Same starting conditions
Briefs, constraints and relevant context are frozen before comparison.
Benchmarks
Compare workflows without pretending the numbers prove everything.
ByJTT benchmarks use controlled briefs, explicit constraints, reproducible conditions and documented scoring so differences can be inspected rather than turned into vague superiority claims.
Separate treatments
Candidate workflows are executed without contaminating the comparison.
Independent checks
Objective gates and defined scoring are kept separate from the generator's own assessment.
Show limitations
Methods, evidence and uncertainty travel with the result.
Improve the system
Accepted and rejected outcomes can inform future contracts, tooling and validation.
Keep it reproducible
Benchmark infrastructure is designed for controlled follow-up rather than one-off demos.