Math & Science Expert Data
Domain experts who write, solve and grade math and science problems so models learn rigorous, step-by-step reasoning.
Industry
Math & Science
Timeline
Pilot batch first
Platform
Reasoning and problem solving
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Experts Assessed
Percent of experts assessed before joining a project.
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Point of Contact
Point of contact for sourcing, quality and delivery.
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Review Layers
Layers of review on every batch.
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Task Types
Core task types: code review, bug fixing, prompt writing and rubric grading.
Experts work under NDA, with access limited to what each task requires.
The Ompliify quality standard
How we protect your data
Reasoning models are only as good as the worked solutions and feedback they learn from. Plausible-looking but wrong steps are easy to miss without real subject expertise.
We recruit people with strong backgrounds in mathematics and the sciences and assess them on problems at the level your project requires.
Typical work includes writing original problems, producing worked solutions, checking another expert's reasoning for errors and grading model answers against a rubric.
Subject experts, assessed at your required level.
Every solution is checked by a second expert.
Experts work under NDA with limited access to project data.
Team size scales with your training schedule.
Reviewers flag subtle errors and disagreements are resolved before anything is delivered.
Tell us the subjects, level and volume you need and we will scope a pilot batch.
More Expertise
