Optimize

Test, iterate, and improve continuously

Flag what's wrong, build test cases, ship safe fixes, and prove they work — all without touching production.

Flag & Report

Turn every bad conversation into a test case

Review real conversations, flag the ones that went wrong, and describe the issue. Each flag automatically generates a test case — so every problem you catch becomes a permanent check against future regressions.

Conversation flagging: Flag any conversation directly from the inbox with a description of what went wrong

Auto-generated test cases: Each flag produces a ready-to-run test case based on the real conversation

Issue categorization: Tag issues by type — wrong answer, missed intent, tone, tool failure — to spot patterns

Flag conversations
Test suite management

Test Suites

Comprehensive testing for every scenario

Build and manage test suites that cover everything — from conversational flow and tone to tool calls and API interactions. Use real request/response pairs or mock data to test edge cases with confidence.

End-to-end scenarios: Test full conversational flows from first message to resolution

Tool call validation: Verify agents call the right tools with the right parameters at the right time

Real & mock data: Use actual API responses for realism or mock data to test edge cases and failure modes

Organized suites: Group test cases by agent, feature, or scenario for structured regression testing

Draft & Revise

Iterate safely without breaking production

Publish draft versions of prompts and playbooks to experiment freely. Test changes manually or trigger automated test runs — then promote to production only when you're confident.

Draft versions: Create draft prompts and playbooks that run in isolation without affecting live agents

Manual testing: Chat with draft agents directly to verify behavior before committing changes

Automated test runs: Trigger your test suites against draft versions to validate at scale

One-click promotion: Promote drafts to production once tests pass — with full version history to roll back

Draft versions
Test execution

Run & Validate

Prove every fix before it ships

Execute full test suites that simulate and replay conversations end-to-end. Catch regressions before they reach customers and build confidence that every change makes your agents better, not worse.

Conversation replay: Re-run real conversations against updated agents to verify improved outcomes

Regression detection: Automatically compare results across versions to catch unintended side effects

Pass/fail reporting: Clear test results with detailed diffs showing exactly what changed

Continuous improvement: Run suites on every change to build a culture of testing and measurable progress

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