Bringing intelligence to life
Don't build agents. Build for agents.
We turn proven products and services into next-generation AI tools.

You already know your business
Most organizations are now running agents on top of frontier models. Some are shipping fully automated agentic products and workflows, but they're all facing the same difficulties: Unstructured retrieval, ad-hoc tool calling, and messy heaps of RAG reference material. These produce three predictable failures:
- Agents operate on incomplete or poorly organized knowledge
- Token spend and decision quality are opaque
- Sensitive institutional data is exposed more broadly than intended
The result is systems that look amazing in demos, yet prove unreliable, expensive, or non-compliant in production.
A better foundation
Emerald's Sublim COS (Cognitive Operating System) converts organizational product, services, and knowledge into infrastructure. It does four things deliberately:
- Formalizes fuzzy knowledge into versioned, expert-bridged ontologies instead of relying on embeddings alone
- Isolates the full version behind a cryptographic membrane; only relevant context is released to the host model in our proprietary progressive disclosure framework
- Serves up purpose-built MCPs from four proven building blocks, usable for internal systems or as new products and services
- Exposes precise observability into host-model token attribution, latency costs, phrase-level trigger logs, corpus coverage, and invocation accounting
Models and agents are a new class of customer. Your products, expertise, services, and internal processes are unavailable to that customer without cohesive assets. The world needs what makes your business unique, bottled and used in measurable and controllable units.
Reliable intelligence, by design
Build your tools and decision systems on governed knowledge, controlled access, and complete visibility
- Versioned domain ontologies
- Expert-bridged formal structure
- Domain heuristics
- Decision logic
- Machine learning
- What-if engines
- Scenario generation
- Coverage testing
- Systems of record
- Controlled interfaces
- Parallel agent frameworks
- Token attribution
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- Phrase-level trigger logs
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- Corpus coverage
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- Invocation accounting
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- Drift signals
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- Audit trails
