Engineering Software Built for
Subsurface Professionals
Practical software tools grounded in petroleum engineering expertise — designed to support real field decisions, not replace engineering judgement.
● ● ● StimuCore · Decision Engine v1.0
Formation: Sandstone · Depth: 2,400m · Permeability: 18 mD
▶ Analysing 847 well analogues…
Matrix Acidizing · 15% HCl · 2.5 bbl/min
Confidence: 91% · Est. PI improvement: +2.3x · Risk: Low
StimuCore
AI-Driven Well Stimulation Decision Support
StimuCore is an intelligent decision-support system for well stimulation treatment selection. It combines machine learning (XGBoost), optimization (Optuna), and retrieval-augmented generation to help engineers select the right treatment — faster and with greater confidence.
Built on 25+ years of field experience from Dr. Mansoor Zoveidavianpoor and trained on real well performance data across petroleum and geothermal formations.
- XGBoost treatment outcome prediction engine
- Optuna-powered multi-variable optimization
- RAG-based engineering knowledge retrieval
- Field-validated across sandstone, carbonate & geothermal formations
- FastAPI backend · Groq LLM · Next.js interface
● Currently in active development — Phase 3 (RAG) in progress
From Input to Decision in Seconds
Input Well Parameters
Enter formation type, depth, permeability, reservoir pressure, and historical production data.
AI Analysis & Optimization
XGBoost models predict treatment outcomes. Optuna finds the optimal treatment configuration across hundreds of variables.
Recommended Treatment Plan
Receive a ranked treatment recommendation with confidence score, risk assessment, and engineering rationale.
Production-Grade Technology Stack
StimuCore Roadmap
Machine Learning Core (XGBoost)
✓ Complete
Treatment outcome prediction model trained on well performance data across multiple formation types.
Optimization Engine (Optuna)
✓ Complete
Multi-variable hyperparameter optimization for treatment design — acid type, concentration, rate, volume.
Knowledge Retrieval (RAG)
◌ In Progress
Retrieval-augmented generation layer connecting LLM reasoning to engineering literature and field case studies.
Engineering Advisor Interface
◌ In Progress
Natural-language interface for engineers to query treatment recommendations and receive detailed rationale.
Production API
◌ In Progress
Secure REST API for integration with existing field data management and reservoir simulation platforms.
Web Application
◌ In Progress
Full Next.js frontend with project management, well history tracking, and PDF report generation.
What We're Building Next
ReservoirIQ
Production forecasting and reservoir characterization tool using decline curve analysis, material balance, and machine learning — built for engineers managing mature fields.
GeoPlan
Site assessment and system planning tool for geothermal energy projects — from geological data input to energy output modelling and economic viability analysis.
Interested in StimuCore
or a Custom Solution?
Whether you want early access to StimuCore, need a bespoke tool for your field workflow, or want to discuss how AI can support your engineering decisions — we want to hear from you.
- Early access to StimuCore beta
- Custom tool development for specific field challenges
- Integration with your existing reservoir simulation stack
- Technical consultation on AI-assisted engineering workflows
📧 Email:
support@carbonstrata.org
Response within 1 business day.
StimuCore is currently in development. Early access requests are reviewed on a first-come basis. Academic and research partners welcome.