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Build an AI FinOps system that controls model, agent, RAG, speech and GPU costs using attribution, budgets, forecasts and cost per accepted outcome.
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Small, instant, invisible.
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You don’t need a frontier model for every task
We build small, specialized AI models so that intelligence can be fast, affordable, and invisible — embedded in the products that already do the work.
Conscious Engines
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Research, engineering write-ups, and the thinking behind the models we build. We publish what worked and what didn't.
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How banking KYC document intelligence combines extraction, entity resolution, graphs, RAG and human investigation.
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The AI-Native Project: The Enterprise Model Stack for Construction and Infrastructure
Conscious Engines
Explore construction AI solutions for progress, field voice, contracts, specifications, safety, resources and project controls.
case study
[Case Study] From 7,000 Questions to 100,000 Documents: Morgan Stanley's Eval-Driven RAG
Conscious Engines
How Morgan Stanley built an eval-driven enterprise RAG assistant over 100,000 documents and reached more than 98% advisor-team adoption.
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A technical guide to construction RAG across drawings, specifications, contracts, RFIs, submittals and change-order evidence.
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The Intelligent Energy Enterprise: Where Specialized AI Creates Operational Advantage
Conscious Engines
Explore AI for energy and utilities across field service, load, assets, customer operations, documents, safety and optimization.
case study
How a European energy operator used sovereign AI to draft field reports in under two minutes using 30,000 historical reports and controlled procedures.
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Siemens AI cost reduction reached 70% after switching global search to Nova 2 Lite, alongside 300% faster search and 11% higher satisfaction.
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Sovereign by Design: The Enterprise AI Model Stack for Government
Conscious Engines
Explore sovereign AI for government across multilingual service, private RAG, document processing, inspections and public operations.
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Explore enterprise AI for healthcare across clinical speech, RAG, operations, imaging, safety and patient service workflows.