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MY INFERENCE CHAIN
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Umbrella chain
UMBRELLA
CHAIN.
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The Chain
Every inference strategy follows a chain: external forces create new problems, those problems define the value you must deliver, and that value unlocks customers who never considered you. Each layer below is one link in your chain — answer your agents and it fills in.
MY INFERENCE CHAINS
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Your Chains — Umbrella · Products · Campaigns
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Chain Types Available
🎯
BTC
Business to Consumer
inference strategy for consumer-facing products
🏢
BTB
Business to Business
inference strategy for B2B and enterprise sales
Contrarian
Contrarian Strategy
Challenge category norms, break patterns
👤
The You
Personal Brand
Build your market around your personal story
📣
New to Marketing
First Inference Chain
Guided start for first-time marketers
COLLABORATORS
Your team
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RECOMMENDATIONS
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CAMPAIGNS
Your campaigns
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Creating a campaign snapshots your Inference Chain as its context — so you always know what it was built from.
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JOURNEY
Your inference story
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SETTINGS
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A
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Inference Chain
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Shapes which strategy your agents follow
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SOFT CONTEXT
What the agents work from
Agent context
Soft context each agent carries about your business — saved notes and Q&A. Feeds the agent as advisory background, below your Inference Chain answers.
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Chain context
The compiled knowledge that shapes your Inference Chain — all answers organized by agent.
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Work context
Recent conversation threads with your agents — the raw dialogue behind the chain.
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INFERENCE FLOW
Chain Framework
Go-To-Market Framework
THE INFERENCE
CHAIN
Every inference strategy follows a chain. External forces create new problems. Those problems define the value you must deliver. That value unlocks customers who never considered you before.
1
Step 01 · Starting Point
🌍 External Influences
The market is always moving. Technology shifts, regulatory changes, economic disruptions, and industry trends constantly reshape what's possible and what's painful. These forces are outside your control — but they define your opportunity window.
Technology shifts Industry disruption Regulatory changes Economic forces Competitor moves
Agents for this step
defines
2
Step 02 · Problem Layer
⚡ New Problems
External shifts create new categories of pain — problems that didn't exist before or were previously tolerable. These are the real entry points for your product. The sharper the problem definition, the sharper the solution.
Emerging pain points Unmet frustrations Workflow breakdowns Awareness gaps
Agents for this step
defines intensity & novelty of
⭐ Pivotal Layer
3
Step 03 · Value Layer
💡 Intensity & Novelty Value
This is the bridge. New problems define the intensity (how acutely people need a solution) and novelty (how different it must feel) of the value you must deliver. Your product needs to deliver against all four value dimensions to unlock the full market.
🔁 Consumption Value — makes using it easier or faster 📈 Accumulative Value — gets better the more you use it ✨ Novelty Value — feels genuinely new vs. existing options 🌱 Positive Impact — makes the world or context better
Agents for this step
matches
4
Step 04 · Demand Layer
🎯 Unchangeable Customer Needs
Beneath every trend and new problem are permanent, deep human needs — safety, status, belonging, efficiency, certainty. These don't change. Your value must ultimately address these root needs. When the match is precise, adoption is inevitable.
Core motivations Deep desires Persistent frustrations Identity-level needs
Agents for this step
unlocks
5
Step 05 · Growth Layer
🚀 Non-Customers
Non-customers are people who never considered your category before — not because they didn't have the need, but because no solution matched their situation well enough. When external influences create new problems that your value solves at the right intensity and novelty, these people finally say yes. This is where real growth lives.
First-time buyers Adjacent segments Category converters Passive refusers Unexplored verticals
Agents for this step
How to use this framework
Start at Step 1 — identify the external force shaping your market. Work down the chain. Click any agent to start a conversation right in that layer. Your answers build the Inference Chain automatically.