Who We Are
Built on a Simple Belief:
India's GCC Story Deserves Better Data
Billions of words of GCC commentary are published every year. Very little of it is grounded in a systematic, real-time view of what is actually happening — who is setting up, where, why, and at what scale. GCC Index™ exists to fix that.
Vision
To be the definitive intelligence source for India's Global Capability Centre economy
Every GCC decision — where to set up, which cities to compete in, which sectors are moving fastest — should be grounded in accurate, timely, and transparent data. We are building that data layer.
Mission
Automate discovery and scoring of every GCC event in India — with zero manual intervention
We monitor India's leading GCC news sources every day, extract structured intelligence using AI, and surface it through a live dashboard and public API — so analysts, investors, policymakers, and operators always have the freshest market picture.
What We Stand For
Our Principles
Signal Over Noise
We classify, score, and validate every event before it enters the index. Quality always beats quantity.
Autonomy by Design
The platform operates independently — delivering fresh, structured GCC intelligence every day without anyone pressing a button.
Transparent Methodology
Every score and rank badge is derived from a documented formula. We publish our methodology — not just our numbers.
India-First Perspective
Built for policymakers in state governments, talent leaders in global firms, analysts at advisory firms, and entrepreneurs in this ecosystem.
Engineering Precision
Built for reliability, not demos. Every component is designed for production-grade performance from day one.
Open Intelligence
The dashboard is public. The API is open to qualified users. GCC intelligence should not be locked behind enterprise paywalls.
The Platform
Four Layers of Intelligence
GCC Index™ is not a database — it is a pipeline. Every layer adds intelligence to raw news, culminating in the scores, tiers, and insights that appear on the dashboard.
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Ingestion Layer
Continuously monitors curated GCC news sources across India. Intelligent deduplication ensures no event is counted twice, keeping the dataset clean and accurate.
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AI Detection & Enrichment
An AI pipeline that filters genuine GCC signals from noise, then extracts structured intelligence — company, city, event type, headcount, sector, and strategic intent.
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Scoring & Validation
Events are scored across multiple dimensions — event type, scale, sector, and strategic intent — producing a weighted CMI impact score. High-confidence events auto-validate.
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Intelligence & API Layer
Validated events drive the live dashboard, city leaderboard with CSI tier badges, weekly AI insight generation, and a structured API delivering city rankings and monthly index data to authorised consumers.