An alarm fires at 2am, voice quality dropping across a region. The on-call engineer asks the AI investigation what happened, and it reports what AWS can see: the Lambda is healthy and CloudWatch is green, yet the calls still sound broken and nothing in the agent’s view explains why.
The cause sits outside what AWS reports. An AWS-native agent reads infrastructure telemetry, so it has no sight of the media quality, the carrier path, or the device and network the agent worked on. To find them the engineer switches to a separate dashboard, losing twenty minutes while the incident runs on.
Operata closes that gap inside the agent the engineer already uses, adding the CX Observability the investigation was missing.
The Bedrock AgentCore recipe gives a Claude model on Bedrock read access to Operata through its MCP tools. When the engineer asks about an incident, the agent investigates the CX stack directly and returns a diagnosis with the numbers behind it, rather than stopping at the edge of what AWS can report.
Overnight alarm
Without Operata
AWS looks healthy, so the engineer switches to a separate dashboard to find the real cause. Twenty minutes gone before the diagnosis starts.
With Operata
The agent reads the traces, finds the likely cause, and leaves a diagnosis in the incident channel before anyone logs in.
Support ticket
Without Operata
A ticket names a bad call, and someone digs through the data by hand to reconstruct what the caller heard.
With Operata
The agent takes the contact ID and returns the call's media quality alongside the agent's conditions. One pass, no second escalation.
Daily drift
Without Operata
A site or carrier degrades quietly, and nobody knows until the numbers are checked by hand, if they are checked at all.
With Operata
On a schedule, the agent compares each day to the baseline and reports which sites or carriers moved.
Forking the recipe takes under an hour, with no professional services. Set your Operata key, run the deploy scripts, then point an incident at it. One watch-out: use an API Management key rather than the REST token, or the MCP endpoint will reject it.
Sweet sounds of voice innovation
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Melbourne
3/162 Collins Street
Melbourne, Victoria 3000, Australia
Denver
1580 N. Logan St, Ste 660
Denver, CO 80203, USA
