4Point AI

What 4Point AI does

4Point AI is a Toronto- and San Francisco-based frontier technology lab, incorporated as 4Point Technologies, Inc. in Delaware, that builds a Spatial Intelligence Platform for subsurface decision-making in mining, oil and gas, construction, government, and earth science research. The platform is anchored by the proprietary Spatially Informed Intelligence Model (SIIM), which combines Graph Neural Network-hybrid deep learning, reinforcement learning integration for virtual terrain training, and physics-informed inversion to generate uncertainty-aware 3D geological predictions, target rankings, and drill-priority outputs from sparse and biased mining datasets. The company has publicly disclosed external benchmark results, including R² 0.875 in out-of-range clay modeling and 50-90% error reduction in sparse and boundary geological settings relative to classical geostatistics.

4Point AI monetizes through project-based predictive modeling engagements priced from $75,000 to $200,000 USD per six-month cycle, with custom enterprise quotes for larger scopes, alongside royalty-linked partnerships (2-4% royalty for 35-80% upfront discount), success fees tied to drill validation, and a Joint Venture Program in Nevada, Utah, and Arizona where the company retains economic exposure to AI-generated copper, lithium, and rare earth opportunities. Distribution combines direct enterprise field sales, a Geologist Referral Program paying up to $10,000 per signed client, and a freemium self-serve workspace called Terra-X. Named customers are entirely governmental to date — U.S. Department of Energy, Saudi Arabia Geological Survey, and the KSA Ministry of Industry & Mineral Resources — and the company is backed by J.P. Morgan, Spatial Capital, ID3 Ventures, and incubation support from Techstars Space Accelerator, Google for Startups Canada, and the Creative Destruction Lab Minerals-Stream.

Name

4Point AI

Legal name

4Point Technologies, Inc.

Website

https://4point.ai

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

1–10 employees

Short description

4Point AI is a Toronto- and San Francisco-based AI lab whose Spatial Intelligence Platform uses proprietary graph neural network and reinforcement learning models to deliver uncertainty-aware subsurface predictions and mineral targeting for mining operators, governments, and earth science researchers.

Ownership category

akta.pro rank

Product category

Mining AI and Subsurface Intelligence Software

NAICS

Geophysical Surveying and Mapping Services (541360), Computer Systems Design and Related Services (54151), Custom Computer Programming Services (541511)

SIC

Services-Computer Integrated Systems Design (7373)

akta.pro industry

PRIMARYBPAMANAK

GIS & Spatial Data Management Platforms

Business & Public Services/Web, Mobile & Digital Platforms/Maps, Location & Navigation Platforms

SECONDARYHDAAAHAL

Scenario Planning, Forecasting Platforms & Planning Intelligence

Hardware, Technology & Telecom/Artificial Intelligence & Machine Learning/Predictive Analytics & Decision Intelligence

SECONDARYBPAEAHAF

AI/ML Engineering & Model Development Services

Business & Public Services/IT & Digital Services (Managed Services, Systems Integration)/Data, Analytics & AI Services

SECONDARYHDAEANAB

Model Development & Training Platforms (AutoML, Notebooks, Feature Stores)

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

Keywords

• AI mineral exploration
• Subsurface intelligence software
• Geological AI modeling
• Spatial intelligence platform
• Mining targeting AI

Headquarters

HQ city

Toronto

HQ country

Canada

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure

Revenue model

1. Predictive Modeling Engagements: Project-based engagements with three major prediction cycles over 6 months. Pricing scales by area (10-100 sq km) and depth (500-2,000 m) from $75,000 to $200,000 base price. Revenue recognized upon delivery of prediction cycles and technical reports.
2. Royalty-Linked Partnerships: Reduced upfront fee (35-80% discount) in exchange for 2-4% royalty interest tied to commercial outcomes from discoveries, mine-life extensions, or project sales. Creates recurring portfolio value as projects mature over 5+ year horizon.
3. Technical Services & Workflow: Professional services including data transformation, AI model training, interpretation, 3D modeling, technical reporting, and support throughout the 6-month engagement cycle. Billed as part of engagement packages.
4. Enterprise Custom Scoping: Custom enterprise quotes for projects exceeding 100 sq km or 2,000 m depth, or requiring specialized deliverables. Handled through direct sales engagement with tailored commercial terms.
5. Success Fees: Performance-based fees tied to validation of predictive targets by drilling or successful project outcomes. Combined with reduced upfront + capped royalty structures for cash-sensitive clients.

