Proprietary Technology

CAGE-IN

Constrained Area Gridding for Enhanced Interpretation

What It Is

What is CAGE-IN?

CAGE-IN stands for "Constrained Area Gridding for Enhanced Interpretation". It is our proprietary technology for integrating geological and geophysical data to generate better insights using the same traditional data with the help of AI.

CAGE-IN Components:

  • Enhances unconstrained contrast of a geophysical dataset to highlight subtle anomalies.

  • Imposes geological criteria on the geophysical data and forces processing of geophysical data strictly within the geological constraints. This prevents distortion of geophysical grids by data from different geological domains and improves spatial precision of geophysical anomalies.

  • Defines the geological targets in terms of relational geophysical databases and uses multiple geophysical properties to scan a large area and define locations of potential metal deposits.

CAGE-IN Technology — geophysical data integration

The Case for CAGE-IN

Why Use CAGE-IN?

Reduces the cost and time of exploration.

Identifies potential metal deposits that would otherwise be missed.

Helps to meet the growing demand for base metals, precious metals and battery metals.

Where It Works

From Porphyry Copper to Graphite

Rooted in theoretical geology, CAGE-IN is commodity-agnostic and built to adapt to any geological environment. Its track record already spans the world's most economically significant deposit types.

Porphyry Cu-Au

Applied & validated

Skarn Au-Ag

Applied & validated

Epithermal Au

Applied & validated

Ni Laterite

Applied & validated

Orogenic Gold

Applied & validated

Intrusive-Related

Applied & validated

Graphite

Applied & validated

New Settings

Under active testing

Not sure if CAGE-IN applies to your deposit type? Ask us directly →

Financial Impact

CAGE-IN Helps Save Costs Across Several Dimensions

Time Efficient
By using CAGE-IN the early exploration cycle is shortened from up to 3 years to under 3 months.
Optimized Exploration
The AI-based algorithm makes recommendations on what additional data would be beneficial to pin-pointing the resource.
Risk Mitigation
With quicker results, projects with lower valuations can be sifted through faster, reducing financial risk of wasted investment.
Enhanced Valuation
By finding more potential in an existing area, CAGE-IN can help increase your project's valuation without any additional land or data.
Cost Effective
Save money in multiple ways: less time in early stages, less waste in unnecessary exploration work, identification of total potential value, and maximization of that valuation with the least possible investment.

For Geophysicists & Survey Partners

Technical Specifications

Everything your technical team needs to evaluate CAGE-IN for integration into your survey workflow.

Accepted Input Data Types +

CAGE-IN is geophysical-method agnostic. Any dataset that can be expressed as gridded or point values can be processed, including:

  • Magnetics / TMI (X, Y, Z components)
  • Radiometrics (Total Count, U, Th, K)
  • Gravity
  • IP / Resistivity
  • EM (Time-domain and Frequency-domain)
  • MT (Magnetotellurics)
  • Satellite / Remote Sensing imagery
  • Geological maps and structural data
  • Geochemistry (soil, rock, drill hole)
  • Historical artisanal workings / known mineralisation
Input Format & Resolution Requirements +

CAGE-IN accepts data in any of the following standard geophysical formats:

  • CSV / XYZ point files (X, Y, value columns)
  • Geosoft XYZ format
  • Geosoft .grd grid files
  • ASCII grid files

Grid spacing / scale: Any grid spacing or survey scale can be used — from regional reconnaissance to detailed deposit-scale grids. No minimum or maximum resolution is required; CAGE-IN adapts its processing to the data provided.

Output Deliverables +

Clients receive a complete interpretation package:

  • Enhanced geophysical maps showing CAGE-IN-processed datasets
  • Potential target areas with correlation analysis
  • Target point files for drill planning
  • Confidence classification of identified targets
  • Written interpretation report with geological context and recommendations
Output Formats & Software Compatibility +

All deliverables are provided in open GIS-compatible formats:

  • .shp — Shapefile (vector targets, polygons)
  • .gpkg — GeoPackage (preferred open format)
  • .tif / .tiff — GeoTIFF (raster maps and enhanced grids)

These formats load natively into Oasis Montaj, ArcGIS, QGIS, Leapfrog, Micromine, GOCAD/SKUA, and any other GIS or geological modelling platform that supports standard vector/raster formats.

