ENFRES

PREDICTION SOFTWARE + EXPERT IMPLEMENTATION

Know where to act.
Understand why.

Keep customers. Focus sales. Make every review count.

Identify customers likely to leave, prioritize prospects and flag records for fraud or quality review. Get prediction software and the team to implement it: data preparation, model evaluation, integration and deployment on your infrastructure or in the cloud.

Request a demo Take the 2-min quiz →See the 60-second example →

On premises or cloud · Explainable models · Tailored implementation

YOUR DATA. A CLEAR PATH TO PREDICTION.
Your business dataDatasets from your organization
NeurytikaPrediction software powered by ERC
Predict outcomes

Apply a model built around your data.

Understand why

Inspect the evidence behind the prediction.

On your infrastructure or in the cloud

Software, integration and training for your team

01 / Prediction software02 / Your choice of infrastructure03 / Expert consulting

WHAT WOULD YOU LIKE TO IMPROVE?

Start with your business problem

Your question.
A clear path to action.

You already have customer, sales or operational records. Turn them into useful predictions with explanations your team can inspect.

Keep more customers

Identify customers likely to leave and give account teams the evidence to prepare their next conversation.

Explore the solution ↗

Focus on the right sales leads

Use your sales history to qualify prospects and explain which patterns support a predicted outcome.

Explore the solution ↗

Spot suspicious transactions and claims

Focus fraud reviews on flagged records and show investigators the reasons behind the referral.

Explore the solution ↗

Target your quality checks

Use production and inspection history to classify quality outcomes and guide the next check.

Explore the solution ↗

Keep your business data in-house

Run prediction software inside your organization, with a local installation and tailored implementation.

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Find software and implementation support

Work with our predictive analytics consulting team to build, evaluate and deploy a prediction workflow on your records.

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THE NEURYTIKA SOFTWARE

01 — From data to predictions

Turn your data into
predictions you can explain.

Explore your tabular data, build a classification model and inspect the patterns behind its predictions. Neurytika connects analysis and explanation in one software workflow.

  1. 01 / PREPARE

    Start with your data

    Import a CSV, explore its structure and choose the outcome you want to predict.

  2. 02 / BUILD

    Build your model

    Learn patterns from your data and evaluate how well the model predicts the target outcome.

  3. 03 / PREDICT

    Apply it to new cases

    Use the model to classify new observations in your chosen environment.

  4. 04 / UNDERSTAND

    See what contributed

    Inspect the feature combinations and observed evidence contributing to a prediction.

WHAT YOUR TEAM GETS

A prediction is the start.
Understanding makes it useful.

Give analysts, domain experts and technical teams a shared way to examine a model's results.

  • See the resultReview the predicted class for an observation.
  • Explore the explanationInspect which combinations of features support that result.
  • Examine the evidenceLook at how often those patterns occurred in the data.
PROJECTS WE CAN EXPLORE WITH YOU

Customer retention · Lead qualification · Quality assessment · Fraud detection

Discuss your use case ↗

BUILT AROUND YOUR BUSINESS QUESTIONS

Enterprise & public-sector applications

Put explainable prediction
to work in your organization.

A useful prediction. A clear explanation. A team ready to act.

Neurytika brings classification and inspectable evidence into the workflows your teams already use. We shape the model, integration and deployment around your data and objectives.

INDUSTRY / QUALITY & OPERATIONS

Focus quality reviews where they matter.

Use production records, measurements and inspection history to classify quality outcomes and guide the next review.

Give quality teams a clear explanation.

  • Surface the combinations associated with a quality category.
  • Connect each result to observed production patterns.
  • Help experts investigate and document their assessment.
Explore this use case with us ↗
PUBLIC SECTOR / CASE PRIORITIZATION

Prioritize files with a clear rationale.

Use structured case data to support the prioritization of files for human review, with an explanation that teams can examine.

Make prioritization easier to explain.

  • See which characteristics contribute to a priority category.
  • Review the supporting patterns and their frequency.
  • Equip agents and supervisors to discuss each recommendation.
Explore this use case with us ↗
ENTERPRISE / SERVICE & INCIDENTS

Route incidents to the right team.

Classify operational incidents from structured fields such as equipment, severity, service and history, then support their assignment.

Turn predictions into actionable context.

  • Suggest a category or destination for a new incident.
  • Show the feature combinations supporting the result.
  • Help operations teams review, refine and integrate the workflow.
Explore this use case with us ↗
BANKING, INSURANCE & PUBLIC ADMINISTRATION

Detect fraud signals. Explain each referral.

Analyze structured transaction, claim or case data to identify patterns associated with fraud and propose files for review.

Give reviewers the reasons behind the referral.

  • Show which feature combinations contribute to a file being proposed for control.
  • Inspect how often those patterns appeared and their association with fraud labels.
  • Help investigators document the referral and focus their review on the supporting evidence.
Explore fraud detection ↗

Your data. Your workflow. Your explanation.

From the first use-case discussion to deployment on premises or in the cloud, we work with your team to build an interpretable prediction solution.

Discuss your project ↗

READY TO FIND THE RIGHT SOLUTION?

Bring your objective.
Leave with a clear next step.

Get Neurytika software with expert support for data preparation, model evaluation, integration, deployment and training.

Start with a focused pilot, or discuss a software and implementation proposal for your organization.

Discuss your software project

Built around your organization

  • Your historical data and the outcome you want to predict
  • Predictions and explanations for your team to review
  • Integration scoped to your existing systems
  • Local installation or deployment in your preferred cloud
  • A tailored software and consulting proposal
Explore software and consulting ↗

CHOOSING AI FOR YOUR BUSINESS

Generative or predictive?
Start with your goal.

Explore the difference through practical examples for fraud review, quality and service operations.