Pricing tiers

Go-to-market motion3 records

Distribution channels5 records

Marketing channels8 records

Core offering

4Point AI develops and sells a Spatial Intelligence Platform built around its proprietary Spatially Informed Intelligence Model (SIIM), which fuses geological, geophysical, geochemical, remote-sensing, and metallurgical data into 3D target packs, uncertainty volumes, and auditable rationale layers for mining, oil & gas, construction, and government subsurface decisions. Standard predictive modeling engagements run as three-cycle, six-month projects priced from $75,000 to $200,000 USD, with options for royalty-linked discount structures, and the company offers a free self-serve geological reasoning workspace (Terra-X), a Smart Visualization Tool, and a client-facing 4Point Dashboard.

Product overview

4Point AI's product portfolio is built around its core Spatial Intelligence Platform, a proprietary AI operating system for subsurface decisions. The platform is powered by the Spatially Informed Intelligence Model (SIIM) at its core, augmented by a GNN-Hybrid Model Stack, Reinforcement Learning integration, and Physics-Informed Inversion. Key products built on or alongside this platform include Terra-X (an AI-powered geological reasoning workspace), the Smart Visualization Tool (interactive data analysis and block model rendering), the Gold Discovery Demo (targeting demonstration), the SSAI-1 Model demo, and the client-facing 4Point Dashboard portal. Commercial service offerings include the Standard Exploration Package (a three-cycle, six-month engagement from $75,000 to $200,000), the Joint Venture Program (4Point retains upside in AI-generated mineral targets in NV/UT/AZ), and the Geologist Referral Program. The platform serves mining operators, oil & gas companies, construction firms, governments, and earth science researchers.

Differentiator

Problem solved

Functional benefit

Brands

• Terra-X: Geological reasoning platform providing exploration teams with a disciplined workspace for interpreting datasets, synthesizing evidence, and producing clearer technical outputs across maps, files, chats, and reports.
• Terra-X

Products and services

• Spatial Intelligence Platform Proprietary AI-powered operating system for subsurface decisions, fusing geological, geophysical, geochemical, remote-sensing, and metallurgical data into a unified reasoning substrate to deliver 3D target packs, uncertainty maps, ranked exploration targets, and explainable, auditable rationale layers for mining, energy, construction, government, and earth-science stakeholders.
• Terra-X Geological Reasoning Platform Self-serve AI-powered geological reasoning workspace for exploration teams to interpret datasets, synthesize evidence, and produce technical outputs across maps, files, chats, and reports; includes Google/Microsoft SSO and free workspace access with an enterprise deployment path via SIIM.
• Smart Visualization Tool Interactive web-based visualization platform enabling dynamic data clustering, data overlay analysis, block model rendering, method comparison plots, and intersection analysis of subsurface prediction outputs for 4Point AI's enterprise clients and prospects.
• 4Point Dashboard (Client Portal) Client portal for authorized users to access 4Point AI's services, deliverables, and reports, secured via Google and Microsoft single sign-on.
• Standard Exploration Package (Predictive Modeling Engagement) Three-cycle, six-month predictive modeling engagement delivering updated 3D models, ranked targets, probability surfaces, technical reports, and exportable layers for Leapfrog, Surpac, Vulcan, GIS, and CAD, including data transformation, AI model training, interpretation, 3D modeling, technical reporting, and support.
• Joint Venture Program (AI-Originated Mineral Projects) Program in which 4Point AI applies its Spatial AI targeting engine to generate, rank, and validate mineral opportunities (copper, lithium, rare earths) in Nevada, Utah, and Arizona, retaining economic exposure through earn-in JV, option agreement, exploration concession, royalty, or acquisition structures.

