Full-cycle automated QA for AI agents, chatbots, and workflows

Make your AI work in the real world. Save months of QA and cut its cost by up to 90%.

QualiLoop explores what your AI can actually do, determines what must be tested, creates the complete reliability, security, and bias test suite, and runs realistic conversations to find failures before your users do.

Catch what manual QA misses Prevent costly mistakes Connect in <1 hour

Plans from $500/month No credit card required for the 7-day trial

Agent · Chatbot · Workflow
After every change, QualiLoop explores your system again, proposes new tests, lets you rerun everything, and shows whether it is reliable, safe, and ready for production.

Trusted by AI teams at

  • B2Bee
  • One Assessment
  • Atomic AGI
  • Moveo One
  • WellPet.ai

Most teams test what they know.
QualiLoop discovers what they missed.

Running tests is not the hardest part. Reaching real reliability without months of work and rising costs is. QualiLoop explores the live system first, then automates the complete QA program.

01 Manual testing
ThinkChatInspectRepeat
Practical reality Human-led and point-in-time

People choose what to test and judge every response by hand.

↑ Reliability confidenceTime and cost →
CHANGE High effort and cost. Low confidence.
02 DIY evals
PlanWriteRunMaintain
Practical reality Flexible but maintenance-heavy

Teams build scenarios, graders, and infrastructure, then maintain everything after changes.

↑ Reliability confidenceTime and cost →
CHANGE Weeks of work. Partial, aging coverage.
03 Coding agents
PromptGenerateRunReview
Practical reality Fast but shallow and temporary

No independent verification or persistent QA memory, with rising trace-scoring costs.

↑ Reliability confidenceTime and cost →
CHANGE High token cost. Limited coverage.
QL QualiLoop
DiscoverMapGenerate & runEvolve
Practical reality Automated and continuously grounded

Discovers the live system, builds and runs the suite, then expands it after changes.

↑ Reliability confidenceTime and cost →
CHANGE Broad coverage in hours. Predictable cost.

Illustrative relationship between time, cost, and confidence in reliability.

Spend less on QA. Catch more failures.

QualiLoop replaces months of manual work with continuous, system-specific coverage that protects revenue, customers, trust, and compliance.

Traditional AI QA

Estimated monthly cost $28,800/mo
  • QA and eval engineering$15,000
  • Red-team security$7,200
  • AI safety and compliance$6,600
Coverage quality Manually defined, partial, and quickly outdated

With QualiLoop

Complete platform from $500/mo
  • Behavioral discoveryIncluded
  • Reliability, red team, and biasIncluded
  • Continuous regenerationIncluded
Coverage quality Discovered from the real system and kept current
~$28,300potential monthly savings
Months → hourstime to broad coverage
Higher confidencefewer failures reach users

Illustrative comparison based on customer-reported QA workflows. Actual savings vary by team and system.

You cannot test what you have not discovered.

AI systems change with every prompt, model, tool, data source, and workflow update. Teams can only test what they already know to ask, leaving important behavior and failure paths invisible. QualiLoop explores the connected system through adaptive conversations, discovers its real capabilities and boundaries, and builds a living behavioral map. That map gives test generation the context to create broad, realistic coverage without inventing impossible scenarios.

QualiLoop behavioral map showing discovered AI capabilities, workflows, actions, entity groups, and behaviors

The tests your system actually needs.

QualiLoop turns the behavioral map into a complete program of categories, test scenarios, and custom checks. Your team starts with coverage, not a blank page.

  • Real workflows, entities, and values
  • Core paths, edge cases, and risky behavior
  • Editable tests saved for every regression

Weeks of manual test design, generated in minutes.

System-specific tests generated by QualiLoop with complete multi-step flows
QualiLoop reliability, red-team, and bias testing modes

Test whether it works, stays safe, and treats users fairly.

One system-specific program covers all three ways your AI can fail.

Test the full conversation, not one prompt.

Goal-driven users read every response, adapt naturally, and continue until the task succeeds, fails, or becomes blocked.

  • Single-turn and adaptive multi-turn testing
  • Realistic personas, languages, and behavior
  • Hundreds of conversations run in parallel
Adaptive multi-turn synthetic user conversation tested by QualiLoop
QualiLoop trace showing tool calls, failures, latency, tokens, and cost

See exactly why every test passed or failed.

QualiLoop judges every response with the full conversation, system prompt, retrieved context, tool inputs and outputs, and your own business rules.

  • Turn-by-turn verdicts, reasoning, and confidence
  • Built-in checks plus system-specific custom checks
  • Complete traces for subtle tool and workflow failures

Every failure comes with the evidence needed to fix it.

Every change gets tested before it reaches users.

Track unique workflow coverage, rerun the suite after every change, and block releases when critical flows fail.

QualiLoop flow coverage and health monitoring dashboard
System changes Discovery refreshes New and existing tests run Release passes or blocks

Connect the system you already have.

Connect through observability, a direct endpoint, or browser testing, usually in under 30 minutes. If your stack is unsupported, we build the integration free.

Langfuse LangSmith Grafana Direct Endpoint Dify Browser · zero-setup GoHighLevel Custom stack

Complete AI QA from $500/month.

Reliability, red team, bias, generation, execution, and monitoring included.

Starter

$500/mo

5,000 conversations per month

  • All test modes included
  • Full suite generation
  • Custom checks
  • Flows, scheduling, and reports
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Enterprise

Custom

Unlimited sessions

  • Free custom integrations
  • Live production monitoring
  • SAML SSO & VPC
  • Dedicated SLA
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Common questions.

How does QualiLoop know what to test?

It explores the live system and maps its real capabilities, workflows, tools, entities, and constraints. That map grounds every generated test.

What does QualiLoop test?

Reliability, red-team resistance, bias and fairness, plus custom business-rule checks.

How are custom checks generated?

From discovered behavior, your prompt, tools, configuration, policies, and domain rules.

How fast is full suite generation?

Minutes instead of the weeks or months required to design the same program manually.

Single-message vs multi-step?

Single-message tests provide fast coverage. Multi-step tests react and continue like real users.

Does it work with my stack?

Yes. If your setup is not supported, we build the integration at no extra cost.

What are flows?

Monitorable test groups that surface gaps and track quality over time.

Maximum reliability.
Without months of manual QA.

Connect your system and build grounded production coverage in hours.