Scope a contact center AI integration pilot around the complete contact lifecycle: identify the contact, receive the necessary data, display or store the output, and reconcile failures. An integration logo is a discovery lead; acceptance needs evidence that the specific workflow works in the selected systems.
Level AI lists named integrations in its official directory. Google Cloud documents embeddable Agent Assist UI modules and custom integration responsibilities. These are product-specific public descriptions, not results of our own product testing. Confirm your required configuration, evidence access and operating responsibilities in a scoped demonstration.
What should one complete contact trace contain?
Use a synthetic contact that creates a record, produces an AI output and reaches a known end state. The recommended trace below exposes the boundary between a vendor connector and the work your own team still owns.
| Trace step | Acceptance evidence |
|---|---|
| Source event | Source contact ID, channel, timestamp and required fields |
| Ingestion | Mapped ID, accepted schema version and duplicate key |
| AI output | Correct contact linkage, processing state and reviewable output |
| Downstream handoff | Named destination record and acknowledgment or explicit failure |
| Recovery | Replay or repair under the same identity with original attempts retained |
Test a missing required field, delayed event and duplicate delivery as separate cases. Our recommendation is to write the expected state transition and responsible owner before running each test. For a contact split across transfer segments, declare whether the destination expects one interaction or several linked segments. A logo in an integration directory cannot answer that question. Preserve failed traces and confirm that a retry cannot create a second authoritative score or duplicate customer action.
What must the field contract specify?
A field contract describes the identifiers and information exchanged at each step. Name the contact identifier, queue, channel, agent identifier, conversation timestamps, output destination, and evidence link where needed. State the source of truth and transformation for each field. Do not assume that similarly named identifiers represent the same object.
| Boundary | Acceptance evidence |
|---|---|
| Contact identity | One contact trace across source, analysis, and destination |
| Timing | Observed receipt and availability for the intended workflow |
| Output placement | The correct record, field, and authorized reviewer view |
| Failure handling | A visible exception with a safe retry or manual resolution |
| Ownership | A named operator for each system boundary |
Which contact journeys should be exercised?
- A normal completed interaction with expected metadata.
- A transfer that changes the responsible agent or queue.
- A late or partial recording that should not silently look complete.
- A repeated delivery that should not create conflicting outputs.
- A destination failure after analysis has finished.
- A contact that is out of scope and needs an explicit exclusion.
These are recommended tests, not statements that every product implements the listed behavior. Retain the event trace and resulting records for each test. Separate a source-system failure from a connector failure and an analysis failure, because their owners and repairs may differ.
What should the pilot handover contain?
Create an operating note with supported versions, enabled channels, required configuration, known exclusions, review links, and escalation paths. Include how to detect missing outputs and how to reconcile them with source counts. A user seeing a populated dashboard should not need to infer that every eligible contact arrived successfully.
Document the access required at each boundary and identify the responsible system owner. Keep pilot data and failure-injection tests within the agreed test environment, and retain the accepted field contract for operational handover.
How is this different from desktop acceptance?
The desktop integration guide focuses on the agent's interface. This integration pilot follows the data and ownership across systems. Connect the accepted boundary to the rollout plan before expanding traffic.
Limits
No integration, retry policy, refresh guarantee, or production data path is tested here. Documentation and directory listings establish only their stated scope. Confirm the deployment's supported fields, versions, access controls, failure behavior, and support responsibilities with the relevant suppliers.