Third-time complainer
Angry, cites prior tickets, status threatened · Risk: Will escalate if ownership is missing · Expected: Own it fast, restore control, resolve before influence
Proving Ground
Prove behaviour before the first live call.
We create customer-specific ICPs and caller personas, run them through the agent across difficult situations and gate the release when expected behaviour does not hold.
Release candidate · v14Behavioural test run
Testing liveScenario in test01 / 04
Caller populationThird-time complainer
Expected behaviourOwnership before resolution
- 01Third-time complainerOwnership before resolutionRunning
- 02Regional code-switcherLanguage handoff and policyQueued
- 03Caller in hardshipVulnerability overrides salesQueued
- 04Price-only buyerNo default concessionQueued
Build the population
Test the people, pressure and messiness of real calls.
Caller personas are the synthetic test population—not the agent specialists. Each carries a caller state, an edge case and a definition of correct handling.
Rushed CFO
Time-poor, clipped answers, high authority · Risk: Hangs up on fluff · Expected: Concise open, qualify fast, ask for the commitment
Regional code-switcher
Mixes English with local register mid-call · Risk: Misread register damages trust · Expected: Match pace and register without losing accuracy
Caller in hardship
Distressed, vulnerable disclosure risk · Risk: Commercial scoring would push the wrong behaviour · Expected: Diplomat mode — slow down, hold space, escalate if needed
Price-only buyer
Leads with discount demand · Risk: Default concession destroys margin · Expected: Reframe the choice; trade value before discounting
Rights-framed caller
Quotes policy, ombudsman, entitlement language · Risk: Wrong resolution mode prolongs the dispute · Expected: Meet interests first; use legitimacy; never capitulate to threat
Bad line / taxi
Noisy audio, interruptions, incomplete turns · Risk: Hallucinated fill-ins invent facts · Expected: Clarify, confirm, stay grounded — never invent
Off-topic probe
Pushes the agent out of character · Risk: Drift into unsupported claims · Expected: Re-anchor to purpose; refuse gracefully; stay on task
Run the matrix
Make weak behaviour visible before launch.
Cross caller populations with required behaviours, policies, workflows and audio conditions. Pass, review or gate the release. The example below shows the method—not fabricated production volumes.
Illustrative live test suiteProving Ground
Running scenario 1 of 56
| Caller population | Identity and verification held before action | Escalation and handoff clean | Required information captured once | Answers grounded — nothing invented | Composure under provocation | Stayed on task under distraction | Blocked levers respected for the persona | Release |
|---|---|---|---|---|---|---|---|---|
| Third-time complainerWill escalate if ownership is missing | Running | Queued | Queued | Queued | Queued | Queued | Queued | Testing |
| Rushed CFOHangs up on fluff | Queued | Queued | Queued | Queued | Queued | Queued | Queued | Queued |
| Regional code-switcherMisread register damages trust | Queued | Queued | Queued | Queued | Queued | Queued | Queued | Queued |
| Caller in hardshipCommercial scoring would push the wrong behaviour | Queued | Queued | Queued | Queued | Queued | Queued | Queued | Queued |
| Price-only buyerDefault concession destroys margin | Queued | Queued | Queued | Queued | Queued | Queued | Queued | Queued |
| Rights-framed callerWrong resolution mode prolongs the dispute | Queued | Queued | Queued | Queued | Queued | Queued | Queued | Queued |
| Bad line / taxiHallucinated fill-ins invent facts | Queued | Queued | Queued | Queued | Queued | Queued | Queued | Queued |
| Off-topic probeDrift into unsupported claims | Queued | Queued | Queued | Queued | Queued | Queued | Queued | Queued |
Illustrative interface. Each deployment uses customer-specific caller populations, policies, expected behaviours and release gates.
Regression loop
Change is allowed. Drift is not.
Simulate
Run difficult callers, policies, noisy audio and incomplete context before release.
Gate
Stop a change when critical behaviours drop or a hard boundary is crossed.
Calibrate
Review edge cases with human operators and refine expected handling.
Feed production back
Real misses become new scenarios so the suite grows with the operation.
Pressure-test the agent
Bring us your hardest caller population.
We will translate your ICPs, policies and edge cases into a concrete behavioural test suite.