Benchmark & Optimize

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Solution · Benchmark & Optimize

Know what works, with evidence

Compare quantum, quantum-inspired and classical solvers on the same data, track every experiment and build the evidence you need.

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  1. Discovery
  2. Prioritisation & roadmap
  3. Experimentation
  4. Results & decision
  5. Structured program
  6. Scaling & Quantum Ops

Benchmark & Optimize is the stage of the QCentroid QuantumOps platform where teams compare quantum, quantum-inspired and classical solvers on the same problem, data and conditions.

Results show solution quality, runtime and cost side by side, across simulators, GPUs and quantum hardware from several providers. The outcome is evidence of where quantum helps today, and where it doesn't yet.

  • 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

Products

Which tools are used in this stage?

Vendor claimsSide-by-side evidence

One-off testsBenchmarks comparable over time

Benchmarking & Insights

Compare solvers on the same problem and data, across the metrics that matter.

  • Side-by-Side Solver Comparison: every approach on equal footing
  • Job Insights: quality, speed and cost together
  • Benchmark History: results comparable over time
Explore Benchmarking & Insights
Job benchmark radar comparing three solvers across quality, time and cost metrics on the same problem and data

Scattered notebooksTracked, reproducible experiments

Experiments

Track every configuration, run and result, so any experiment can be reproduced.

  • Lab: Experiment Tracking: full history per use case
  • Versioned Experiment Definitions: same setup, every rerun
  • Parameter Sweeps: tune faster across backends
Product page coming soon
Experiments grouped by lifecycle stage, with drafted and running experiments that compare solver approaches for a use case

How does it work?

  1. 01

    Experiment

    Experiments

    Run sweeps and configurations, tracked automatically.

  2. 02

    Compare

    Benchmarking & Insights

    See solvers side by side on the same data and metrics.

  3. 03

    Decide

    Benchmarking & Insights

    Leaderboards and history show which approach to take forward.

What you walk away with

  • Side-by-side benchmark reports
  • Multi-metric results per solver
  • Reproducible experiment records
  • A clear go / no-go per approach
  • Logs and artefacts ready for audit

AI layer in this stage

AI assistants help analyse results and suggest what to try next. Your team decides what moves forward.

Benchmark & Optimize

Replace claims with evidence

Fair comparisons, tracked experiments, clear decisions.

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