Case Study

InsightsBot

AnAI-poweredmarketinganalyticsplatformthatautomateddataingestion,anomalydetection,andinsightgeneration,reducingreportingtimeby90%andenablingthesameteamtoscalefrom45to96clients.

Overview

The Challenge

Client

Marketing Analytics Agency — United States

Timeline

4 Months — End-to-End Build

Industry

Marketing Analytics / Decision Intelligence

Tech Stack

GPT-4, Prophet, FastAPI, PostgreSQL, dbt, Redis, React, AWS

Impact

The numbers speak

90%

Reduction in Reporting Time

From 20+ hours per analyst per week to under 2 hours — automated data pulls across 15+ platforms eliminated the manual compilation grind entirely.

96

Clients Served by the Same Team

Scaled from 45 to 96 clients without adding headcount. The freed analyst capacity went directly into higher-value strategic work.

1,507%

First-Year ROI

Full investment recovered in 18 days. Combined labour savings and new revenue from the premium analytics tier delivered outsized returns.

98%

Data Accuracy

Up from 80-85% with manual processes. Automated reconciliation and versioned data storage eliminated human error from the pipeline.

Capabilities

What we built

Real-Time Anomaly Detection

Two-stage filtering processing 9,600 metrics in under 1 minute using Prophet forecasting and pre-computed bounds.

GPT-4 Insight Generation

Multi-stage insight generation with quality scoring and automatic regeneration, matching senior analyst quality in blind testing.

Conversational Analytics Dashboard

Natural language query interface with React and real-time WebSocket updates for instant AI-powered answers.

Audit Trail & Data Versioning

Versioned data storage tracking all revisions with automatic reconciliation notes for full traceability.

"The team transformed our entire business model. Before InsightsBot, reporting was our bottleneck. Every analyst spent 20+ hours weekly on manual data pulls. Now we serve 96 clients with the same team. The AI-generated insights often surpass what our senior analysts produced manually."

Jennifer Martinez, CEO

Marketing Analytics Agency

Outcome

The results

New Revenue Streams

A premium analytics tier generated a 42% client upgrade rate. NPS jumped from 12 to 68. Churn dropped from 18% to 6%. InsightsBot became a profit centre, not just a cost saver.

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