IP & Technology Protection +

Innovation Protected. Guarded Code. Unguarded Potential.

We openly share the conceptual framework of CAGE-IN — its inputs, outputs, and the geological logic behind it. The actual working code and processing flowsheets are closely guarded as a company trade secret. We deliberately choose not to patent CAGE-IN in order to avoid public disclosure of our proprietary algorithms.

This means the processing power CAGE-IN brings to your projects remains exclusively in our hands — and exclusively yours to benefit from.

Data Security & Confidentiality +

Your exploration data is your company's greatest asset. We treat it accordingly:

  • Mandatory Mutual NDA before any data is shared
  • All client data stored on corporate enterprise Dropbox — AES-256 encryption in transit and at rest
  • Access restricted on a strict need-to-know basis to team members assigned to your project
  • Client data is never co-mingled with other project data
  • Data retained only for the duration of the engagement unless otherwise agreed

Collaboration Model

How We Work With Your Team

CAGE-IN augments your in-house geological team — it does not replace it. Here is exactly how a typical engagement unfolds, from first contact to final deliverable.

  1. 01

    Mutual NDA & Scoping Call

    We begin with a mutual NDA and a scoping call with your geo team to understand your data inventory, project stage, and key geological questions. No data changes hands until this step is complete.

    ~2 working days
  2. 02

    Data Handover & Quality Assessment

    You share datasets via our secure enterprise Dropbox environment. We assess data quality, identify any preprocessing requirements, and confirm a firm delivery date.

    1–3 days
  3. 03

    CAGE-IN Processing

    Our team processes your geophysical, geological, geochemical, and remote sensing data through the CAGE-IN workflow. Your team is not required to contribute time at this stage — we work independently.

    2–8 weeks
  4. 04

    Draft Target Review With Your Geo Team

    We present draft targets and preliminary interpretations to your geo team in a working session. Your team's project knowledge informs revisions to target ranking and geological interpretation before finalisation.

    1 week
  5. 05

    Final Report Delivery

    We deliver the complete CAGE-IN report with all GIS-compatible data files, target coordinates, confidence classifications, and the written interpretation — structured to provide your QP with everything needed for compliant disclosure.

    On confirmed date
  6. 06

    Optional: Ongoing Support & Retainer

    Retainer arrangements are available for iterative re-processing as new drill data comes in. QP sign-off support and news-release technical review are available as optional add-on services.

    As needed

Speed Without Compromise

From Raw Data to Drill Targets: How Fast?

We value speed as much as precision, delivering your complete CAGE-IN prospectivity mapping report within two to eight weeks per prospect area. This flexible timeline depends directly on your data's readiness, the geological complexity of the site, and whether you require a 2D or fully immersive 3D mapping solution.

We work closely with your team during the onboarding phase to assess your data and provide a firm, reliable delivery date — ensuring your exploration timeline stays on track without ever sacrificing the quality of your targets.

Single prospect area — 2D

Processed grid data ready to ingest

2 – 4 weeks

Multi-prospect or regional — 2D

Depends on data volume and geological complexity

4 – 6 weeks

Full 3D prospectivity mapping

Includes structural and lithological modelling layers

6 – 8 weeks

Data digitisation required

If raw data requires preprocessing before ingest

+ 1 – 2 weeks

Timeline confirmed during onboarding assessment. Rush delivery available on request.

For Listed Companies

Regulatory Compatibility & QP Sign-Off

We know that regulatory compliance is a non-negotiable deal-breaker for listed companies. Here is exactly how CAGE-IN fits into your disclosure workflow.

Your QP or Ours

Our reports are packed with robust geological and mathematical detail that your internal Qualified Person (QP) or Competent Person (CP) can use directly as input for their own NI 43-101 or JORC reporting. If you need a full turnkey solution, we have QP-credentialed reporting geologists who can provide compliant sign-offs as an optional add-on service.

View a sample CAGE-IN report

The Math That Makes Your QP's Job Easier

CAGE-IN is a fully defensible exploration targeting technology rooted in theoretical geology and robust mathematical rationale. It generates high-confidence drilling targets based on your existing data, but does not make grade or resource statements. Once initial drilling confirms the model's consistency, CAGE-IN's advanced mathematics can be used to establish a statistical rationale for the "continuation of mineralisation" — empowering your QP to achieve higher-confidence reporting categories while requiring significantly less infill drilling.

