Industrial AI & Machine Learning

Industrial AI Solutions engineering illustration

Industrial AI Solutions

Deploy explainable AI grounded in engineering physics and real operating evidence.


Industrial machine learning, grounded in engineering reality.

Turn inspection, process, condition-monitoring, and maintenance data into traceable decisions—without separating analytics from the physics and operating context of the asset.

AI that supports accountable engineering decisions

Logaritm combines domain expertise, quality-controlled data pipelines, physics-informed features, and explainable models. The result is not another dashboard: it is a decision-support capability engineers can challenge, validate, and use.

Condition intelligence

Detect abnormal behavior, degradation patterns, and emerging risk across rotating, static, and structural assets.

Inspection prioritization

Focus inspection and engineering attention where evidence indicates the highest consequence and uncertainty.

Performance forecasting

Forecast health indicators and remaining-life drivers while preserving confidence bounds and engineering assumptions.

A disciplined delivery path

  1. Frame the decision. Define the engineering question, consequence, and accountable owner.
  2. Validate the evidence. Assess data quality, coverage, bias, and failure modes.
  3. Build the minimum useful model. Benchmark transparent methods before increasing complexity.
  4. Verify with engineers. Test performance against known events and physical expectations.
  5. Operationalize with governance. Monitor drift, document limitations, and preserve human approval.

Typical applications

  • Anomaly detection for condition and process signals
  • Corrosion, damage, and failure-risk screening
  • Risk-based inspection decision support
  • Predictive maintenance and intervention timing
  • Computer vision for inspection evidence
  • Engineering knowledge retrieval and reporting

Start with one valuable engineering decision.

We will assess feasibility, evidence quality, governance needs, and the fastest credible route to operational value.

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