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Backtest Your AI Agents Against Reality

Backtest Your AI Agents Against Reality

Turn your production data into staging environments for AI agent testing and validation.

Turn your production data into staging environments for AI agent testing and validation.

CUSTOMER

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TRUSTED BY

OUTCOME

months of production behavior in hours.

months of production behavior in hours.

Chronicle uses production data to map how your business actually runs, capturing your workflows, policies, and edge cases.


It then turns those patterns into tests and replays them to determine whether your AI agents are ready for launch.

30x

Production-derived scenario coverage

12x

More failure modes caught pre-launch

100x

Reduction in time workflow mapping

80%

Reduction in critical failures

  • Then react

  • wait for churn

  • wait for complaint

  • deploy agent

  • Smooth / successful outcomes

  • Fix before users are impacted

  • Catch failures early

  • Pre-deploy agent


HOW IT WORKS

Prove your AI Agents can handle production.

Refund flow· 5
Streams(7)14:00
00:3001:0001:3002:00
Intercom /7
Stripe /5
Shopify /6
Slack /5
Zendesk /3
HubSpot /4
Salesforce /3

01

backfill and capture live production data

Chronicle connects to your production stack, including custom tools and integrations, with support for 100+ integrations.



02

Discover workflow and test scenarios

Reconstruct workflows from existing data streams to map how work is digitally structured and how it actually operates.

Scenario Discovery58 live
auth.verifyfetch.profileprocess.refundnotify.useraudit.log
Status·AllSource·AllSort·Last seen58 scenarios
Captured12from real traces
tr_a82crefund.standard234· 4m
tr_b73xrefund.late_request89· 12m
tr_c91krefund.partial156· 1h
Adjacent34variations
tr_d44erefund.with_promo45· 2h
tr_d51frefund.duplicate_charge23· 3h
Emerging8new patterns
tr_e22nrefund.subscription_paused12· 4h
tr_e28prefund.bnpl_partial7· 5h
Edge4unusual
tr_f88rrefund.race_condition3· 6h
tr_f93srefund.fraud_flagged2· 8h
Backtest Arena· run_a82c347.0% · ETA 4m
Candidates3 agents · 2 running
v4.0baseline
92.1%
v4.1challenger
89.4%-2.7pp
v4.2latest
94.6%+2.5pp
Scenarios59/84 passing · 3 buckets
Historical26/32
captured patterns
Edge13/24
stress cases
Adjacent20/28
variations
Verdictv4.2 leading
pass89.4%regress11.2%flagged23

03

Backtest agents in staging

Run agents against replicated production environments.

Test your agent through historical, edge, and adjacent scenarios to understand where it succeeds, fails, or needs more improvement.

04

agent monitoring and recovery

Once your agent is deployed, monitor it in real time, capture scenarios where it fails, and alert your team immediately.


Live production errors are turned into reproducible test cases and autonomous fixes.

Agent Monitoring· agent v4.223 live
Status·AllSeverity·AllSort·Recent23 alerts
Health3prod · live
pass.rate
98.2%-0.4pp1m
calls.per.hour1,842now
error.rate0.8%+0.2pp4m
Incidents3captured today
tr_b73xrefund.race_conditionHIGH6m
tr_d44epayment.timeoutMED18m
tr_e22nauth.session_lostLOW43m
Recovery Pipeline4↻ continuous · autonomous
Detect12 incidentstoday
Reproduce3 test casessaved
Patchv4.2-fix1in progress
Verifyawaiting deployqueued

CUSTOMER TESTIMONIALS

Trusted by teams scaling thousands of AI Agents.

Trusted by teams scaling thousands of AI Agents.

Chronicle Labs gives us the ability to test new agents in a time machine, so our customers never interact with a bad agentic experience

Bayan

Remedy Meds, Director of Engineering

Chronicle Labs gives us the ability to test new agents in a time machine, so our customers never interact with a bad agentic experience

Bayan

Remedy Meds, Director of Engineering

AI fails when conditions change. Make sure yours is ready.

AI fails when conditions change. Make sure yours is ready.

Connect your tools, capture real conversations, and start replaying events for training and evaluation - all from your dashboard.

Ship and scale AI agents that are proven before production.

Product

Company

Book a demo

See how we can help you deploy high quality agents that don't fail

© 2026 Chronicle Labs. All rights reserved.

Ship and scale AI agents that are proven before production.

Product

Company

Book a demo

See how we can help you deploy high quality agents that don't fail

© 2026 Chronicle Labs. All rights reserved.

Ship and scale AI agents that are proven before production.

Product

Company

Book a demo

See how we can help you deploy high quality agents that don't fail

© 2026 Chronicle Labs. All rights reserved.