AIspresso Labs
AIspresso Labs
AIspresso Labs
From Data to Decisions: An Operating Model for Production AI.
From Data to Decisions: An Operating Model for Production AI.
From Data to Decisions: An Operating Model for Production AI.
Enterprises don’t need more experiments. They need systems that can be deployed, governed, and operated under real-world constraints.
The 5-Layer Stack
The "Grind"
to Greatness
Data
AI-Ready Foundations. Hygiene, anomaly detection, and alignment across silos (ERP, TMS).
Bad data breaks trust, not just models.
Ontology
The Operational Truth Layer.
Defining entities, relationships, and constraints.
Without ontology, use cases don't scale.
Models
Purpose-Built, Eval-Driven. Predictive ML, Solvers, or GenAI selected for workflow needs.
Models serve decisions, not demos.
Application
Where Value Appears. Embedded tools, human-in-the-loop paths, exception automation.
If behavior doesn’t change, value doesn’t appear.
Run
Operate What You Ship. MLOps, drift detection, and governance auditability.
Production is the starting line.
AI Built For Production
Find us:
San Diego, Bengaluru, London, Dubai
Reach out to us on:
AI Built For Production
Find us:
San Diego, Bengaluru, London, Dubai
Reach out to us on:
AI Built For Production
Find us:
San Diego, Bengaluru, London, Dubai
Reach out to us on:
AIspresso Labs
AIspresso Labs
AIspresso Labs
From Data to Decisions: An Operating Model for Production AI.
From Data to Decisions: An Operating Model for Production AI.
From Data to Decisions: An Operating Model for Production AI.
Enterprises don’t need more experiments. They need systems that can be deployed, governed, and operated under real-world constraints.
The 5-Layer Stack
The "Grind"
to Greatness
Data
AI-Ready Foundations. Hygiene, anomaly detection, and alignment across silos (ERP, TMS).
Bad data breaks trust, not just models.
Ontology
The Operational Truth Layer.
Defining entities, relationships, and constraints.
Without ontology, use cases don't scale.
Models
Purpose-Built, Eval-Driven. Predictive ML, Solvers, or GenAI selected for workflow needs.
Models serve decisions, not demos.
Application
Where Value Appears. Embedded tools, human-in-the-loop paths, exception automation.
If behavior doesn’t change, value doesn’t appear.
Run
Operate What You Ship. MLOps, drift detection, and governance auditability.
Production is the starting line.
AI Built For Production
Find us:
San Diego, Bengaluru, London, Dubai
Reach out to us on:
AI Built For Production
Find us:
San Diego, Bengaluru, London, Dubai
Reach out to us on:
AI Built For Production
Find us:
San Diego, Bengaluru, London, Dubai
Reach out to us on:
AIspresso Labs
AIspresso Labs
AIspresso Labs
From Data to Decisions: An Operating Model for Production AI.
From Data to Decisions: An Operating Model for Production AI.
From Data to Decisions: An Operating Model for Production AI.
Enterprises don’t need more experiments. They need systems that can be deployed, governed, and operated under real-world constraints.
The 5-Layer Stack
The "Grind"
to Greatness
Data
AI-Ready Foundations. Hygiene, anomaly detection, and alignment across silos (ERP, TMS).
Bad data breaks trust, not just models.
Ontology
The Operational Truth Layer.
Defining entities, relationships, and constraints.
Without ontology, use cases don't scale.
Models
Purpose-Built, Eval-Driven. Predictive ML, Solvers, or GenAI selected for workflow needs.
Models serve decisions, not demos.
Application
Where Value Appears. Embedded tools, human-in-the-loop paths, exception automation.
If behavior doesn’t change, value doesn’t appear.
Run
Operate What You Ship. MLOps, drift detection, and governance auditability.