Analytics & AI Dashboard

Predictive box office analytics & revenue intelligence

AIRA consolidates fragmented theatrical collections, regional distributor shares, OTT/satellite licensing, and predictive machine learning models into a unified executive dashboard for film production houses.

AIRA Movie Revenue Intelligence case study preview

Analytics & AI Dashboard

Film Production & Media Distribution

Project snapshot

Predictive box-office analytics and revenue intelligence dashboard unifying theatrical collections, OTT streaming valuations, and predictive lifetime gross modeling.

⏱️ 8 weeks🛠️ Custom Analytics & AI📦 6 Deliverables🔒 Private Client Build

12+Revenue KPI models

Multi-RegionBox office tracking

8 WeeksMVP delivery

The brief

What the project needed to solve

Every build begins with practical business constraints, user demands, and technical goals.

Project context

Film production and distribution businesses operate across complicated multi-tier revenue streams: domestic box office, international territories, streaming rights (OTT), satellite broadcasting, and music licensing. Financial tracking is traditionally scattered across manual spreadsheets, regional distributor reports, and delayed ticketing reconciliations.

Bharat Consultancy Services designed and developed AIRA Movie Revenue Intelligence as a unified decision platform. We consolidated multi-territory theatrical collection feeds, built automated distributor settlement tracking, and integrated machine learning forecasting to project theatrical holdover multipliers and lifetime revenue scenarios.

Key engineering challenges

Consolidate heterogeneous collection reports across domestic cinema chains and overseas distributor territories.
Develop an intuitive scenario simulator that models box office holdover based on opening weekend trends, screen counts, and holiday windows.
Track complex multi-party revenue waterfalls (theatrical share, entertainment tax, distributor commissions, net producer share).
Ensure strict role-based data partitioning between executive producers, distributors, and marketing leads.

Delivery milestones

Studio accounting workflow analysis & revenue waterfall mapping
Database schema design for multi-territory theatrical collections
FastAPI calculation engine & predictive forecasting model build
Dashboard UI development, interactive visualizers & scenario simulator
Studio stakeholder validation, user training & deployment

Technical approach

Architecture & solution tracks

How we structured the systems, engineering workflows, and product layers from design to deployment.

Data Consolidation

Unified Revenue Waterfall & Territory Tracking

Built data normalization pipelines that automatically ingest gross box office receipts, calculate regional deductions (tax, distributor margin, theatre rentals), and display real-time net producer realizations.

Predictive ML

Box Office Holdover & Lifetime Gross Forecasting

Implemented machine learning regression models trained on historical theatrical release curves. The system projects lifetime collections based on day-1 through weekend numbers, screen counts, and genre decay rates.

Visual Analytics

Interactive Territory Heatmaps & Sankey Cashflows

Designed clear visual dashboards featuring interactive regional heatmaps, theatrical vs non-theatrical comparison charts, and budget-to-revenue Sankey diagrams.

Rights Management

Ancillary & Streaming Rights Milestone Tracker

Created contract milestone modules tracking theatrical release exclusivity windows, OTT streaming date deliverables, and music royalty receivables.

What shipped

The assets, systems, and capabilities behind the build

A strong project outcome depends on what actually gets delivered, not just high-level screens or concepts.

Core Deliverables

Executive box office dashboard with multi-territory collection tracking (Domestic & Overseas)
Predictive revenue forecasting simulator with scenario modeling based on screen counts and decay curves
Automated revenue waterfall calculator computing distributor splits and net producer margin
Ancillary rights management portal for OTT streaming, satellite, and music contracts
Daily executive briefing module generating automated performance cards for mobile review
Granular theatre circuit analysis tool highlighting underperforming screens and regional trends

Tech Stack & Tools

Next.js & React Analytics Frontend
Python / FastAPI Backend Engine
Pandas & NumPy Box Office Data Pipeline
Apache ECharts & Recharts Data Visualizations
PostgreSQL Warehouse with Multi-Tenant Partitioning
Docker Containerized Infrastructure

Measurable Impact

Replaced fragmented weekly spreadsheets with single-source-of-truth automated revenue reporting
12+ core revenue and theatrical KPI models available on a single screen
Accurate lifetime theatrical gross projections available within 48 hours of opening weekend
Delivered 8-week production MVP with subsequent predictive ML enhancement

Outcome

AIRA Movie Revenue Intelligence in one line

AIRA provides film producers and studio executives with clarity over their revenue streams, turning chaotic box office receipts and licensing contracts into confident, data-backed financial decisions.

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