Enterprise

Every business needs a constitutional source of truth for AI — and a trained human to govern it.

Nobody knows how to define it, structure it, or keep it current. We do. Starling AIX builds Domain Language Models — organizational intelligence systems that make any AI smarter about your business, without storing or training on your data.

Book a Consultation → Start with the $5K Pilot

Org Brain · Live Domain Language Model

Reads from Claude · GPT · Gemini

Engagement

One-time build · Yours forever

Deployment

Claude Enterprise · Portable

Entry point

$5K MVI Pilot · 1 week

Phase 1

First Fifteen · 6–8 weeks

The Problem

AI doesn't fail because the models are wrong. It fails because your information architecture was never built for it.

Your knowledge lives in PDFs, slide decks, Confluence wikis, and people's heads. Every AI conversation starts from zero. Every team member re-explains who you are, what you do, and how you do it — every single session.

Knowledge workers spend 30% of their day setting context. Multiply that across your organization and you're burning millions on the most expensive copy-paste operation in modern business.

The AI labs won't solve this. Their business model depends on storing and training on your data. The more you use them, the more your competitive intelligence becomes the new baseline for everyone else.

The sovereignty narrative lands because it names a problem enterprises feel but haven't articulated: every business needs a curated dataset for AI and a trained human to manage it. Nobody knows how to source it, structure it, or keep it current.

By the Numbers

What enterprise teams ship after Phase 1.

15 Constitutional memories canonized — your business, made readable by any AI. Phase 1 · 6–8 weeks

~30% Of knowledge-worker time recovered from re-explaining context to AI on every session. First 90 days

1 wk From $5K Pilot kickoff to a working Org Brain sketch your leadership can stress-test. MVI Pilot

100% Of artifacts owned by you. Never trained on. Portable across every vendor. Information sovereignty

The Solution

The Domain Language Model.

Distinguished not by size, but by superior context. A DLM is not a new AI — it's a structured repository that makes any AI smarter about your business. Four factors, multiplicative. Remove any one and the product is zero.

The DLM Equation

01The Model

LLM

Stateless AI

Claude, GPT, Gemini — interchangeable. The reasoning engine. None of these own your knowledge.

02The Protocol

MCP

Open standard · Free

Model Context Protocol — how the AI reaches into your repository on every request. Public, vendor-neutral.

03The Address

UCA

Semantic addressing

Universal Cognate Address — permanent names for every memory node. Stable across vendors, versions, time.

04The Asset

Org Brain

Sovereign repository

Plain-text knowledge in Notion or Docs. Yours. Portable. Never touches a training pipeline.

★The Outcome

DLM

Your Organizational Intelligence

Any AI, smarter about your business, on every request. Vendor-agnostic. IP-sovereign.

Yours forever · Portable across vendors

MCP and UCA are free standards. The Org Brain is yours — sovereign, portable, AI-agnostic. If Anthropic changes terms tomorrow, you take your knowledge base to GPT or Gemini the same day.

Who This Is For

Built for leaders treating AI as infrastructure, not a feature.

Enterprise engagements aren't for everyone. The strongest fit is an organization with real institutional memory to codify and a leader ready to defend it.

A fit if you are

The right kind of complex.

✓Mid-market or enterprise — 50+ employees, 10+ years of operating knowledge worth codifying.
✓Leadership-led mandate. The CEO, COO, or CIO is sponsoring the work — not punting it to an intern.
✓Real intellectual property worth protecting from training pipelines.
✓Already running Claude, ChatGPT, Copilot, or Agentforce — and frustrated they only work session-to-session.
✓Willing to dedicate executive time to recorded leadership sessions in Phase 1.

Not yet, if

The build won't take root.

×You're under 10 employees or pre-revenue — start with our Accelerator instead.
×You want a vendor to install AI for you. Your team must govern what we build.
×You're hoping AI replaces people. Cognitive Design is about humans and machines governing the same knowledge.
×You expect a SaaS license. Our deliverable is your IP, not our product.
×You can't sponsor leadership time. Phase 1 requires real executive attention.

What You Get

We build your Org Brain. You own it.

A one-time engagement that produces your organization's complete intelligence system — deployed on Claude Enterprise, governed by your people, portable to any AI.

Phase 1Weeks 1 – 8

Smart OS — the First Fifteen Constitutional Memories.

Your values, competitive position, business model, revenue strategy, product roadmap, growth strategy, brand positioning, and the metrics that prove it's all working. Built through recorded leadership sessions and guided extraction with Starling in Builder mode.

Phase 1 closes when the First Fifteen are canonized and Smart OS activates — switching Starling from Builder to Chief of Staff.

Recorded leadership sessions 15 PMN canonized Starling OS deployed ⚡ Smart OS · Active

Phase 2Weeks 8 – 16

Applied Intelligence — department-level intelligence.

One-to-one sessions with each line chief. Project folders, active memory, delegation standards. Your daily work becomes organizational memory — connected to the canon by semantic address.

