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SME AI Infrastructure Diagnostics

Tools, schemas, and operating frameworks for evaluating and improving AI readiness in small and midsized enterprises. Designed to help organizations transition from fragmented AI experimentation to coherent, scalable AI infrastructure.


Purpose of This Repository

Most organizations are adopting AI, but few are building the underlying infrastructure needed to scale it safely, reliably, and coherently.

This repository highlights selected components of the diagnostic and operating model frameworks used at Nadis Intelligence™ to help leadership teams:

  • Identify infrastructure gaps before scaling breaks
  • Evaluate AI readiness using structured, repeatable input schemas
  • Replace reactive tool sprawl with coherent operating models
  • Improve decision velocity and integration reliability

This repo focuses on the infrastructure layer required for sustainable AI adoption—not the applications themselves.


Repository Contents

File/Folder Description
docs/ai-operating-model-canvas.md Explanation of the AI Operating Model Canvas.
assets/ai-operating-model-canvas.png Static Canvas image used in readiness reviews.
templates/infrastructure-checklist.json Infrastructure readiness checklist.
templates/signal-input-schema.json Diagnostic schema used in scoring and infrastructure assessments.
docs/framework-3-symbioses.md The Three Symbioses™ — core framework for infrastructure coherence.
docs/diagnostic-dimensions.md Definitions of AI maturity and infrastructure readiness dimensions.

All links and file references preserved.


How These Tools Are Used

These frameworks support advisory and infrastructure design work at Nadis Intelligence:

SCALE Factor™ (AI readiness scoring)

A structured assessment used to measure infrastructure coherence and identify scaling risks before AI adoption accelerates.

AI Operating Model Design

Used in consulting engagements to align workflows, governance, tools, and data paths into a coherent operating blueprint.

Infrastructure Audits

Templates and schemas are applied during readiness evaluations for small and midsized businesses preparing for AI deployment.

Workshops & Founder Enablement

These tools serve as foundational materials in AI readiness bootcamps and leadership workshops focused on operational alignment.


Why Infrastructure Matters

AI isn’t just a model problem — it’s an infrastructure problem.

Organizations that adopt LLMs without addressing fragmented workflows, misaligned systems, and unclear ownership accumulate incoherence debt:

  • duplicated workflows
  • redundant tooling
  • integration failure points
  • unpredictable AI behavior
  • misaligned data flows
  • high operational cost

This repository captures the scaffolding required to move from reactive AI adoption to infrastructure-first AI design.


About Nadis Intelligence™

Nadis Intelligence helps scaling organizations build coherent, adaptive infrastructure that supports sustainable AI adoption.

Our work focuses on:

  • AI infrastructure strategy
  • Workflow and system architecture
  • Readiness diagnostics and scoring
  • Operating model design for scale

Learn more → https://nadis.ai Contact → hello@nadis.ai


Collaborate or License

We welcome collaboration with:

  • VCs supporting AI adoption across portfolios
  • Innovation teams evaluating operational readiness
  • Advisors designing AI operating models

License: MIT for code and templates. Frameworks (e.g., The Three Symbioses™, SCALE Factor™) remain proprietary to Nadis Intelligence.


Author

Ariana Abramson, MSc Founder, Nadis Intelligence AI Infrastructure Architect • Systems Designer • Startup Operator

“AI succeeds when the infrastructure underneath it is coherent. Infrastructure isn’t overhead—it’s leverage.”

About

Foundational AI infrastructure systems for small and midsized enterprises — including operating models, diagnostic schema, and strategic tooling used across Nadis Intelligence’s client engagements.

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