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Sat Feb 14 2026

From Prompt to Production – How to Test Vapi Voice Agents with Cekura

Team Cekura

Team Cekura

From Prompt to Production – How to Test Vapi Voice Agents with Cekura

Voice agents built on Vapi move fast. Prompts change. Models update. Tool calls expand. Traffic spikes. What breaks rarely shows up in a single happy-path test call.

Cekura is built to test Vapi voice agents across simulation, regression, load, red teaming, and production monitoring, with metrics that go deeper than pass or fail.

Below is a complete view of how Cekura supports teams building on Vapi.

Native Integration with Vapi

Cekura provides direct integrations with Vapi for automated inbound and outbound testing, tool call validation, and production monitoring.

You can:

  • Automatically trigger outbound calls for evaluators

  • Run tool call tests and pass transcripts via webhook

  • Simulate production calls with dynamic variables

  • Correlate Vapi runs to Cekura evaluation IDs automatically

No copy-pasting phone numbers. No manual dial loops.

For teams running multiple providers, the same test suite can be executed across Vapi, Retell AI, ElevenLabs, Bland, LiveKit, and Pipecat.

Simulate Real-World Voice Scenarios

Cekura generates and executes multi-turn scenarios that reflect how real users behave:

  • Appointment booking

  • Order modification

  • Human escalation

  • Hearing issues and repetition requests

  • Identity verification

  • Multi-agent handoffs

Scenarios can be:

  • Auto-generated from your knowledge base

  • Written from scratch

  • Edited manually

  • Nested and multi-step for complex flows

You can attach expected outcomes and tool-call assertions to each scenario, making every run measurable.

50+ Personalities to Stress Test Voice Logic

Cekura includes 50+ predefined personalities for voice simulations

Examples include:

  • Elderly caller

  • Broken English speaker

  • Male Indian accent

  • Spanish accent

  • One-word responder

  • “Pauser” with long silence gaps

  • “Interrupter” who cuts the agent mid-sentence

You can also:

  • Add background noise such as café ambience

  • Increase interruption frequency

  • Fork and customize personalities

This is critical for Vapi agents handling Smart Turn detection, interruption handling, and latency-sensitive flows.

25 Predefined Metrics for Voice Evaluation

Cekura ships with over 25 predefined metrics, covering:

Conversation Quality

  • Response Consistency

  • Relevancy

  • CSAT

  • Interruptions

  • Unnecessary Repetition

  • Appropriate Call Termination

  • Pronunciation Check

  • Voice Quality

Infrastructure & Latency

  • Mean latency

  • P50 and P90 latency

  • Time to First Audio via transcript timing

  • Infrastructure Issues metric for silence detection

Latency metrics include statistical outputs such as mean, P50, and P90, and failure rates under load can be measured during stress testing.

Tool Call Accuracy

  • Tool Call Success

  • API trigger validation

  • CRM updates

  • Order edits

  • Account validation checks

Factual Grounding

  • Hallucination checks against uploaded knowledge base

  • Instruction-following checks

  • SOP adherence

Metrics can be:

  • Agent-level

  • Project-level

  • Custom-defined

  • Threshold-based with alerts

Load Testing Up to 2000+ Concurrent Calls

Cekura supports north of 2000 concurrent calls for load testing.

You can:

  • Distribute concurrency across evaluators

  • Simulate inbound and outbound stress

  • Measure failure rates under increasing load

  • Detect infrastructure bottlenecks, timeouts, and agent silence

This is especially useful when scaling Vapi agents across marketing campaigns, healthcare onboarding, or customer support spikes.

Developer plans include 10 concurrent calls, while Enterprise plans support custom concurrency limits.

Red Teaming for Jailbreaks, Bias, and Data Leakage

Cekura includes a Red Teaming suite with 10,000+ specialized multi-turn adversarial scenarios.

Coverage includes:

  • Jailbreak and prompt injection

  • Bias and fairness checks

  • Toxicity

  • PII and data leakage attempts

For compliance-heavy industries such as healthcare and fintech, Red Teaming can be extended through Forward Deployed Engineers for custom HIPAA or PCI-specific adversarial cases.

Production Monitoring & Observability

Cekura monitors production calls and evaluates them automatically:

  • 0.2 credits per metric run for observability

  • Real-time dashboard updates after call processing

  • Slack and email metric-wise alerts

  • Trend-based anomaly alerts for drift detection

  • Custom dashboards with Group By filters and A/B comparisons

Calls can be redacted for sensitive data at transcript and audio level.

Webhooks allow you to push evaluation results into your own database or BI tools.

Regression Testing & CI/CD Gates

Cekura supports:

  • Baseline regression suites

  • Automatic replays when models or prompts change

  • Scheduled Cron jobs for nightly runs

  • API-based triggers for CI/CD pipelines

Teams can:

  • Compare runs side by side

  • Benchmark different models or prompts in one batch

  • Lock baselines and track longitudinal drift

SMS and Multi-Channel Testing

Beyond voice, Cekura supports:

  • SMS testing

  • WebSocket chat testing

  • Cross-channel reuse of the same evaluators

You can test SMS-based 2FA flows during calls and ensure state continuity.

Enterprise-Grade Controls

Enterprise customers get:

  • SOC 2

  • HIPAA support and BAA

  • GDPR compliance

  • In-VPC deployment

  • Role-based access control

  • Custom SSO

  • White-label reports

  • Dedicated support channels

Transparent Credit Model

Cekura uses a credit-based system:

  • 5 credits per minute of voice testing

  • 0.5 credits per chat message

  • 0.2 credits per metric evaluation

Developer Plan:

  • $30 per month

  • 750 credits included

  • 1 project

  • 10 concurrent calls

Enterprise:

  • Custom credits

  • Custom concurrency

  • Multiple projects with access control

Trusted by Production AI Teams

Cekura supports healthcare and enterprise AI teams such as Twin Health, whose clinical onboarding voice agent uses Cekura for regression testing, red teaming, and HIPAA-safe verification workflows.

Why Vapi-Powered Teams Choose Cekura

When building on Vapi, you are managing:

  • Turn detection

  • Tool orchestration

  • Interrupt handling

  • Persona consistency

  • Latency under load

  • Security boundaries

  • Production drift

Cekura gives you simulation, evaluation, monitoring, and regression coverage across all of it, with measurable metrics and automated workflows.

If you are shipping Vapi voice agents into production, testing one call at a time is not enough.

Get started at Cekura.ai

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