By close, every department has a defined memory contract with the Org Brain. The AI knows who owns what and where to find it.

Department memory contracts Active Memory framework Delegation standards Project folder schema

Phase 3Weeks 16+

Optimization — operating at AI speed.

Productivity, communications clarity, project management protocols, standing operating protocols. The operational backbone for running your organization at AI speed.

Available when you're ready. You don't optimize a system that hasn't been defined yet — Phase 3 starts after Phase 2 has compounded.

Communication protocols Productivity standards Project management canon

OngoingContinuous

System Librarian — the role every AI-native org needs.

Every Org Brain needs a governor. We certify yours — or provide one. The System Librarian curates, refines, permissions, and evolves the dataset. The role every AI-native organization needs and nobody knows how to hire for.

You finish the engagement with both the artifact and the headcount that maintains it.

In-house certification Fractional Librarian option ★ Sovereign governance

The Engagement

From pilot to operating system — in months, not years.

Typical engagement timeline. Phase 3 timing depends on your team's pace; Phase 2 cannot start before Phase 1 closes.

Week 1

Pilot

Month 1 – 2

Phase 1 · Smart OS

Month 2 – 4

Phase 2 · Applied

Month 4+

Phase 3 + Ongoing

$5K MVI

Smart OS

Applied Intelligence

Optimize · Govern

Outcome

A working DLM sketch in a Claude Project. You decide whether to continue.

Outcome

15 Constitutional Memories canonized. Smart OS activates. Chief of Staff online.

Outcome

Department-level intelligence. Every line chief operating against shared canon.

Outcome

Optimization protocols installed. System Librarian governs and compounds the canon.

The Architecture We Install

Four memory tiers. Semantic addressing.

Starling OS provides system memory and routing. Phase 1 populates the Canon. Phase 2 wires Projects in. Phase 3 governs how Patterns compound. Every node has a permanent address any AI can read.

SMN00–19

System

System Memory Nodes

The operating system — platform rules, protocols, configurations.

00 — 19 · 20 nodes

PMN20–49

Canon

Persistent Memory Nodes

Brand, strategy, values, standards. The First Fifteen live here.

20 — 49 · 30 nodes

AMN50–79

Projects

Active Memory Nodes

Daily work — campaigns, sprints, client engagements. Living memory.

50 — 79 · 30 nodes

LMN80–99

Patterns

Learning Memory Nodes

Retrospectives, insights, synthesis. The compounding asset.

80 — 99 · 20 nodes

Starling OS

The headcode that makes any AI smarter.

Your Org Brain plugs into whatever AI you already use — Copilot, Agentforce, Claude, GPT, Gemini. This does not negate your existing investments in agentic tools. It makes them worth the money you already spent.

Deployment

Plugs into the AI stack you already pay for.

The Org Brain is vendor-agnostic. We deploy on Claude Enterprise by default — but the architecture is built so you're never trapped on one runtime.

Default runtime

Claude Enterprise.

Phase 1 installs your Org Brain into Claude Projects under your tenant. Your data, your SLA, your governance.

SLA precludes data training
Project Memory disabled
Your tenant, your admin

Portable to

GPT · Gemini · any LLM.

Plain-text Org Brain in Notion or Docs. Switch providers in a day. MCP and UCA are open standards — no proprietary glue.

MCP-compatible
UCA semantic addressing
No lock-in by design

Coexists with

Copilot · Agentforce.

Your existing agentic investments stay. The Org Brain is the layer that makes them all reason from the same source of truth.

Augments existing tools
No rip-and-replace
Single source of canon

The AI is the commodity. Your organizational intelligence is the asset.

Chris Kincade · Founder, Starling AIX

Case Study

From plans on paper to a working Org Brain — in 8 weeks.

Sakrid Coffee Roasters · Founding Engagement

The architecture compounded. The AI stayed stateless.

Sakrid built a comprehensive Org Brain across brand, competitive position, revenue architecture, and operations. The CEO now hands the artifact to a new hire and they're contextually onboarded in minutes, not months.

The system survived a model migration, an org redesign, and three consecutive quarters of growth — because the canon lived in plain text, not in any single vendor's pipeline.

— Jonathan Haley · CEO, Sakrid Coffee Roasters

8 weeks

Paper plans → working Org Brain

15 → 32

Memory nodes · Phase 1 → Phase 2

minutes

New-hire contextual onboarding

Start Here

The $5K MVI Pilot.

Minimum Viable Intelligence. A working Domain Language Model in one week. No procurement. No IT approval. No enterprise commitment. You experience sovereignty firsthand.

One-week pilot · Credited to Phase 1

Minimum Viable Intelligence

Your Org Brain sketch loaded into a Claude Project. You test it on real questions. You decide what's next.

$5,000one-time

Book a Pilot →

We build your Org Brain sketch.

From your website, public materials, and a single recorded conversation. Ten to fifteen memory nodes in under two hours.

We load it into a Claude Project.

Custom instructions. Your organizational context. A working AI Chief of Staff that already knows your business.