Read the business guide ↗

DATA SOVEREIGNTY & CONTROL

Your data stays
in your chosen environment.

Run predictions on your own infrastructure, keep datasets and models locally, and define the operating workflow with your IT team.

Explore data sovereignty and AI deployment ↗

YOUR DATA. YOUR ENVIRONMENT.

02 — Deployment

Run Neurytika
where it works for you.

Choose an installation on your own infrastructure or a cloud deployment. We help shape the setup around your data, IT environment and operational needs.

ON PREMISES

Your infrastructure.
Your control.

Deploy Neurytika within your organization and process your data locally. Keep your datasets and models in your own environment, with no cloud service required.

  • Local installation in your IT environment
  • Data processing within your infrastructure
  • Integration with your internal workflows
CLOUD

Your preferred cloud.
A tailored setup.

Choose a cloud environment that suits your organization. We work with your team to configure the deployment, data flows and integration for your use case.

  • Deployment in your chosen cloud environment
  • Configuration around your access requirements
  • Integration with your existing data workflows

SOFTWARE + EXPERTISE

03 — Consulting & implementation

From your use case
to your working solution.

Work directly with us to build a prediction workflow on your data. Our consulting connects the software to your objectives, your systems and the people who use it.

  1. 01 / SCOPE

    Define the objective

    Identify the outcome to predict, the available data and the criteria that make the solution useful to your team.

  2. 02 / ADAPT

    Build around your data

    Prepare datasets, configure the model and evaluate predictive results and explanations against your use case.

  3. 03 / INTEGRATE

    Deploy in your environment

    Install Neurytika locally or in the cloud and connect the prediction workflow to your existing systems.

  4. 04 / ENABLE

    Equip your team

    Train users to explore results, interpret contributing patterns and work with the deployed solution.

Discuss your project ↗

THE TECHNOLOGY BEHIND THE SOFTWARE

04 — Powered by ERC

Make the pattern
part of the explanation.

ERC represents evidence as combinations of discrete features, with counts and probabilities that can be inspected directly.

Numeric values are grouped into bins and categorical values become tokens. ERC evaluates combinations up to a configurable size and tracks their support across classes. These local evidence units connect a prediction to concrete patterns in the dataset.

01

See which features occur together

Inspect meaningful combinations of discrete features and the outcomes associated with them.

02

Examine the evidence

Read support counts alongside conditional probabilities to understand the observations behind a pattern.

03

Trace a prediction

Inspect activated patterns, their weights and their support to understand the evidence contributing to a selected prediction.

NEUROCOMPUTINGEvidence Ratio
Classifier
OPEN ACCESS

THE SCIENCE IS OPEN TO READ

Peer-reviewed research.
Evidence you can inspect.

Evidence ratio classifier: A one-pass model for fast incremental learning

F. L. Olivier Manette · Neurocomputing, Volume 659, January 2026, article 131797.

Read the learning rule, experimental protocols, baseline comparisons and results for Adult Income, Mushroom, Iris and synthetic card fraud.

Read the open-access article ↗Published under CC BY-NC 4.0 · DOI: 10.1016/j.neucom.2025.131797

PUBLISHED ERC BENCHMARKS

85.1%Adult Income
100%Mushroom
95.6%Iris
91.0%Synthetic card fraud

Test accuracy reported in Table 7 of the published study. Adult uses its canonical train/test split; the other datasets use stratified 70/30 splits. Explore the experiments and results ↗

MEET THE COMPANY BEHIND NEURYTIKA

From aircraft engineering
to explainable prediction.

Meet Celeste EcoFlyers, explore our public milestones and discover why embedded AI is an important part of our work.

Explore the company, team and research ↗
Celeste EcoFlyers pneumatic-wing aircraft prototype
Photo © Celeste EcoFlyers

FOR UNIVERSITIES & SCHOOLS

Academic access

Explore explainable AI.
Teach it. Study it.

Neurytika is available to students, teachers and researchers for education and non-commercial research, with access to the source code after registration.

Request academic access ↗

Bring interpretable prediction into the classroom.

Use Neurytika to explore datasets, study classification and examine the evidence behind model predictions.

  • For universities, schools, students and teaching staff
  • Source-code access for educational and research use
  • Register through the form with your institution and intended use

BEFORE WE TALK

Your questions, answered

A clear starting point
for your project.

Is Neurytika software or a consulting service?

Both. We provide the prediction software and can help prepare your data, adapt and evaluate the model, integrate the workflow, deploy it and train your team.

Can our data stay in our organization?

Yes. Neurytika can be deployed on your infrastructure and process data locally, with no cloud service required. Cloud deployment is also available.

What should we bring to the first conversation?

Your prediction objective, an overview of your tabular data and your preferred deployment environment. You can describe the project before sharing any dataset.

How is a commercial project scoped?

We discuss your use case, data, integration and deployment needs, then define the software and consulting scope with you. Contact us for a proposal.

How do we get academic access?

Students, teachers and researchers can register through the academic access form. Include your institution and intended educational or non-commercial research use.

START WITH YOUR DATA

A focused pilot. A clear next step.

Evaluate Neurytika on a representative dataset, compare results and review the explanations with your team. Receive a practical recommendation for integration.

Explore an Explainable AI Pilot ↗

LET'S BUILD YOUR SOLUTION

Your next prediction project
starts here.

See how Neurytika could fit your workflow. Tell us what you want to predict, the kind of data you work with and where you would like the software to run.

We will discuss your needs and the next steps for a demonstration or a tailored proposal.

CONTACT SALES

Tell us about your project.

Request a demonstration, discuss your data, or plan a deployment in your environment.

Tell us about your project ↗

FormSubmit processes and forwards your message to our sales team.

Embedded AI for aerospace ↗