MineSignal AI — Give Geologists Their Time Back

In Beta

MineSignal Verify

Automated QA/QC for drillhole assay data across every element in the dataset. The checks every geologist runs manually in Excel, finished in seconds. Runs locally—your data never leaves your machine.

Gap & Overlap Detection

Flags missing intervals and overlapping sample depths within each drillhole. Catches data entry and lab reporting errors before they propagate into a resource model.

Multi-Element Outlier Flagging

Scans every geochemical column in the file. Flags values beyond 3σ per element—Au, Cu, Zn, As, Sb, all of them. Flags but never deletes. Statistical outlier is not the same as geological anomaly.

Co-Occurrence Spikes

When multiple elements spike in the same interval, you need to see it explicitly. Either a real mineralised zone or a contamination event. MineSignal surfaces both.

QAQC Sample Performance

Standards, blanks, and duplicates evaluated automatically. CRM values checked against expected ±2σ. Blanks flagged above detection limit. Duplicate pairs flagged at RPD > 20%.

Collar Coordinate Check

Duplicate locations, null coordinates, points outside the project bounding box. The kind of errors that break a spatial database but hide in a spreadsheet.

minesignal-verify

$ minesignal-verify --assay assays.csv --collar collars.csv

======================================== Assay file: assays.csv (847 intervals · 12 holes) Collar file: collars.csv (12 collars) QAQC samples: detected
3 found 0 found Au 4 intervals (threshold: >45.2 g/t) Cu 1 interval (threshold: >8.3%) As 7 intervals (threshold: >2,840 ppm) 3 co-occurring spikes 1 failure (batch 2209, +3.2σ) 0 failures 2 failures (RPD > 20%) 0 issues
↔ 21 total issues — see verify_report_2024-03-05.csv
$

Local First

Your data stays on your machine. Zero network calls. Drill results are material non-public information—we take that seriously.

Works With Your Stack

CLI, MCP server, QGIS plugin. MineSignal plugs into tools you already use rather than asking you to learn a new platform.

Built by Geologists

Not a data science project looking for a geology use case. Founded by geologists who've done this work manually and built the tools they wished existed.

What's Next

We're automating your workflows.

Verify is the first tool. There's more in the works—built the same way. Local first, plugged into the tools you already use, designed to eliminate the repetitive work that eats your field season.

Tell us what you want to see.

What takes you too long? What do you wish existed? We're building the roadmap based on what working geologists actually need.

Who It's For

Built for people who read the reports.

Exploration Geologists

QA/QC your assay data in seconds. Find intercepts. Generate drill reports. Spend your time on geology, not data wrangling.

Geological Consultants

Standardise your QA workflow across every client project. Consistent checks, consistent output, audit-ready documentation every time.

Exploration Companies

Ship drill results faster. Automated QA flags catch errors before they reach a resource model or a press release. Tools your whole team can use from day one.

Give geologists their time back.