How it works
From scattered files to a governed brain.
Five moves take your organization from hundreds of incompatible languages to one governed memory any AI can read.
01Classify · Universal Cognitive Architecture
Give every piece of knowledge a permanent address.
Your organization speaks hundreds of incompatible languages: marketing in Notion, sales in Salesforce, engineering in GitHub. AI can’t synthesize “competitive analysis” and “market intelligence” even when they name the same thing.
Universal Cognitive Architecture (UCA) solves it the way libraries did, with universal classification. The 11 Organizational Cognates structure your knowledge so memory is retrieved by name, not search.
02Codify · Constitutional Memory
Write the First Fifteen.
Starling provisions a Notion workspace you own and writes your Constitutional Memories, the fifteen fundamentals every business needs to codify: values, competitive position, business model, revenue strategy, product roadmap, brand, core metrics.
Cancel and the repository remains yours. The First Fifteen give any advanced model the ability to extrapolate additional memory. You stay because it works, not lock-in.
03Assemble · Context per session
Context in, work out, nothing retained.
Starling’s machine-side manifest assembles context from your human-side repository for every session. The AI reads your canon, reasons over it, does the work, and forgets.
No vector-database drift, no widening RAG search. Steward mode keeps the canon current, so a Monday pivot lands Monday.
04Work · Model-agnostic chief of staff
Ask anything. Any model answers.
Starling uses the best model for each job: Claude for work, GPT for voice, Gemini for analysis, all reading from the same governed memory.
Your team asks; Starling answers from what your business actually knows, then drafts, decides, and plans with you.
05Govern · The asset compounds
The human governs; the asset compounds.
Your System Librarian holds final authority to canonize, publish, adopt, and promote, all through Approvals. The AI advises, drafts, and recommends. It does not decide.
As work completes, Starling extracts the patterns across four memory types (System, Persistent, Active, Learned), and your repository becomes a compounding asset.
Put together
A Domain Language Model is a stateless frontier model grounded in the sovereign intelligence of your business.
Start now
Ready to make your business speakable?
Start free with the open standard, or plug in the full chief of staff from $99/month.