From a fire-hose of evidence to one defensible decision

The best-evidenced bet you’ll take to the board.

Your data. Today’s tech. Tomorrow’s targets.

AiRE resolves the exploration data you already own — satellite imagery, geophysics, geochemistry, drilling — into a ranked, evidence-traced target list: every weight cited, every gap disclosed. You stay in command of every call — the model shows its work; your geologist signs.

Illustrative 3D prospectivity terrain model — synthetic ranked targets and geological structures draped over terrain
Illustrative model only — synthetic targets on a distorted terrain, not real project data. The drill-proven program is below.

Drill-proven. On a live East African nickel program, CAGE-IN-ranked targets were drill-tested and returned confirmed nickel mineralization — carried from raw archives to the rig. See the flagship case →

308 ranked target polygons 13 evidence layers 167 geochem analytes 100% of coverage gaps disclosed
30+
years finding minerals in the field
5
continents of exploration experience
12
deposit models, calibrated to peer-reviewed literature
220+
automated tests — every release reproduces the same answer

Why you can trust a score from us

Not a black box. A score you can audit.

Every weight is cited

Each parameter in every deposit model traces to peer-reviewed literature — no folklore, no unexplained weighting.

Every gap is named

The coverage disclosure shows exactly what your data could not see — the dark layers are on the page, not hidden.

A named geologist signs

A seasoned explorer takes charge and signs off on every report. The model shows its work; you make the call.

Most AI-prospectivity tools bolt an explanation onto a black box. Here the explanation is the model — every score is traceable to a cited weight and a disclosed gap by construction.

Where do I drill?ranked targets →
How sure are we?cited weights →
What can’t the data see?coverage disclosure →

The builder’s story

Thirty years in the field. One conclusion: the software wasn’t keeping up.

Dr. Amit Tripathi spent three decades finding minerals the hard way — mapping, drilling and modeling across twenty countries on five continents. On every project he watched the same quiet failure: the science of ore deposits kept advancing, paper by paper, while the software interpreting exploration data stayed frozen at whatever the vendor shipped.

So he built what didn’t exist: a live, GPU-accelerated targeting platform whose deposit models are calibrated to peer-reviewed literature and updated as the science moves — guarded by more than 220 automated regression tests, and proven on live exploration programs.

“Every drill hole is a bet on an interpretation. I built CAGE-IN to make that bet the best-informed one on the table.”

Dr. Amit Tripathi · Founder, AiRE

PhD, Structural Geology30+ years in exploration22+ publications20+ countries

The 80% reality

We don’t expect clean data. Clean exploration data doesn’t exist.

Most of the work in modern targeting is not the algorithm — it is the wrangling. Legacy MapInfo files, drill logs scanned to PDF, coordinate systems from 1994: that is where exploration programs lose their months, and it is where we start.

“Bring us your absolute worst folder.”

Mismatched datums, legacy geophysics, raw drill intercepts, unindexed geochemistry — the intake pipeline is built for the archive you actually have, not the database you wish you had.

01

Custom geo-data automation

Proprietary scripts ingest the structured majority — standardising datum projections, cleaning spatial coordinates and normalising assay detection limits across multi-year campaigns.

Months of spreadsheet alignment, eliminated.
02

Language-model parsing

Specialised language-model pipelines read the “dark data” standard software ignores — scanned PDFs, unindexed drill logs, legacy structural reports — converting field notes into quantifiable spatial attributes.

Value recovered from forgotten paper archives.
03

Geologist audit

The safety catch. Every automated and language-model output is audited by an experienced exploration geologist before it reaches the targeting engine — checked at the rock level.

Human scrutiny before anything is scored.

The AiRE Council

You don’t hire a consultant. You engage a council.

AiRE is led by a deep bench of senior exploration geologists and specialists spanning five continents. A named, qualified geologist — Dr. Tripathi — governs every project and signs every verdict. Working alongside that human team, a standing council of role-titled AI agents does the tireless work — stress-testing every target and citing every weight before anything ships. The model shows its work; your geologist makes the call.

No weight without citation

Every parameter in every deposit model traces to published, peer-reviewed science. No exceptions, no folklore.

One seat exists to refute the rest

Nothing ships until the council's adversarial auditor has stress-tested every conclusion for false positives — and failed to break it.

Project memory that compounds

The council keeps an append-only record of your geology, your data and every decision — across sessions and across years.

Meet the human bench and the full council →

Outputs, not inputs

Judge us by the deliverables.

Credentials are inputs. These are outputs — sanitized examples of what lands on your desk at the end of an AiRE engagement. Project names, locations and client identifiers removed; the substance intact.

Ranked prospectivity maps

Multi-evidence score rasters with graded drill targets — every score traceable to the evidence layers, deposit model and literature behind it.

Greenfield nickel program · 308 ranked polygons from 13 evidence layers

Interactive 3D deposit models

Single-file 3D viewers your whole board can open — fly through the orebody, inspect every drill intercept. No software, no login, works offline.

3D large polymetallic deposit model
Fly the 3D Deposit Demo

Instant interactive 3D viewer · no login · runs in your browser, even offline

Blind tests prove recovery of what is already known; live programs are scored before anyone knows — across nickel, copper-gold, iron ore, polymetallic and more. See the documented case studies →

Sanitized for confidentiality — nothing here is a disclosure of exploration results or mineral resources under NI 43-101 or the JORC Code, and no economic potential is implied.

Use cases

One engine, every stage of the hunt.

From grassroots ground to a producing mine, CAGE-IN solves a different problem at each stage of exploration — reconnaissance, targeting, optimisation, and resource expansion.

ReconnaissanceTargetingOptimisationResource expansion

See how CAGE-IN plugs in at each stage →

Choose your door

Three ways in.

Miners, national programs and investors come to AiRE with different questions. Each gets its own door — and its own straight answer.

/explorer

Miners & juniors

Where to drill next — and what it costs. Shorten the discovery cycle and turn the data you already paid for into your next drill program.

Enter as a miner

/government

Governments, sovereign wealth & development banks

De-risk exploration at national scale — regional prospectivity mapping that draws investment into your critical and strategic minerals, with full data sovereignty.

Enter as a program

/investor

Investors & financial institutions

Rank the assets in your portfolio on technical merit — which holdings are genuinely prospective, where the risk sits, and which would gain most from a CAGE-IN run.

Enter as an investor

Geologist to geologist

Have messy historical data? Let’s look at it together.

Junior budgets are tight and drilling windows close fast. If you want to know whether your legacy geophysics, geochemistry or drill archives can support an AiRE run, skip the contact form and write to the founder directly.

Dr. Amit Tripathi

PhD, Structural Geology · 30 years in the field

NDA first. Data rooms, not email attachments. Answered personally within two business days.

Email Amit directly

We don’t add to your data pile — we resolve it into a ranked drill decision you can sign and defend.