For Strategic Partners

Co-investment in the next-generation exploration stack.

AiRE owns a unified portfolio of mineral-exploration software — multi-method prospectivity, 3D scoring, regional reconnaissance, literature synthesis, and data ingestion — converging on a forthcoming flagship platform. For corporate venture arms, mining majors with technical-software portfolios, and strategic investors evaluating positions in indigenous AI for resource exploration, this is where the roadmap conversation starts.

Open a partner conversation → Request the partnership brief

What's Being Built

A unified product suite — converging on Garud.

Five products on disk today. Multiple capabilities being unified into the forthcoming Garud CAGE-IN Mineral Prospectivity Mapper — a single flagship platform with the underlying methods preserved as modules.

Flagship · Public Stable v1.0.0 Garud

CAGE-IN Mineral Prospectivity

Multi-method prospectivity — Method A WLC + Method B RF + Ensemble Fusion. Six sensors, 12 deposit models, 220+ regression tests.

Production · 3D Prospectivity

Bhumi3DMapper

3D mineral prospectivity for working geologists. Proximity + Blind models in one pipeline; pure-Python core; deposit-agnostic adapter.

Production · Data Ingestion

Batch GIS File Loader

Recursive folder-tree scan over 20+ vector and raster formats. Production-deployed at AiRE on every new client engagement.

In Development · Regional Reconnaissance

OmniMiner

Spectral analysis for greenfield reconnaissance over thousands of square kilometres — Landsat, Sentinel and ASTER pipelines built into QGIS.

In Development · AI Researcher

Varahmihir AI

Area- and commodity-scoped automated research over the open web. Surfaces public-domain reports, academic literature, and mineral-occurrence data with full citations.

Forthcoming

Garud CAGE-IN Mineral Prospectivity Mapper

Unification of geophysical, alteration, geochemical, and ensemble methods under one platform. Built on the production CAGE-IN core. Roadmap shared under NDA.

Why the Stack Compounds

Production engineering. Peer-reviewed methodology. India-held IP.

Six structural reasons the portfolio is not replicable on commodity timelines or commodity budgets.

220+ regression tests

Phase-specific test classes cover spectral, geophysics, terrain, geology, geochemistry. Code-vs-doc drift prevented at merge gate.

Multi-method scoring

Method A knowledge-driven WLC + Method B Random Forest with spatial-block CV + Ensemble Fusion via Dempster-Shafer. Three engines, one ranked output.

Six sensor families

ASTER · Landsat 8/9 · Sentinel-2 · EMIT L2A/L2B · PALSAR SAR · EnMAP. 21 spectral alteration indices feed 28 composite pre-computations across six evidence families.

12 deposit models

Calibrated against the published prospectivity literature. Cross-validated on Nevada, Titiribi, Rajasthan, and Uganda terrains.

Production-grade compute

GPU-tiled spectral index computation (CuPy with hardware-adaptive VRAM scheduling). Numba-accelerated scoring (13.6× over pure Python). 2–5 minutes per 1,000 km².

India-held IP, India-incorporated

AiRE is an Indian private limited company (CIN U74999TG2017PTC115998). All IP wholly owned and India-resident. India-resident processing on request.

Read the full CAGE-IN technical brief →

Engagement Shapes

Capital, product, or distribution. Or all three.

Partnership shapes that have surfaced in conversations to date. Each is a starting point, not a fixed template — terms calibrate to what your portfolio actually needs.

Capital Partner

Strategic investment in the productisation roadmap

Equity or convertible-debt position aligned to Garud platformisation milestones. Returns from licensing revenue plus the unified-stack valuation arc. Best for: corporate venture arms with exploration-tech mandates; sovereign-wealth desks tracking indigenous AI.

Product Partner

White-label / embedded-licence + pull-through use

Operate CAGE-IN (and the Garud stack as it ships) on your own exploration portfolio under embedded-licence terms — and offer the same capability to your clients under your brand. Returns: discovery velocity on your own ground plus a defensible technical differentiator versus competing operators.

Distribution Partner

Regional or sector channel

Co-marketing and referral arrangements into a specific jurisdiction or sector you already serve — Canadian junior community, ASX mid-tier, African government surveys, Middle East critical-minerals programmes. Revenue share on engagements you originate; technical delivery stays with AiRE.

Living Methodology

AI-backed fluid software is a defensive moat. Frozen models and point-in-time AI products cannot replicate continuous-curation engineering on commodity timelines.

How the moat compounds →

Where We're Going

From plugin to platform. From platform to ecosystem.

Phases sequenced so each one funds the next. Specific timelines are shared in the partnership brief under NDA.

Now

Production stack, first institutional conversations

→CAGE-IN v1.0 Garud public stable
→Five products on disk; three services in active delivery
→First government-scale procurement conversations open

→Garud CAGE-IN Mineral Prospectivity Mapper as unified product
→Multi-tenant web platform on MeitY-empanelled infrastructure
→First sanctioned institutional reference engagement

Later

Ecosystem and international footprint

→Productised services pipeline (GPI, Drill DB, Spectral)
→International IP filings into resource-rich jurisdictions
→Distribution partnerships across exploration-active geographies

How a Conversation Starts

Mutual NDA. Sealed technical memorandum. Then a deeper read.

What you have read on this site is the publicly-shareable layer of the technology — enough to evaluate the architecture and the proposition. Behind mutual NDA, we share the platform-architecture detail, deployment specifics, and the IP-portfolio dossier including filings in progress.

Trade-secret elements — the reasoning flowsheet, the weight tables, the implementation-level deposit-model rules — remain sealed and are exposed only as required inside a closed engagement, never as part of a partnership conversation.

Open a Conversation

Tell us about your portfolio. We will share the brief.

A first call with Dr. Amit Tripathi, founder. 30 minutes. We will walk your strategic posture in exploration tech, where AiRE's stack fits the gap, and what a partnership shape could look like. Mutual NDA from the first message.