AI integration, evaluation & operations
Integrate models into products with visibility into quality, cost and change.
Scope begins with the business need.
- 01
AI API & product integration
Integrate selected model services behind controlled interfaces, permissions, logs and fallback.
KEY DELIVERABLEVersioned integration, controls matrix, observability events and runbook.
- 02
Evaluation & red-team testing
Test failure modes, prompt injection, privacy exposure, language coverage and task quality.
KEY DELIVERABLEEvaluation suite, findings, prioritized mitigations and residual-risk notes.
- 03
AI operations & lifecycle support
Track versions, cost, feedback and drift signals with assigned incident responsibilities.
KEY DELIVERABLEMonitoring plan, dashboard specification, maintenance cadence and escalation map.
Allwing brings the relevant expertise together, defines the scope with you and coordinates delivery through review and handover. Fees and timing are confirmed in a written proposal.