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Rivac AI Labs
Customer & Business Support Operations

Analytics Reporter

This service turns the numbers scattered across your CRM, spreadsheets, product analytics, and finance tools into a small set of dashboards and recurring reports built around the decisions leadership actually has to make. Most teams we meet already have plenty of data, what they're missing is one trustworthy source that updates itself instead of someone rebuilding a slide deck every Monday morning. We start from the specific KPIs your business runs on, not a generic template, and wire the reporting directly to your live data so numbers stop drifting out of sync with reality. You end up with dashboards people actually open, and a reporting cadence that runs without anyone chasing spreadsheets.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Inventory data sources, current reporting cadence, and the specific decisions each report needs to support

  2. 2

    Stand up a working pilot dashboard for one core KPI set (revenue, churn, or pipeline) sourced directly from live data

  3. 3

    Walk stakeholders through the pilot, checking metric definitions and drill-down needs against how they'll actually use it

  4. 4

    Automate the full reporting pipeline, set refresh schedules and alert thresholds, then hand over a documented metrics glossary

What You Get

Deliverables from this engagement

  • Live, auto-refreshing dashboards covering your priority KPIs
  • A documented metric glossary and data-source map
  • Automated recurring reports delivered to stakeholders on a set schedule
  • Alert thresholds flagging metrics that need attention
  • A training session for whoever maintains the dashboards going forward

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Data Sources

  • CRM Export
  • Spreadsheets
  • Product Analytics Tool

Pipeline Core

  • Simple ETL Script
  • Consolidated Data Table

Dashboard Layer

  • Dashboard Tool
  • KPI Widgets
  • Stakeholder View

Cadence

  • Weekly Refresh Job
  • Metrics Glossary Doc

Cloud-Native / Managed Services Architecture

Source Systems

  • CRM
  • Finance Tool
  • Product Analytics

Managed Data Pipeline

  • Managed ETL Connector
  • Cloud Data Warehouse
  • Transformation Layer

BI Layer

  • Business Intelligence Tool
  • Executive Dashboard
  • Team Level Dashboards

Operations Layer

  • Scheduled Refresh Job
  • Alert Threshold Monitor
  • Data Quality Checks

Event-Driven & Automation-First Architecture

Triggers

  • New Data Arrives in Source
  • Scheduled Reporting Time

Event Driven Pipeline

  • Change Data Capture Listener
  • Auto Trigger Transformation Job
  • Data Warehouse Updated

Alert Layer

  • Threshold Monitor
  • Metric Out of Bounds
  • Auto Alert to Slack or Email

Report Automation

  • Auto Compile Recurring Report
  • Auto Deliver to Stakeholders
  • Delivery Confirmation Log

Enterprise-Grade & Compliance-Ready Architecture

Data Governance

  • Data Access Control Policy
  • PII Masking Layer
  • Data Lineage Tracker

Redundant Pipeline

  • Primary ETL Job
  • Backup ETL Job
  • Data Warehouse Cluster

Approval and Audit

  • Metric Definition Owner
  • Data Steward Review
  • Metric Certified

Audit and Distribution

  • Report Distribution Log
  • Access Audit Trail
  • Retention and Archive Policy

AI-Augmented, Human-in-the-Loop Architecture

Inputs

  • Live Dashboard Metrics
  • Historical Trend Data
  • Business Context Notes

AI Insight Engine

  • Anomaly Detection Model
  • Narrative Summary Generator
  • Root Cause Suggestion Model

Human Review Gate

  • Analytics Lead Review
  • Insight Accurate
  • Analyst Corrects Narrative

Distribution and Learning

  • Approved Insight Report
  • Sent to Stakeholders
  • Stakeholder Feedback
  • Model Context Updated

Integration-Heavy / Ecosystem-Connected Architecture

Client Ecosystem

  • CRM Platform
  • ERP or Accounting System
  • Product Analytics Tool
  • Marketing Platform

Integration Layer

  • CRM Connector
  • ERP Connector
  • Analytics API Connector
  • Marketing Data Connector

Reporting Core

  • Unified Data Warehouse
  • KPI Model Layer
  • Dashboard and Report Engine

Sync Back

  • Alerts Pushed to Slack
  • Forecast Synced to CRM
  • Budget Variance Synced to ERP

More in Customer & Business Support Operations

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Analytics Reporter

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call