You test it.

Competitive positioning. Brand DNA. Gap analysis. Internal memos. Growth strategy. Ask it anything — and watch it cite the memory nodes in its answers.

You decide.

If it works — and it will — Phase 1 on Claude Enterprise is the natural next step. Your $5K pilot fee credits toward Phase 1.

Compared to the Alternatives

Starling vs everything else you're evaluating.

Most enterprises weigh three paths: a custom GPT, a Big-4 consulting engagement, or an internal build. Here is how the Starling Org Brain compares on the dimensions that matter for sovereignty.

Custom GPT / RAG DIY on a single vendor

Big-4 Consulting 12–18 months · $500K+

Starling Org Brain ★ The recommended path

You own the artifact

×Vendor owns the prompt

~Licensed framework

✓Plain text · your account

Portable across AI vendors

×Locked to one model

~If they re-engineer

✓Claude · GPT · Gemini

IP never trained on

×Depends on tier & SLA

~Their compliance

✓Architectural, not policy

Time to first value

✓1 day · narrow scope

×3–6 months

✓$5K Pilot · 1 week

Scales past the founder

×One person's prompt

✓If adoption lands

✓System Librarian governs

Investment

~$20–200 / seat / mo

×$500K – $2M

✓From $50K · one-time

Risk reversed

You see the Org Brain working before you commit.

The $5K MVI Pilot is one week, fixed-fee, and credits toward Phase 1 if you proceed. You evaluate sovereignty firsthand on your own business.

Start with the Pilot →

Investment

Three ways in. One sovereign outcome.

Engagement scope and pricing scale with the depth of memory you want codified. Most enterprises start with the MVI Pilot and graduate to Phase 1 within 30 days.

Pilot · 1 week

MVI Pilot

Experience sovereignty firsthand before any enterprise commitment.

$5,000 one-time

Org Brain sketch — 10–15 memory nodes
Loaded into a Claude Project under your tenant
One-hour working session with Chris Kincade
Credited toward Phase 1 if you proceed

Book a Pilot →

Phase 1 · 6–8 weeks

Smart OS Build

The First Fifteen Constitutional Memories. Smart OS activates. The starting point for every enterprise engagement.

From $50K scoped to size

Recorded leadership sessions with C-suite
15 Constitutional Memory Nodes canonized
Starling OS deployed on Claude Enterprise
AI Chief of Staff online for your team
System Librarian certification path begins

Book a Consultation →

Phase 2 + 3 · Ongoing

Full Build

Applied Intelligence, Optimization, and System Librarian governance. End-state sovereignty.

Custom scoped per team

Per-department Applied Intelligence builds
Optimization protocols installed
Fractional or certified in-house Librarian
Ongoing canon maintenance & governance

Scope a Full Build →

Information Sovereignty

Sovereignty is not a feature. It's an architecture.

The AI reads, reasons, and forgets. Your memory compounds. Your IP never touches a training pipeline. If you switch providers, your Org Brain comes with you.

The AI is the commodity. Your organizational intelligence is the asset. The architecture we install is designed for the day the model in your stack changes — because it will.

Procurement FAQ

Questions enterprises ask before they engage.

Only what your team chooses to share in recorded leadership sessions. The Org Brain we build is plain text in your Notion or Google Docs, under your account. We do not host your data. We do not retain copies after handoff.

Once your Org Brain is live, you can run Claude Teams or Enterprise with Project Memory disabled and an SLA that specifically precludes data training or storage. The architecture is sovereign by design — vendor terms govern the runtime, not your knowledge base.

Your Org Brain comes with you. MCP and UCA are open standards; the canon is plain text. Migration is a configuration change, not a data project. If Anthropic changes terms tomorrow, you point your repository at GPT or Gemini the same day.

You do. Every memory node we produce is your IP, in your repository, under your account. Starling AIX retains no licensable rights to the canon. The frameworks that shaped it are ours; the artifact is yours.

The Org Brain is the layer that makes all of them smarter. It does not replace Copilot or Agentforce — it makes them reason from a single, governed source of truth. Most enterprises see the per-seat cost of existing tools justify itself within 90 days of going live.

Plan on six to ten hours of recorded leadership sessions across Weeks 1–4, plus review cycles in Weeks 5–8. Phase 1 cannot be delegated; the canon must come from the people who actually run the business.

Eventually, yes — every AI-native organization needs one. We certify a designated person on your team, or we provide a fractional Librarian on retainer until you're ready to staff the role internally.

Master services agreement plus per-phase statements of work. The $5K MVI Pilot is a fixed-fee one-week engagement. Phase 1 is scoped to your team size; most builds land between $50K–$150K. Phases 2 and 3 are priced per department.

Build your intelligence architecture

Build your AI Chief of Staff.

30 minutes. We show you what your Org Brain looks like — built from your public information before the call. No pitch deck. No slide show. A working intelligence system answering real questions about your business.

Book a Consultation → Download the AI Guide