Benchmarking & Insights

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.

Job benchmark radar comparing three solvers across quality, time and cost metrics on the same problem and data
  • Telefónica
  • Mahou San Miguel
  • MasOrange
  • GSMA
  • Moeve
  • Moody's
  • Sabadell BStartup
  • BiQain
  • BackFund
  • QAI Ventures
  • CDL
  • Telefónica
  • Mahou San Miguel
  • MasOrange
  • GSMA
  • Moeve
  • Moody's
  • Sabadell BStartup
  • BiQain
  • BackFund
  • QAI Ventures
  • CDL

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

Everything you need to compare solvers on evidence, in one place

Four tools for the results of every run: compare them, analyse them, trace 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 benchmark radar comparing three solvers across quality, time and cost metrics on the same problem and data
Job benchmark radar comparing three solvers across quality, time and cost metrics on the same problem and data

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.

Job insights: solvers plotted against execution time and cost with the most attractive quadrant and Pareto line
Job insights: solvers plotted against execution time and cost with the most attractive quadrant and Pareto line

Execution Logs & Job Assets

Download the logs and result files of every run.

  • Full logs for every solver execution
  • Downloadable result artefacts
  • Evidence ready for audit and review

Why it mattersWhen a result matters, you can show exactly how it was produced.

Execution logs of a solver run with a download button, next to the job cost details and cost breakdown
Execution logs of a solver run with a download button, next to the job cost details and cost breakdown

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.

Use case benchmarking: summary, solvers and charts of solve time and cost against problem size across benchmarking jobs
Use case benchmarking: summary, solvers and charts of solve time and cost against problem size across benchmarking jobs

Benchmarking & Insights

Make quantum decisions on evidence

Fair comparisons, full traceability.

Read the docs →

QCentroid platform home: your quantum journey with the tools of each phase