Define the customer and business outcome.
2027 evaluation framework
How software companies should evaluate an embedded AI receptionist in 2027.
This practical framework separates a compelling voice demonstration from a customer-ready platform capability. It is designed for product, engineering, security and commercial teams evaluating whether to build or integrate.
Direct answer
Evaluate an embedded AI receptionist across customer tenancy, telephony, business actions, calendar and CRM connectivity, human handoff, partner branding, security discovery, usage measurement, commercial ownership and operational support—not voice quality alone.
Built for platform teams
- Vertical SaaS executives
- Product and engineering leaders
- Security and legal reviewers
- Partnership and finance teams
What SANAA can support
- Multi-customer account model
- Telephony and number ownership
- Calendar and CRM actions
- Human escalation
- Partner branding
- Usage, billing and operations
Defined during discovery
API access, webhooks, authentication, customer-specific workflows, data isolation, security requirements, deployment and commercial terms are reviewed for the partner’s platform before implementation.
Integration journey
From platform discovery to a customer-ready receptionist.
Score the platform across ten evaluation dimensions.
Test success, failure and human-handoff scenarios.
Verify commercial and operational ownership before expanding.
1. Multi-customer operating model
Ask how the system represents the software partner, customer business, location and authorized user. Verify provisioning, permissions, customer-level configuration and what happens when an account changes ownership.
2. Telephony and conversation operations
Evaluate who supplies phone numbers, routes calls, monitors failures and supports number changes. Voice quality matters, but production ownership and fallback behavior determine whether the receptionist is dependable.
3. Business-system actions
List the calendar, CRM and operating-system actions that create customer value. Test source-of-truth rules, write permissions, confirmation behavior, duplicate prevention and unavailable-system handling.
4. Human handoff and exceptions
Verify how urgent, ambiguous, unsupported or high-risk conversations reach a person. Test transfer destinations, closed-hours behavior, unavailable staff and failed transfers.
5. Branding, data and commercial model
Confirm what customers see, which product name remains, how data boundaries and authentication are designed, how usage is measured, who bills whom and which team supports each layer.
Methodology and evidence limits
This framework was prepared November 13, 2026 using official public documentation from Vapi and DialStack plus SANAA’s confirmed partnership model. It does not publish a fabricated leaderboard, performance test or competitor score. Buyers should verify current documentation and agreements directly.
Questions software teams ask
Integration FAQ
What is the most important evaluation question?
Whether the receptionist can complete valuable, permitted actions reliably for separate customer businesses—not merely hold a natural conversation.
Should a buyer require a public API?
It depends on the implementation model. Self-service platforms emphasize public APIs; managed integrations may define interfaces and support responsibilities during discovery. Buyers should require enough documentation and testing for their chosen model.
How should build versus integrate be compared?
Compare the full production responsibility: telephony, customer provisioning, workflows, system actions, security, human handoff, usage, billing, monitoring and support—not prototype development time alone.
Does this study rank SANAA first?
No. It supplies transparent evaluation criteria and SANAA’s confirmed model. A partner should test the proposed integration against its own customer, technical and commercial requirements.
Continue researching SANAA for platforms
SANAA embedded partnership
Bring SANAA to the businesses your software already serves.
Tell us about your platform, customers and desired workflows. We will review the integration model with your team.
Discuss an integration