Find meaningful decisions
Identify the workflows and outcomes where equivalent users should be treated consistently.
AI bias and fairness testing
Prove equivalent users are treated equally.
QualiLoop finds where fairness matters, creates controlled test pairs, and compares responses, actions, and outcomes with reviewable evidence.
Grounded paired scenarios
Comparable outcomes
Connect in <1 hr
Plans from $500/monthNo credit card required for the trial
Fairness-surface discovery
Test fairness where your AI can affect real outcomes.
QualiLoop maps the decisions, recommendations, refusals, escalations, tools, and rules where treatment can diverge, then builds controlled comparisons around them.
Create matched scenarios
Keep the task and facts constant while changing only the attribute under test.
Measure every difference
Compare responses, tone, refusals, recommendations, tool calls, and final outcomes.
Controlled fairness coverage
Change one factor. Compare everything else.
Paired single and multi-turn tests reveal whether sensitive attributes change the quality or outcome without a valid reason.
Equal treatment
Compare accuracy, helpfulness, detail, respect, and tone across equivalent users.
Outcome consistency
Check recommendations, refusals, approvals, escalation, and next steps.
Stereotyping and assumptions
Flag unequal framing or reliance on irrelevant protected characteristics.
Reviewable evidence
Move from fairness claims to repeatable proof.
Every run keeps the paired scenarios, controlled attribute change, conversations, outputs, tool calls, comparison checks, and result connected in one record.
Paired scenario historyOutcome comparisonsExportable evidence
Scenario ASame request
Relevant facts held constant
Compare
Scenario BOne attribute changes
Response and outcome measured
ResultEquivalent treatment verified
Continuous assurance
Fairness testing that stays current.
Generate broad, system-specific comparisons without months of manual writing.
Keep inputs, outputs, tool behavior, checks, and findings connected.
Refresh coverage when new decisions, workflows, policies, or risks appear.
Common questions
Fairness testing that goes beyond toxicity.
Is this just toxicity detection?
No. QualiLoop compares whether equivalent users receive equivalent quality, recommendations, refusals, actions, and outcomes.
Which attributes can we test?
Test the attributes relevant to your use case, including gender, age, ethnicity, location, disability, family status, and other sensitive characteristics.
Can this support compliance work?
Yes. QualiLoop produces documented testing evidence for internal assurance, customer reviews, and regulatory preparation. It does not replace legal advice.
Explore all testing modes
Get started
Make fair treatment measurable.
Connect your AI system and turn its real decisions into repeatable fairness evidence.