model breaks.

We get on a call, understand the gaps, and figure out what data moves the needle.

We scope it together.

Domain, difficulty, format, volume — we either match you with data we’ve already curated or spec out a custom production run.

You receive verified data.

Expert-crafted, cross-checked, in your format. Come back when you need more.

What's available

Ready Now

Curated evaluation, SFT, RLHF, and reward model data across math, physics, chemistry, biology, and CS. Check with us for availability and volume.

Built to Spec

Need something specific? Tell us the domain, difficulty, and format. We produce it through our expert network — crafted, cross-checked, verified.

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We know you're busy, so we move fast. One call, quick scoping, and first delivery in days — not weeks.