Finance & Analytics
2–3 weeks setup
Advanced
4 steps

Analytics Reporting Workflow

Collect, analyse and report key business metrics automatically

Business problem this solves

We spend two days every month building reports that are outdated by the time anyone reads them

01

Step-by-Step Workflow

Process timeline · 4 stages

1

Data Source Connections

Ops Monitor Agent

Connect all key data sources — CRM, ad platforms, web analytics, and product data — into a unified pipeline.

2

Metric Calculation & Aggregation

Ops Monitor Agent

KPIs are calculated automatically on a defined schedule with anomaly detection for unexpected movements.

3

Report Generation

Campaign Analyst Agent

Narrative reports with charts and commentary are generated and distributed to stakeholders automatically.

4

Insight Flagging

Human checkpointCampaign Analyst Agent

Significant changes and trend deviations are highlighted with AI-generated explanations for leadership review.

Expected Outcome

Leadership teams get accurate, always-current dashboards and monthly reports without the manual data wrangling that normally takes days.

02

Human-in-the-Loop Points

Where human judgment matters

This workflow is designed with humans in the loop at the right moments — amplifying judgment, not replacing it.

1

Define KPIs and reporting cadence initially

2

Validate anomaly explanations before sharing externally

3

Make strategic decisions based on surfaced insights

03

Example Outputs

What this workflow actually produces

Weekly automated KPI dashboards

Monthly narrative performance reports

Anomaly alerts with AI-generated explanations

QoQ and YoY trend summaries

04

How the AI Stack Works Together

Architecture overview

Connect → Calculate → Report → Flag. Automated insight delivery so every team meeting starts with accurate data.

Recommended Tools

Google Analytics

Google Analytics

Web & product analytics

Looker Studio

Looker Studio

Dashboard & report builder

HubSpot

HubSpot

CRM & revenue metrics

OpenAI

OpenAI

Narrative commentary generation

Make.com

Make.com

Data pipeline orchestration

Workflow Summary

ComplexityAdvanced
Setup Time2–3 weeks
Steps4
Tools5

Common Integrations

Google AnalyticsLooker StudioHubSpotStripeGoogle AdsMeta AdsSlack

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AgenticScales — AI Operations & Workflow Intelligence Platform