What this means for your news release: CAGE-IN-derived targets are geological interpretation outputs — the same category as any third-party geophysical interpretation report. Your QP reviews and signs off on them before public disclosure, exactly as they would with any exploration target. We provide the technical detail and mathematical justification they need to do that efficiently.

Investment

Pricing Scoped to Your Project

Because no two exploration targets are identical, we don't believe in rigid, one-size-fits-all pricing. Our project-specific fees scale dynamically with your project's unique scope — factoring in total area size, data volume, digitisation requirements, and whether you need 2D or 3D mapping.

  • Fees scale with area size, data volume, and geological complexity
  • Steeply discounted rates for long-term retainer arrangements
  • White-label and co-branded delivery available for survey companies
  • 2D and 3D mapping priced separately — you pay only for what you need

Get a Quote in 2 Working Days

Provide us with a few details about your project and we will get back to you with a project-specific quote — no commitment required.

Request a Quote

Prefer to Talk First?

Book a free 30-minute consultation with Dr. Amit Tripathi — no commitment, no sales pitch, just an honest conversation about your project and whether CAGE-IN is a fit.

Schedule a Free 30-Min Call

Technical Transparency

The One Thing Every "Magical" AI Tool Tries to Hide

At our core, we believe a truly credible tool openly acknowledges its limits. CAGE-IN is fundamentally driven by the data on which it is based — the higher the resolution and quality of your input data, the more precise our interpretations become.

To maintain absolute technical integrity, every CAGE-IN report we deliver clearly defines the specific limitations of that interpretation and provides the necessary cautions for the reader. You will never receive a report that oversells certainty.

Review a sample CAGE-IN report — including the Limitations section

What We Always Document in Every Report

Data Resolution Constraints

We specify the resolution of every input dataset and its impact on target confidence and minimum detectable anomaly size.

Coverage Gaps

Areas with single-dataset coverage or no coverage are mapped and flagged — targets in these zones carry a lower confidence tier.

Geological Uncertainty

Where multiple geological models are plausible, we present each and explain how drilling can discriminate between them.

Recommended Verification Steps

Every target includes a recommended next step — from low-cost geochemical sampling to scout drilling — proportional to the target's confidence tier.

What You Receive

Sample CAGE-IN Outputs

Real results from completed projects — all anonymised. These images show typical CAGE-IN deliverables: enhanced geophysical maps with new targets identified against known mineralisation.

Before: Standard TMI — Skarn Deposit

Conventional processing — known mineralisation only visible

Standard TMI with known mineralisation areas — before CAGE-IN

After: CAGE-IN Enhanced TMI — New Targets Identified

CAGE-IN processing reveals additional mineralised zones

CAGE-IN enhanced TMI with new mineralisation targets

Greenfield Discovery: Ni Laterite Targets — East Africa

CAGE-IN applied to aerogeophysics, remote sensing, topography, lithology and geomorphology — Ni resources taken from greenfield to resource in 2 years

CAGE-IN Ni laterite target generation — East Africa

For Survey Companies

Add CAGE-IN to Your Survey Offering

Stop paying for interpretation technology you only need part of the time. CAGE-IN is available to geophysical survey companies as a value-add interpretation layer — delivered on a flexible, project-specific fee model that scales directly with your project's scope.

  • Pricing scales with survey area size, geological complexity, and data volume
  • Steeply discounted rates for long-term retainer arrangements
  • White-label or co-branded delivery available
  • Custom response within 2 working days of inquiry
Data protection guaranteed. All inquiries are covered by our standard Mutual NDA and data security protocols before any project data changes hands.

Request a Project-Specific Quote

Tell us what you need — we'll get back to you with a tailored offer within 2 working days.

🔒 Submitted securely to info@geoexplorationllc.com. All submissions are covered by our standard data security protocols and strict confidentiality.

See It In Action

Ready to Explore With CAGE-IN?

Review our case studies to see real-world results, or get in touch to discuss how CAGE-IN can be applied to your project.