We make models job-ready.
Capability standards and training data for creative occupations. We turn expert craft into measurable model progress.
"A benchmark score tells you what a model can answer. A job asks what it can deliver. We build data so models can think, judge and deliver like real creative experts."
— NIMSOLAB
Why trust us
Credibility — from the craft to the method.
Teaching craft
More than a decade in creative education, breaking abstract creative skills down into something that can be taught, practiced and assessed — syllabi, graded exercises and critique.
Experts
10,000+ practitioners across design, 3D, games and music.
Methodology + Data Infra
A pipeline from industry map to capability syllabus, machine-checkable graders, tiered training data and acceptance evaluation.
The problem
Frontier models still fail at
creative work.
Frontier models can write code and answer almost anything, yet they still can’t take a project from brief to delivery the way a senior creative professional does. The gap is not technique; it is intent, taste and judgment.
Closing the gap means turning creative craft into standards models can learn.
Photo: Sol Horn, Archives of American Art, Smithsonian Institution. Public domain.
What we build
Four pieces of every Role Pack.
Industry map
Creative occupations broken down by job, task and economic value, so training targets the work that matters.
Capability syllabus
Skill lists, exam tasks and milestone-level graders that show which step the model got stuck on.
Training data
Three tiers of training data, plus expert process trajectories and multi-solution answer sets.
Acceptance
Before-and-after evaluation against the syllabus: how much better did the model get?
Who we serve
Built for the teams
shipping frontier models.
Post-training
SFT and RL data on real occupational tasks.
Agent training
Long-horizon, multi-turn environments with expert trajectories and scoring functions.
Evaluation
Occupation-level syllabi and graders that diagnose before data is prescribed.
Data procurement
Verifiable, repeatable capability packs, delivered weekly.
Benchmarks
The benchmark we are building.
Real job evaluation for 3D designers
Tasks follow real 3D client work: read the brief, deliver to spec, then revise on client feedback. Automated checks cover the delivery spec, experts judge whether it can go to the client, and professional designers doing the same tasks set the baseline.
The network
The best minds across every creative field.
Graphic Design
Art directors, brand and advertising designers, layout and typography specialists, and design educators.
Backgrounds we recruit from
Bring models into real creative work.
We work directly with frontier model teams. Reach out to discuss a Role Pack, benchmark access, or expert collaboration.
Talk to us