Quantifiable outcome

• 50-90% error reduction in sparse and boundary geological settings vs classical methods
• +6 more outcomes

Named customers3 records

Segments7 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability9 records

Feature6 records

Partnerships

Six partnerships are on record, tiered flagship and core.

• Techstars Space AcceleratorflagshipStrategic or Co-development Partner4Point AI was incubated through the Techstars Space Accelerator program, which provided early-stage support, mentorship, and access to space-industry networks and resources for the company's spatial intelligence technology development.
• Google For Startups CanadacoreStrategic or Co-development Partner4Point AI received incubation support through Google For Startups Canada, gaining access to Google cloud infrastructure, development tools, and startup community resources to build and scale the Spatial Intelligence platform.
• Creative Destruction Lab | Minerals-StreamcoreStrategic or Co-development Partner4Point AI was incubated through the Creative Destruction Lab's Minerals-Stream, an objectives-focused accelerator program for science-based ventures, providing mentorship, milestone-based framework, and access to investors and industry experts in the mining sector.
• U.S. Department of EnergyflagshipStrategic or Co-development PartnerThe U.S. Department of Energy procured 4Point AI's spatial intelligence technology, demonstrating government validation of the technology for strategic resource intelligence and critical mineral assessment applications.
• Saudi Arabia Geological SurveyflagshipStrategic or Co-development PartnerThe Saudi Arabia Geological Survey procured 4Point AI technology for subsurface assessment and geological intelligence, representing international government adoption of the spatial intelligence platform.
• KSA Ministry of Industry & Mineral ResourcesflagshipStrategic or Co-development PartnerThe Kingdom of Saudi Arabia Ministry of Industry & Mineral Resources procured 4Point AI technology as part of national efforts to develop mineral resource intelligence capabilities and strategic mineral security.

Scale indicators10 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• KoBold Metals: AI-driven mineral exploration company using machine learning to discover new deposits of critical minerals. Direct competitor in AI-native mineral targeting with overlapping customer base of mining operators and investors; backed by Breakthrough Energy Ventures and partnered with BHP.
• Earth AI: AI mineral exploration startup combining machine learning with proprietary drilling to discover and validate mineral deposits. Directly comparable as an early-stage AI-native mineral discovery company pursuing similar predictive targeting and royalty/equity upside models.

Emerging players

• VerAI Discoveries: AI-driven mineral targeting company that uses machine learning to identify concealed ore deposits. Comparable technology stack and mining customer focus, though at an earlier commercialization stage than 4Point AI's current sovereign procurement footprint.
• Datarock: Applied AI/ML company focused on the mining value chain including core image analysis, geological logging, and ore characterisation. Comparable as an AI-first vendor serving mining operators with machine learning tooling, though with a narrower initial focus on core sample analytics.

Broad incumbents

• Seequent (Bentley Subsurface): Established geological modeling software provider (Leapfrog, GeoStudio) now part of Bentley Systems. Comparable as a platform for geological interpretation and 3D subsurface modeling, but incumbents with broader scope and traditional rather than AI-native approach.
• Datamine: Long-established mining software platform covering geological modeling, resource estimation, mine planning, and production scheduling. Comparable enterprise customer base in mining but incumbents with traditional software rather than AI-first architecture.
• Micromine: Mining software solutions provider for exploration, resource estimation, and mine planning. Comparable customer base in mining operators and exploration teams; broad incumbent with traditional geological modeling stack.
• Maptek: Mining technology provider offering geological modeling, mine planning, and operational tools. Comparable as a software platform for geological interpretation and mining workflows, though broader and more established than 4Point AI's AI-first approach.
• BHP: Global mining major investing in AI-driven exploration technologies, including via partnerships with AI-native players. Comparable as a target customer and ecosystem participant, and increasingly as a developer of internal AI exploration capabilities that could compete with or absorb vendors like 4Point AI.
• Rio Tinto: Global mining major with significant internal AI/data science investment in exploration and resource modelling. Comparable as both a potential customer for AI exploration tooling and an internal capability developer that may build rather than buy AI mineral targeting.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat5 records

Key risks5 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/4point-ai

Compliance3 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds2 records

Investors4 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about 4Point AI