AI-first mineral analytics
GeoMineral AI Insights is Hitachi's AI-first analytics platform for mining and mineral exploration. It overlays your existing exploration, analytical and operations data into a single graph-based knowledge model. Your team can then query, visualize, and reason over the unified dataset conversationally, using private LLMs grounded in your own data.
The platform combines data federation (your data stays where it lives today, no migration) with a universal semantic layer that establishes a global "truth" the rest of the stack reads from: machine learning, LLM context, dashboards, and decision support. Documented data APIs reach across graph, relational, vector, binary, and our unique in-memory format Hardscape stores, with visualization, model management, and exploration tools layered on top, turning fragmented analytical and exploration data into clear, exploration-ready insight you can defend in front of a board, a regulator, or an investor.
Hitachi combines IT and OT to bring AI closer to your operations: connecting laboratory data, geospatial systems, and exploration workflows into a single sovereign platform that delivers accurate insights faster. Only Hitachi can deliver the full stack: the analytical instrument on the bench, the edge compute next to it, the data fabric beneath, the analytics on top, and the infrastructure underneath.
The Four AI Agents
Discovery Agent
AI-assisted exploration of your geochemistry and mineralogy data. Ask questions in plain English; the GraphRAG agent walks your knowledge graph and returns interactive visualizations grounded in your own data.
Traceability Agent
Trace any sample, lot, or assay result through its full graph lineage in seconds. Built for NI 43-101, JORC Code, and SAMREC Code chain-of-custody and disclosure, and EU Battery Regulation battery-passport provenance for lithium and critical-mineral feedstocks.
Dashboard Agent
Build dashboards by describing them. Natural-language dashboard creation over your live AMICS, XRF, and LIMS data, with no SQL and no developer involvement.
Configuration Agent
Onboard new instruments and data sources in minutes, not days. The Configuration Agent reads sample output files and generates the parser and schema mapping automatically.
Platform Attributes
Graph-Database
Core
Built on a per-customer graph instance over a F.A.I.R. data layer (Apache Arrow and Parquet). Your relationships, your data, your namespace.
AMICS-Native Integration
Direct integration with Hitachi AMICS automated mineralogy. Analytical results flow into the graph without ETL, with full provenance preserved.
Regulatory-Ready Reporting
Pre-configured templates for NI 43-101, JORC Code, and SAMREC Code reporting. Chain-of-custody, e-signature, and audit trail built in.
Apply AI
Confidently
Customer-owned models. No training on your data. Private LLMs on-premises or in your chosen cloud. You keep the model and the training data when the engagement ends.
Transform Analysis into Mineral and Operational Intelligence
Move from manual analysis to exploration-ready insight: faster, more accurately, and at scale.
Deploy AI with Full Control Over Your Geological Data
GeoMineral AI Insights is built for environments where data sensitivity, control, and governance are critical
Built with mining, for mining
GeoMineral AI Insights anchors the Critical Mineral Map of Canada, a public-access mineral-sample database in partnership with the Saskatchewan Research Council and populated automatically from AMICS analyses on Hitachi SU3900 SE microscopes.
Learn more by attending the Canadian Mineral Analysists Conference 2026 September 13-17th in Saskatoon, Sask or the Process Mineralogy ’26 meeting in Cape Town, SA.
Explore Hitachi's Partners and Other Mining Tools
GeoMineral AI Insights anchors the Critical Mineral Map of Canada, a public-access mineral-sample database operated by the Saskatchewan Research Council and populated automatically from AMICS analyses on Hitachi SU3900 SE microscopes. The same platform serves contract laboratories, mining OEMs, and process analytical labs across Canada, Australia, South Africa, and South America.
Make Faster, More Confident Exploration Decisions
GeoMineral AI Insights amplifies your expertise with intelligence: helping you turn complex mineral data into faster, more confident exploration decisions.
