Observed in sandbox
Measured directly during a Benchology evaluation.
Evaluation
Put every finalist through the same test.
Benchology evaluates qualified AI solutions using representative workflows, shared inputs, and success criteria defined around the enterprise decision.
Why evaluation matters
A confident demo is not objective evidence.
Search rankings, LLM answers, analyst content, and vendor demonstrations are shaped by the information available and by how effectively a company markets itself.
Benchology changes the basis of comparison. Candidates face the same workflow, representative inputs, constraints, and success criteria. The enterprise can see what performed, what failed, and what implementation would require.
Interactive demonstration
Change the priority. Keep the evidence visible.
See how the recommended path can change when enterprise priorities change, without hiding the underlying observations.
| Solution | Output quality | Reliability | Task speed | Deployment readiness | Cost per 100 runs | Task completion |
|---|---|---|---|---|---|---|
| Candidate ARecommended | 92Observed | 89Observed | 74Observed | 68Verified | $3.40Estimated | 92%Observed |
| Candidate B | 81Observed | 94Observed | 91Observed | 88Verified | $2.10Estimated | 94%Observed |
| Candidate C | 87Observed | 82Observed | 83Observed | 76Verified | $2.70Estimated | 86%Observed |
Recommendation
Candidate A
Highest output quality with moderate implementation work.
Weighted result86Weighting reflects the selected enterprise priority. Every underlying dimension remains visible.
How a real evaluation works
Benchology gets access to each shortlisted product, configures it for the enterprise workflow, and tests the products in parallel using comparable inputs and success criteria. The example results here are illustrative.
| Priority | Output quality | Reliability | Task speed | Deployment effort |
|---|---|---|---|---|
| Output quality | 50% | 25% | 10% | 15% |
| Task speed | 20% | 20% | 45% | 15% |
| Deployment effort | 20% | 20% | 15% | 45% |
Evaluation design
Measure what matters in the actual workflow.
01Task completion
02Output quality
03Reliability
04Exception handling
05Human effort
06Integration fit
07Operating cost
08Deployment effort
Evidence states
Every conclusion shows where it came from.
Verified
Confirmed through reliable documentation or direct review.
Vendor provided
Supplied by the vendor but not independently observed.
Inferred
Derived from available evidence and labeled accordingly.
Unknown
Insufficient evidence to support a conclusion.
The result
A recommendation with the tradeoffs left intact.
Benchology does not hide every dimension behind one unexplained score. Recommendations show the important evidence, limitations, risks, and deployment work.
The best solution depends on what the enterprise values most. Evaluation makes those priorities explicit.
Evaluation FAQ
Understand what is tested and what is not.
Do you need production data?
Not necessarily. Benchology can begin with representative inputs, test data, or another approved method appropriate to the workflow.
Does every solution receive the same test?
Candidates receive comparable tasks, inputs, constraints, and success criteria. Product specific setup may differ and is documented as part of the evaluation.
Is the highest score always recommended?
No. The recommendation considers enterprise priorities, limitations, implementation effort, risk, and the quality of the underlying evidence.
Are all 200,000 solutions already tested?
No. The database supports market discovery and matching. Sandbox evaluation is performed on qualified finalists for a specific enterprise workflow.
Schedule a demo
Get one free evaluation.
Pick a time that suits you. Bring the workflow you want AI to improve, and we'll run one evaluation and show you the evidence behind it.
Schedule a demo