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Benchmarking & Insights
Evidence, not vendor claims
Compare quantum, quantum-inspired and classical solvers on the same problem and data, with results that stay comparable over time.
Benchmarking & Insights is where teams compare quantum, quantum-inspired and classical solvers on the QCentroid QuantumOps platform.
Every solver runs on the same problem, data and conditions, and results show solution quality, runtime and cost together, with full logs and a history that stays comparable as hardware evolves. Decisions rest on evidence rather than vendor claims.
What is Benchmarking & Insights?
Apples to apples
Same problem, same data, same metrics.
Beyond one number
Quality, speed and cost, side by side.
Fully traceable
Logs and artefacts kept for every run.
Features
What can you do with Benchmarking & Insights?
Five tools for the results of every run: compare them, analyse them, trace them, download them and track them over time.
Side-by-Side Solver Comparison
Run two solvers on the same problem and data and compare them directly.
- Same use case, dataset and conditions
- Quantum, quantum-inspired and classical, on equal footing
- Clear comparison per metric
Why it mattersA fair comparison is the only way to know if quantum adds value for your problem.
Job Insights
Analyse every job across multiple metrics, from solution quality to runtime and cost.
- Business and technical metrics per run
- Charts across solvers and datasets
- Output metrics specific to each use case
Why it mattersA single score hides trade-offs. Decisions need the full picture.
Execution Logs
Full logs for every solver execution, so you can see exactly how each result was produced.
- Complete log for every run
- Errors and warnings easy to trace
- Evidence ready for audit and review
Why it mattersWhen a result matters, you can show exactly how it was produced.
Job Assets
Download the result files each run produces, from raw outputs to charts and reports, and reuse them wherever you need them.
- Output files, charts and reports per job
- Downloadable and shareable with stakeholders
- Kept with the job for later comparison
Why it mattersResults leave the platform in a form business and technical teams can actually use.
Benchmark History
Leaderboards with a timeline, so results stay comparable as solvers and hardware evolve.
- Leaderboards per use case
- Performance tracked over time
- New runs compared with past bests
Why it mattersHardware improves fast. History shows when a solver crosses the line that matters to you.
Benchmarking & Insights
Make quantum decisions on evidence
Fair comparisons, full traceability.