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Enterprise voice AI evaluation: evidence before procurement

A procurement and engineering checklist for voice AI covering deployment, access, retention, failure recovery and financial accountability.

Burki
(Updated: September 25, 2026)
3 min read

An enterprise voice AI evaluation should establish who is accountable when a call, integration or data-handling process fails. A fluent demonstration does not answer questions about access control, retention, contractual commitments or recovery during an incident.

This guide is a diligence framework. It is not a certification claim for Burki or a legal determination about your deployment.

Define the system boundary

List the platform, carrier, model providers, storage, business systems and human operators involved in the proposed call. Identify where audio, transcripts, recordings, identifiers and action results travel. Distinguish browser calls from telephone calls and internal testing from customer traffic.

Use official architecture documentation where available, such as LiveKit's telephony overview, but require the vendor to explain its actual deployment rather than assuming a framework's capabilities describe the finished product.

Request evidence against requirements

RequirementUseful evidence
Tenant isolationAuthorization tests and an explanation of access boundaries
Identity and permissionsSupported roles, provisioning and removal procedures
RetentionConfigured periods, deletion behavior and backup limitations
RecordingConsent workflow, storage location and playback authorization
ResilienceFailure modes, retry policy and recovery ownership
Change controlVersioned instructions, release process and rollback
Contractual protectionApplicable agreements, scope and explicit exclusions

If you require a BAA, regional processing or a particular audit report, request the actual document and confirm that the services and account tier you will use are in scope. A logo or general marketing statement is insufficient evidence.

Test failures that cross organizations

A carrier can accept a call while an integration times out. A business system can create a booking while its response is lost. A webhook can be delivered twice. Acceptance should show how the platform avoids duplicate actions and how an operator resolves ambiguous outcomes.

For transfers, test an answered destination, rejection and timeout. Confirm what the caller hears and whether the assistant can resume. Include concurrent calls and dependency failures within agreed test limits; do not assume a single successful demonstration proves capacity.

Make costs auditable

Require a mapping from call identifiers to provider work, telephone legs and settled charges. Explain reservations separately from actual charges. Include recurring numbers, fixed commitments, retention, support and your own integration infrastructure in the commercial review.

A service-level agreement should identify the measured service and exclusions. A broad uptime figure does not necessarily describe task success, carrier availability or the time it takes your team to recover a caller.

Release with an operational owner

Assign someone to review early calls, investigate exceptions and maintain business facts. Keep a documented fallback route and a contact path for incidents. If a requirement is not demonstrated, record the limitation and restrict the deployment scope rather than treating it as implicitly supported.

Burki should be assessed with the same evidence standard. Start with available features, pricing, and a bounded pilot; do not infer enterprise certifications or universal provider readiness from this article.

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