AI workflow reliability
Test the AI workflow before you trust it.
Find where an AI workflow can fail, define the smallest useful test, and decide what needs a human gate before release. Published results should show inputs, versions, limits, and correction burden.
Same workload. Same inputs. Methods published. Failures included.
Failure surface
Latest test results
Evidence is the standard. It is not a launch decoration.
No controlled result is published yet.
EvalMechanics does not label a claim TESTED until the workload, inputs, method, raw result, failure modes, correction burden, and limitations can travel with it.
Read the test standard →Signature utility
Map the places an AI workflow can quietly become expensive.
A short, local assessment across the seven points where errors either remain cheap—or reach a customer, record, payment, or irreversible action.
Run Failure MapWhat enters the workflow?
What context is missing?
What conclusion is unsupported?
What external system is called?
What changes for real?
Who owns the exception?
Can the outcome be verified?
Compare AI stacks
Compare the mechanism, not the demo.
Coverage, review points, correction cost, and failure visibility are the useful comparison fields.
Failure files
Keep the failure attached to the claim.
Every future file will carry its operating context, failure mode, recovery path, and retest condition.
Field guides
Move the human to the expensive failure.
Practical guides will begin where a workflow is hard to observe, reverse, or safely delegate.
How we classify evidence
Tested, researched, and unverified are different states.
- TESTED
- We ran the workload and published the conditions and limits.
- RESEARCHED
- We verified primary documentation, pricing, or source material. It is not a hands-on result.
- RETEST DUE
- A material model, product, integration, or policy change makes an earlier result stale.
Get the next test
Subscriptions will open with the first independently repeatable result.
Until then, the useful action is to map your own failure surface—not join an empty list.