iFixLog: AI-Powered Well Log Analysis Suite for Geoscientists

Restore, Analyze, and Classify Well Log Data with Machine Learning — in Your Browser.

iFixLog empowers geoscientists with robust, machine learning-based workflows for repairing well log data, predicting petrophysical properties, and classifying facies — all from a secure, web-based platform. Designed for professionals working with subsurface data, iFixLog brings transparency, reproducibility, and efficiency to your interpretation process.

Key Features

ML-Based Log Repair

Use supervised learning models to intelligently fill missing or corrupted well log curves. Reduce uncertainty in interpretation by reconstructing reliable log data.

Petrophysical Property Prediction

Predict key rock and fluid properties such as porosity, permeability, and water saturation using a variety of regression models trained on your own labeled data.

Supervised Facies Classification

Classify depositional facies from labeled datasets using machine learning techniques like decision trees, ensemble methods, and more.

Unsupervised Clustering for Facies Discovery

Apply unsupervised clustering algorithms (e.g., k-means, DBSCAN) to discover natural geological patterns in your log data — without prior labels.

Interactive Visualizations

Visualize logs, facies, predictions, and feature importance with Matplotlib, Seaborn, and Plotly. Interactive plots help support data-driven decision-making.

Automatic Reporting

Generate downloadable reports containing results, charts, interpretations, and metadata — ideal for project documentation and communication.

Built-in Educational Tools

Access curated petrophysical learning resources and interpretation guidelines directly within the platform.

Data Security & Privacy

No data is stored permanently. All computations are done in-memory. iFixLog ensures your sensitive well data stays safe and confidential.

How It Works

Load Your CSV or LAS Files

Upload and preview log data directly from CSV or LAS files using Lasio and Pandas.

Perform Exploratory Analysis

Evaluate log completeness, visualize key features, and prepare data for ML workflows.

Apply AI Tools

Select from a suite of tools for repair, prediction, or classification based on your data and objective.

Generate and Download Reports

Export results, visualizations, and insights in a structured report format.

See iFixLog in Action

ML-Based Log Repair

Our advanced machine learning algorithms can intelligently reconstruct missing or corrupted well log data, providing reliable estimates for interpretation.

  • Supervised learning models for data reconstruction
  • Handles multiple log curve types
  • Maintains geological consistency
  • Provides uncertainty estimates
  • Validates results against known data
Log Repair Visualization

Property Prediction

Predict critical petrophysical properties using machine learning models trained on your labeled datasets.

  • Porosity and permeability prediction
  • Water saturation estimation
  • Rock typing classification
  • Model performance metrics
  • Feature importance analysis
Log Repair Visualization

Facies Classification

Classify depositional facies using both supervised and unsupervised machine learning approaches for comprehensive geological interpretation.

  • Multi-class facies classification
  • Decision tree and ensemble methods
  • Unsupervised clustering discovery
  • Geological pattern recognition
  • Interactive facies visualization
Log Repair Visualization

Credit-Based Access Model

Free Tier

Core functionality with no cost

$0
  • Limited data upload
  • Basic visualization and analysis
  • Free downloads from Data Loading page Only
  • Access to documentation

Premium Features

Pay only for what you need

Credits Starting from $8
  • All Free Tier features
  • Downloading reports: 1 credit
  • Downloading ML workflow outputs: 3 credits
  • Secure payments via Stripe

Technology Stack

Built with modern, reliable tools for professional geoscience workflows

Frontend:

Modern Python web framework for rapid development

ML Libraries:

Industry-standard machine learning frameworks

Data Wrangling:

Powerful data manipulation and numerical computing

Visualization:

Interactive and static plotting libraries

File Handling:

Specialized library for well log data formats

Database:

Reliable relational database management

Payments:

Secure payment processing and billing

Security: In-memory processing

No permanent data storage for privacy protection

Ready to Enhance Your Well Log Analysis?

iFixLog was created by geoscientists, for geoscientists. It combines the power of machine learning with domain-specific knowledge to enhance the quality and efficiency of subsurface interpretation.

Start using iFixLog and transform your petrophysical workflows with the power of machine learning.