The True N.O.R.T.H. framework
From You don’t have an AI problem. You have a “Dead Knowledge” problem published on AI Lab, engineered by ActiveCampaign
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The big idea
Bryan Cassady, innovation professor and author of The Generative Organization AI Playbook, builds a one-page strategic anchor called True N.O.R.T.H. before any AI tool touches a real project. Skip it, and an AI system fills the gap by guessing at your priorities, turning “Dead Knowledge” into fast, misaligned output instead of useful output.
Cassady says ideas from innovation sprints that start with a True N.O.R.T.H. are three to four times more likely to be accepted by management, because they address the company’s actual objectives instead of being merely creative.
The framework
| Letter | Stands for | What it captures |
|---|---|---|
| True | Truly simple | A single memorable headline distilling the mission (Cassady calls it the “innovation mantra”) |
| N | Narrative | Why the challenge matters—the story and context behind it |
| O | Objective / Outcome | The specific result you want: “We need ideas for ___ that will result in ___” |
| R | Restrictions | What’s explicitly off-limits—markets, resources, technologies to avoid |
| T | Tactical constraints | Non-negotiable limits: time, budget, format, regulatory requirements |
| H | Here is the place to start | Concrete starting points or live sources to seed the work, avoiding analysis paralysis |
When to use this
- Before starting an innovation sprint, campaign brainstorm, or proposal generation
- Before uploading source material to an AI knowledge system, so the system has an objective to check output against
- When briefing any AI tool on a new project, so it has a “reason to care” instead of inventing one
Common mistakes
- Jumping straight to content generation: build the True N.O.R.T.H. first, or the AI will hallucinate a priority that isn’t yours
- Leaving restrictions vague: explicitly state what’s off-limits, not just what’s in scope. Telling an AI what not to do matters as much as what to do
- Treating the objective as fuzzy: force it into one sentence (“We need ideas for [X] that will result in [Y]”); if it won’t fit, the objective isn’t clear yet
Quick-start
Open the True N.O.R.T.H. GPT (ChatGPT version or Gemini version) and run: “I would like your help writing a True N.O.R.T.H. for this challenge: [describe your project or campaign objective]. Ask me questions to build this step by step.” It takes about 20 minutes. Save the one-page output as the first source in your knowledge system before uploading anything else.
Related
More data from the AI Lab.