Evaluation Pipeline Before Launch vs Retrofit After Client Escalation
IF an agency is shipping LLM features or voice agents into a client retainer, THEN instrument tracing and scoring before the first production release, because failure modes surface as client-visible incidents rather than internal bugs. IF the agency has already launched and is fielding complaints, THEN treat the retrofit as a scoped remediation project with its own fee rather than absorbing it into existing delivery hours.
By InnovaAI ResearchPublished
Evaluation Pipeline Before Launch vs Retrofit After Client Escalation
“IF an agency is shipping LLM features or voice agents into a client retainer, THEN instrument tracing and scoring before the first production release, because failure modes surface as client-visible incidents rather than internal bugs. IF the agency has already launched and is fielding complaints, THEN treat the retrofit as a scoped remediation project with its own fee rather than absorbing it into existing delivery hours.”
- Client contracts include uptime, accuracy, or safety language that the agency must evidence with logs rather than assurances
- Delivery team is running multi-step agent workflows across more than one model provider, so a single vendor dashboard cannot reconstruct a failed session
- The agency plans to sell a production-readiness tier or charge a premium for AI work, which requires a defensible quality record
- Support tickets or account-manager escalations already reference wrong answers, dropped calls, or repeated user retries
- Client procurement or legal has asked where conversation data is stored, who can read it, and how long it is retained
- The AI feature is a prototype behind a demo login with no client end users and no contractual performance terms
- Total monthly model spend sits under a few hundred dollars, so tracing overhead costs more than the failures it would catch
- The client owns the application stack and already runs its own monitoring, making a second pipeline duplicative
- Engagement is a fixed two-week content sprint with no production deployment and no post-launch retainer
- The agency has no engineer who can own instrumentation, and no budget line to hire or contract that work