Task specification
The prompt, context, constraints, working environment, and criteria for success.
THE BRIEFReasoning data
The thinking
behind better AI.
Real expertise. Every step captured. Custom reasoning data that helps AI learn how to solve complex problems.
Beyond the final answer
Teach the path.
Not just the outcome.
A correct answer is only part of the story.
The decisions, corrections, and evidence matter too.
Marc1 makes that expert process trainable.
A complete work trace
Reasoning,
made visible.
From the first hypothesis to the final check, the context stays connected to the work.
- 01Frame the problem
Investigate duplicate execution in a job queue.
- 02Test a hypothesis
Reproduce the issue with concurrent workers.
- 03Follow the evidence
Trace a race condition to stale lock state.
- 04Build and verify
Patch the transaction and run acceptance tests.
Inside the dataset
Every task.
Its entire trail.
Built to your specification and aligned to your schema, with the materials your research and evaluation workflows need.
Reasoning transcript
Decisions, uncertainty, failed paths, and corrections, aligned to the work.
THE THINKINGScreen recording
The full session across code, tools, documents, and research workflows.
THE PROCESSArtifacts & patches
Final outputs alongside diffs, calculations, notes, and intermediate work.
THE OUTPUTTests & evidence
Executable tests, expected results, citations, and acceptance checks.
THE PROOFIndependent review
Expert validation, rubric scores, error labels, and clear provenance.
THE QUALITYSpecialists for specialist work
Deep expertise.
Across domains.
Vetted professionals matched to your field,
tools, and level of complexity.
Software engineeringMedicineLegalCivil engineeringMechanical & electricalEducation
Engineers, medical professionals, legal professionals, and educators. Additional specialties sourced to your brief.
Managed end to end
Your specification.
Our dedicated team.
Define the task
We align on task families, expert profiles, schemas, rubrics, and security requirements.
Calibrate the work
Matched experts complete trial tasks. Reviewer feedback establishes the quality bar.
Capture the process
Experts complete workflows while their decisions, tool use, outputs, and evidence are captured.
Review & deliver
Independent specialists review the work before a versioned dataset is delivered.
Let’s build what comes next