case study
StudyFetch AI cost reduction reached roughly 10x on its largest workload. See the architecture, verified metrics and enterprise replication plan.
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Small, instant, invisible.
Company
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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article
Cut the AI Bill Before It Scales: 12 Production Levers That Work
Conscious Engines
Enterprise AI cost reduction requires more than cheaper tokens. Use 12 production levers backed by StudyFetch, Pinterest, Observe.AI and others.
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The Regulated Voice Layer: Safe AI Agents for Banking
Conscious Engines
A technical guide to banking voice AI agents for service, fraud, disputes, collections, vulnerability and controlled actions.
case study
How DBS scaled more than 2,000 AI models across over 430 use cases and reported approximately SGD 1 billion in economic value in 2025.
article
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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Explore banking AI solutions for service, fraud, KYC, documents, risk, voice, relationship management and regulated workflows.
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How banking KYC document intelligence combines extraction, entity resolution, graphs, RAG and human investigation.
case study
[Case Study] When AI Agents Can Move Money: How Conscious Engines Helped Polygon Build an Agentic Wallet
Conscious Engines
How Conscious Engines helped Polygon build Kinetic-4B for agentic payments and position it within Polygon's wallet and x402 ecosystem.
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Build vs Buy Is the Wrong Question for Enterprise AI
Conscious Engines
Build vs buy enterprise AI using evidence from six deployments. Learn when to buy software, commission bespoke AI or build internally.
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The Bespoke AI Business Case: From Token Costs to Operating Leverage
Conscious Engines
Build a bespoke enterprise AI business case using TCO, cost per accepted outcome, risk-adjusted ROI and evidence from real companies.