All work
Case study / 03Scope supplied · outcomes unmeasured

AI SMS Attendant

An AI-powered SMS communication flow designed to handle routine enquiries and surface conversations that need a person.

Customer operations / FLONVO
01 / Evidence & scopeScope supplied · outcomes unmeasured

Known scope.
Unmeasured outcomes.

No numeric implementation or performance result has been supplied for this project. The process and reporting plan below describe the provided scope.

SUPPLIED FACTS & BOUNDARIES
  • AI-powered SMS customer communication is the supplied project scope
  • No measured response-time improvement or conversation volume supplied
02 / System flow

The route through
the work.

Illustrative operating flow; exact deployment rules and integrations have not been supplied.

PROCESS VIEW / 5 STAGESIllustrative diagram · not a performance result
03 / Operational view

What changes when
the handoffs connect.

THE CONTEXT

Customer messages arrive throughout the day and vary from simple questions to requests that require staff attention.

THE CHALLENGE

Teams need a consistent way to see incoming conversations, respond appropriately, and identify unresolved or escalated cases.

THE APPROACH

Use an AI-powered attendant to prepare or send appropriate responses within a defined workflow, with a path for human escalation where needed.

04 / Process comparison

From manual steps
to a clearer route.

Illustrative process comparison; no response-time change has been verified.

TYPICAL MANUAL PROCESS
01

Read each incoming message

02

Prepare a response

03

Manually flag complex cases

DESIGNED AUTOMATED FLOW
01

Route messages into a consistent flow

02

Generate an appropriate response

03

Escalate conversations when required

05 / Business impact

Value is a question
to measure.

The value is clearer visibility into communication workload and a more consistent response process. No specific response-time improvement is claimed.

NO QUANTIFIED RESULT PUBLISHED

Track the operating metrics below before reporting a time saving, response-time change, or accuracy claim.

06 / Performance reporting

What the team
should watch.

These are reporting definitions, not live dashboard results. Values remain blank until measured after deployment.

01To track
Incoming messages handled

Customer messages entering the attendant flow.

messages / period / value pending
02To track
Automated responses generated

Responses generated by the AI workflow.

responses / period / value pending
03To track
Average initial response time

Elapsed time from incoming message to first response.

seconds / value pending
04To track
Conversations requiring human escalation

Conversations handed to a person.

conversations / period / value pending
05To track
Unresolved conversations

Open conversations without a completed next step.

conversations / period / value pending
06To track
Successful message delivery

Messages confirmed delivered by the SMS provider.

% / value pending
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