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Enterprise evaluation guide

How to Evaluate Enterprise Conversational AI

Build a shortlist around the work your team needs to complete. Use the same scenarios, outcome definitions and evidence requirements for every platform, including Assistable.

By Assistable.aiReviewed
In this guide

How should an enterprise evaluate conversational AI?

Select a defined workflow, agree on measurable acceptance criteria and test the complete path from customer request to confirmed business outcome. Evaluate integrations, human handoff, data handling, change control, reliability and total cost alongside conversation quality. A persuasive demo is a starting point; a reviewable pilot is the basis for a deployment decision.

Choose an operating model before a platform

Enterprise conversational AI can mean a customer lifecycle workflow, a contact-center program or a custom application. Start with the model your team needs to operate. This shortlist is written by Assistable and compares documented approaches rather than ranking performance.

For a defined revenue or service workflow, evaluate Assistable on the complete path from inquiry to confirmed action. If you also need contact-center routing, agent desktops or a custom application stack, include those requirements explicitly. Give every shortlisted platform the same pilot brief and ask it to demonstrate the same failure cases.

Choose an operating model before a platform
Platform and fitDocumented approachVerify for your deployment
Assistable: qualification, follow-up and service workflowsDashboard assistant setup, visual rules, staged flow versions, connected business tools and configured human transfersYour CRM/calendar operations, exception handling, implementation owner and support scope
Kore.ai: broader customer-service and contact-center programsAI for Service combines AI agents, contact-center routing, agent assistance, quality assurance and outbound campaignsWhich modules you need, how they connect to your current operation and who owns rollout
Cognigy: voice and digital agents connected to contact-center systemsConfigurable endpoints for webchat, SIP-based Voice Gateway, APIs and named contact-center integrationsThe exact endpoint, telephony path, context passed during handoff and required integration work
Rasa: conversational applications with custom business logicVisual or YAML flows define dialogue and decisions; Python custom actions connect APIs and backend systemsWho maintains flows, custom actions and deployment infrastructure, plus your chosen voice and handoff path

Write a one-page pilot brief

Describe the customer, channel, trigger, authorized actions and completion condition. For lead qualification, define an eligible lead and the information a salesperson needs. For scheduling, name the calendar and the record that proves a booking exists. For service, distinguish an answer from a resolved request.

Record the current process and a comparable baseline before choosing targets. Keep acquisition source, opening hours and workflow scope consistent when comparing results. Decide how repeat callers, duplicate leads, unsupported requests and abandoned conversations enter the denominator. These choices can change the apparent result more than the agent itself.

  • Name one accountable business owner and one technical owner.
  • List required systems, data fields, human teams and operating hours.
  • Define excluded tasks and the route for requests outside scope.
  • Agree on the evidence needed to expand, revise or end the pilot.

Score evidence against each requirement

Mark every requirement as unverified, documented, demonstrated or accepted in your pilot. Keep an evidence link, review date and owner beside the result. A missing mandatory requirement should remain visible even when the overall demonstration is impressive. Set any scoring weights with the buying team before comparing vendors.

Score evidence against each requirement
RequirementEvidence to requestAcceptance question
Workflow fitRecorded scenario plus destination recordDid the intended action complete correctly?
IntegrationSupported operations and failure casesWho owns authentication, errors and maintenance?
HandoffSuccessful and unanswered transfersCan a person continue with the right context?
GovernancePermissions, release process and test resultsCan unauthorized actions be prevented and investigated?
ReliabilityRepresentative load and recovery evidenceWhat happens when a dependency is unavailable?
Data handlingData map, policies and applicable contractAre processing, retention and access acceptable?
EconomicsComplete cost model and measured outcomesWhat does an accepted outcome actually cost?

What you can inspect in Assistable today

Start with the recorded call handoff, then use the product references to define your own acceptance tests. The evidence below covers product behavior and documented controls. It does not establish your deployment's conversion rate, capacity or contractual service level.

