Exploration decisions still run on
spreadsheets and phone calls.
Independent operators evaluate prospects using inherited knowledge, personal networks, and manual data pulls. The result is slow, inconsistent, and impossible to validate after the fact.
Intelligence at every stage of evaluation
From public data to scored prospects
Connect your basins
Select the basins you operate in. ProspectOS has already ingested every public well, permit, production record, and government lease across 9 major US and international basins. No data upload required.
Prospects scored automatically
The ML model clusters producing wells by formation and spatial proximity, detects coverage gaps, and generates ranked prospect polygons. Each prospect receives a P10/P50/P90 score range with full SHAP decomposition.
Explore with your persona
Four workspace configurations — Geoscientist, Land Professional, Management, and Investor — surface the metrics, tabs, and exports most relevant to your role. Every view is tuned to how you actually make decisions.
Track and validate
Set watch zones on areas of interest. As new permits are filed and wells are drilled, ProspectOS matches outcomes to predictions and updates your track record. The model improves with every drilling result.
Built different from the ground up
Calibrated, not just predictive
Every score is benchmarked against historical outcomes. We publish our hit rates.
Explainable by design
SHAP attribution on every score. Know exactly which features drive each prospect's ranking.
Public data, no lock-in
Built entirely on government regulatory data. No proprietary data dependencies or vendor lock-in.
Operator intelligence included
Quantified operator reliability — no other tool offers this from public production data.
Multi-basin from day one
9 basins ingested. Basin-aware benchmarks ensure scores are comparable across plays.
Minutes, not months
Self-serve onboarding. First scored prospect in under 5 minutes. No implementation project.
Verifiable track record
On-chain prediction anchoring creates an immutable, timestamped audit trail of every score.
AI advisor built in
Ask any question about any location. The Exploration Advisor reasons across the full dataset.
Rigorous methodology, transparent results
Gradient Boosted Trees
XGBoost ensemble with 43 features, spatial block cross-validation, and quantile regression for P10/P50/P90 confidence intervals.
Spatial Feature Engineering
PostGIS-native feature extraction: analog well density, production quality within radius, formation-level benchmarks, and drilling recency signals.
SHAP Explainability
SHapley Additive exPlanations provide per-prospect, per-feature attribution scores. Every deviation from baseline is accounted for.
Prediction-Outcome Loop
Prospective validation framework matches timestamped predictions to real drilling outcomes. The model retrains on expanding ground truth.
Built on public regulatory data
Every well, permit, production record, and government lease in ProspectOS comes from state and federal regulatory agencies. No proprietary data dependencies, no vendor lock-in. Your analysis is reproducible and auditable.
Start evaluating prospects today
No implementation project. No data upload. First scored prospect in under 5 minutes.
- 1 basin, full scoring
- Exploration Advisor (50 queries/mo)
- CSV export
- 1 seat
- Watch zones
- 3 basins, full scoring
- Unlimited Advisor
- All exports (CSV + PDF)
- 5 seats
- Watch zones
- Operator reliability
- Lease intelligence overlay
- All basins
- Seismic upload (BYOS)
- API access
- SSO / SAML
- Custom integrations
- Dedicated support
- SLA
Ready to evaluate prospects
with confidence?
See how ProspectOS scores prospects in your basin. No implementation, no data upload, no commitment.
Perspectives on upstream exploration
How AI Is Reshaping Oil and Gas Exploration
The upstream industry is experiencing a quiet revolution. Machine learning models trained on public well data can now score drilling prospects with measurable accuracy.
What Makes a Good Drilling Prospect?
A framework for evaluating upstream opportunities using production analogs, geological attributes, operator track record, and spacing analysis.
Multi-Basin Exploration for Independents
How small operators can use publicly available data to evaluate opportunities across basins without Enverus-scale budgets.