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Trigger: Manual reporting / no operational visibility • Industry: Financial Services

Manual Reporting → Agent-Driven Dashboard

Replaced hours of weekly spreadsheet assembly with a real-time operational dashboard that surfaces insights automatically.

A financial services company spending six hours a week assembling reports from disconnected systems recovered that time and gained real-time visibility. Pure Source consolidated data into one layer, built a real-time operational dashboard, and deployed a Claude-powered reporting agent that surfaces anomalies and delivers a structured executive summary every morning.

Last updated: August 5, 2026

Who this was for

Financial Services Company

Engagement sponsor: Operations Director

Situation
  • Weekly reporting required 4-6 hours of manual data gathering across multiple disconnected systems
  • Leadership had no real-time visibility into operational health, compliance status, or workflow bottlenecks
  • Reports were outdated by the time they were delivered, so decisions were made on stale data
  • No way to detect trends or anomalies until they became urgent problems
Our approach

What we did

  • Consolidated data from operational systems into a single integrated data layer, eliminating manual export and assembly
  • Built a real-time operational dashboard with drill-down views for leadership, compliance, and operations teams
  • Added agent-driven anomaly detection that flags deviations in key metrics before they become incidents
  • Deployed automated summarization that generates weekly briefings from live data, with no human assembly required
  • Created threshold-based alerts that notify the right people when metrics drift outside acceptable ranges
Results

Outcomes

6+ hours per week recovered

Reporting that required manual assembly now generates automatically from live operational data

Source: Pure Source engagement data, 2025

Real-time visibility for leadership

Executives and managers see operational health, compliance posture, and workflow performance at any time, not just on report day

Source: Pure Source engagement data, 2025

Problems surfaced before they escalate

Agent-driven anomaly detection and threshold alerts catch drift and deviations early, turning reactive firefighting into proactive management

Source: Pure Source engagement data, 2025

The team went from assembling reports to acting on them. AI surfaces what matters, dashboards make it visible, and leadership makes decisions from live data instead of last week's spreadsheet.

— Operations Director, Financial Services Company

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