What you can inspect in Assistable today
EvidenceWhat it supportsWhat your pilot still needs
Recorded transfer with timestamped dialogueThe caller hears hold music, an introduction and a person take overYour receiving-side briefing and unanswered-transfer behavior
Flow testing and version documentationNode and variable inspection; draft changes separated from a published flowYour approved branch paths, release record and recovery procedure
Monitor-rule and alert API referencesConfigurable call/chat evaluation, routing and resolution trackingRule accuracy, actual alert delivery and a staffed review process
Platform-tool and Direct referencesSupported actions and the current appointment integration boundaryYour actual read/write operations in the destination system

Use a test set that can expose a weak deployment

Start with normal requests, then add corrections, interruptions, ambiguous answers and missing information. Include unavailable calendar slots, an expired credential, a rejected write and an unanswered transfer. For voice, use actual phone calls as well as the builder's test interface. Listening to one clean sample cannot establish production behavior.

Inspect the system of record after each consequential action. A booking requires the intended calendar entry. A contact update requires the correct record and fields. An escalation requires a usable destination and clear ownership. Record the scenario, expected result, actual result and follow-up owner. Re-run failed cases after changes, along with cases that previously passed.

Define the result before reporting improvement

Choose a small set of business outcomes and keep separate measures for experience and safety. A high automation rate is not useful if customers must call again to finish the task. An increase in appointments is not automatically an increase in attended appointments or collected revenue.

Define the result before reporting improvement
MeasureWorking definitionCheck alongside it
Qualification rateQualified leads divided by eligible leadsQualification accuracy and salesperson acceptance
Booking completionConfirmed bookings divided by eligible booking requestsCorrect calendar, duplicates and cancellations
Show rateAttended appointments divided by appointments dueComparable lead source and appointment window
Resolution rateVerified completed requests divided by eligible requestsRecontacts, complaints and unresolved exceptions
Cost per accepted outcomeAll attributable pilot costs divided by accepted outcomesHuman review, integration work and ongoing support

Compare the complete deployment cost

Request a model for expected, low and peak usage. Include the platform commitment, voice and messaging usage, phone numbers, knowledge retrieval, quality evaluations, implementation, integration maintenance and human handling. Ask how short calls, retries, test traffic and transfers affect the bill. Confirm which items are included in the proposal.

Assistable's billing documentation separates voice, messaging, knowledge, observation and number charges. Use the current pricing page and your written proposal for applicable rates. A headline minute price alone does not describe a workflow that also retrieves knowledge, evaluates quality and sends follow-up messages. Separate one-time implementation cost from recurring operating cost.

Make the decision reviewable

Ask procurement and security to review data handling and contract requirements while the technical pilot runs. Record requested controls, their documented scope and any open gaps. Do not substitute a provider's certification for evidence about the platform and deployment you are buying.

Close the pilot with the agreed scorecard, observed outcomes, unresolved failures, full cost and operating plan. Assign owners for monitoring, exception handling, connection maintenance and future changes. Expansion should follow the evidence from the scoped workflow, with fresh tests whenever new channels, actions or customer groups change the risk.

Common questions

How should we set pilot acceptance thresholds?

Agree on thresholds for each outcome before testing. Set stricter acceptance rules for consequential actions than for recoverable misunderstandings. State the sample, denominator and business impact beside every threshold, then have the business owner approve the criteria.

Does a native integration remove implementation work?

No. A native connector still needs the correct account, permissions, fields and workflow configuration. Demonstrate the exact read and write operations your use case needs, including their failure paths. A custom API connection requires an explicit implementation and maintenance owner.

Sources and review notes

  1. Recorded call-transfer demonstration

    The private receiving-side briefing is not separately audible.

  2. Kore.ai AI for Service

    Provider's published product scope; deployment fit must be evaluated.

  3. Cognigy endpoints and connections
  4. Rasa flows and custom actions
  5. Testing your agent
  6. Flow staging and publication
  7. Monitor rules and routing
  8. Alert evidence and resolution state
  9. Platform tools and supported actions
  10. Assistable Direct integration scope
  11. Billing documentation

    Consult current pricing and the proposal for your rates.

  12. Assistable trust center

Build an evaluation around your workflow.

Bring the outcome, systems and requirements your team needs to validate.

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