Business context
The validated data model stays behind the experience while leadership asks performance questions in the channel it already uses.
A business leader wants to understand revenue, media spend, campaign movement and operational exceptions without opening dashboards or waiting for a weekly report. WhatsApp is already where the leadership team communicates and makes decisions.
Traditional reporting still asks the decision-maker to find the right dashboard, understand the filters and interpret the result. Static reports answer the first question but create another round of messages when leadership wants to know why something changed.
The operating problem
Move from scheduled reporting to a two-way performance conversation.
The assistant must combine commerce, analytics, CRM and paid-media data without creating another version of the truth. It needs to answer follow-up questions, explain data limitations and keep access appropriate for each WhatsApp user.
What the WhatsApp performance agent does
MATTE builds the data workflow, metric layer and conversational agent together. WhatsApp becomes the interface, while the validated data model remains behind it.
01 Connect the operating data
Approved media, GA4, commerce, CRM and finance sources feed a scheduled and monitored data workflow.
02 Apply shared business definitions
Revenue, spend, ROAS, acquisition cost and other KPIs follow documented currency, date and attribution rules.
03 Deliver the active summary
The assistant sends scheduled performance updates, material exceptions and the business context leadership has agreed to receive.
04 Answer follow-up questions
Authorized users ask what changed, why it matters and which owner is responding, without opening a dashboard or requesting another spreadsheet.
What changes for the business
Leadership gets an always-available marketing performance assistant in the channel it already uses. There is no dashboard to check, no sheet to maintain and no report to wait for as the primary experience, while the underlying data remains governed and traceable.
Measure it with: time from question to answer, active leadership users, follow-up questions resolved, recurring report preparation time, data exceptions and decisions assigned through the assistant.
Controls and ownership
Automation has a boundary.
Only approved users and phone numbers can access the assistant. Answers follow the governed metric layer, identify the reporting period and disclose missing or delayed sources. Campaign changes require a separate action and approval flow.
Operating owner: Marketing operations owns the metric definitions and delivery schedule. Leadership owns the decisions, source-system owners resolve data failures, and MATTE can manage the workflow and agent.