CMPDI AI Awareness Workshop

Coal India Demos

Ten live AI demos built for Coal India, each solving a real mine-planning, environment, safety, or commercial task.

1

DPR Knowledge Assistant

Semantic retrieval and grounded generation over Detailed Project Report excerpts, with structured data extraction. Answers cite sources inline and decline rather than guess.

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2

Satellite Reclamation Viewer

Automated per-pixel change assessment of mine reclamation from satellite imagery, 2016 to 2025. Hotspot ranking and unsupervised clustering surface what to investigate.

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3

Coal Quality Predictor

A trained, calibrated ensemble model predicting coal quality with verified 95% confidence bands. Batch scoring flags exceptions and detects lab bias.

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4

Environmental Compliance Agent

An AI judge checks each environmental clearance condition against evidence with citations and a strict rubric. Also drafts compliance memos and evidence-request letters.

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5

Mine Safety Incident Intelligence

Neural search over incident narratives finds matches keyword search misses. An AI analyst summarizes patterns and drafts fleet safety briefings.

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6

Auction Dossier Assistant

Grounded, cited answers over coal block auction tranche documents, with computed ratios shown transparently. Generates one-click tranche briefing notes.

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7

Raw Coal Dispatch Quality Assurance

Every dispatch scored against its own block's statistical baseline the moment it's logged. Sigma-flagged exceptions get an AI-drafted resampling-request memo, never an automatic call.

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8

Stripping-Ratio Variance Advisor

Retrieves and cites what a mine's Mining Plan actually sanctions, computes the real OB:coal trend with the arithmetic shown, and only drafts a variance note when the fitted trend genuinely warrants one.

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9

Blast-to-Fleet Productivity Advisor

The Kuznetsov fragmentation formula feeds a trained model that corrects it against real shovel-productivity outcomes. Flags underperforming faces and drafts the shift deployment call.

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10

AI Business Case Builder

Itemizes every cost (compute, cloud vs on-prem, talent, integration) against quantified benefits, then computes NPV, IRR, and payback across optimistic/base/pessimistic scenarios - a cost only looks good next to a credible benefit.

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