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Introducing

AI that knows your business.

Starling Memory Works (Starling MX) makes your business speakable to AI — so every model you use reasons from your actual values, strategy, and decisions. Your knowledge lives in a repository you own; the AI reads it, does the work, and forgets.

A network of interlinked nodes forming the silhouette of a brain

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Governed intelligence

Sovereignty isn't a trade-off — it's an upgrade.

Stored AI memory hardens over time — a Monday pivot can take weeks to land. Starling reasons over governed canon that stays current, and because your memory lives in a repository you control, no platform decides when you keep it.

The result? Better intelligence, real ownership, and peace of mind.

AI memory — tangled, drifting paths

AI Memory

drifts · probabilistic

Memory created by AI lives in vector databases. The more data, the wider the RAG search. A pivot takes weeks to land.

Starling — a single, deterministic path

Starling

current · deterministic

Starling's machine-side manifest assembles context from your human-side repository. Steward mode eliminates drift.

What we built

The first scalable Domain Language Model.

Starling grounds a stateless LLM in your sovereign intelligence. Your organization's knowledge and work live in a repository you own and control, structured so session-based AI runs efficiently — context in, work out, nothing retained, tokens managed.

DLM equation — Stateless LLM × MCP × UCA × Sovereign Repository = DLM

Model Context Protocol makes information sovereignty possible. Universal Cognitive Architecture makes it scalable. Starling's Org Brain repository makes it real.

What your team experiences

An AI-agnostic
chief of staff.

Starling uses the best model for each job — GPT for voice, Claude for work, Gemini for analysis — all reading from the same governed memory. Your team asks; Starling answers from what your business actually knows.

Starling chief-of-staff diagram
Two ways in

Starling works at any scale.

Smart Office mark
Smart Office

Our self-serve platform for small business. Create your repository; invite your team.

Smart Enterprise mark
Smart Enterprise

For larger organizations, we design and staff your governed intelligence system.

From $99/Month

Build the enterprise airframe for Industry 5.0.

The singularity isn't when machines get smarter than humans, but when AI has instant access to all human knowledge.

We're onboarding teams now.

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Subscribe to On Cognitive Design — from Chris Kincade, CEO, Starling Memory Works.

Chris Kincade — CEO, Starling Memory Works