Field Guide

The named patterns behind AI & GTM failure

Most initiatives don't fail on the technology. They fail on a layer of the operating model nobody stress-tested — and each way of failing has a name. This is the vocabulary, and the two assessments that diagnose which one is breaking you first.

The assessments

AI BRIDGE Assessment

Is your operating model ready for AI?

GTM SCALER Assessment

Can your go-to-market motion actually scale?

Named patterns — AI BRIDGE

18 ways an AI operating model breaks, across 6 layers.

Business Value & Measurement

Proxy Metrics Trap

The Proxy Metrics Trap is what happens when an organization measures what's easy to count — seats licensed, prompts run, tools adopted — instead of what proves value.

Business Value & Measurement

Attribution Gap

The Attribution Gap is the space between 'this worked' and 'we know why it worked.' It looks small from a distance and it's the most expensive gap in the discipline, because everything downstream depends on closing it.

Business Value & Measurement

Metric Ossification

Metric Ossification is what happens when a measurement framework that was right once never gets revisited as the business changes what actually matters.

Organizational Readiness

The Mandate Mirage is what it looks like when leadership approves an initiative in name — the announcement, the title, the budget — without granting anyone the authority to make other teams change.

Organizational Readiness

Sponsor Drift happens when the executive who originally backed the work moves on, gets reorganized, or simply shifts focus, and nobody formally inherits the mandate.

Organizational Readiness

Readiness Theater

Readiness Theater is when the organization looks ready on paper — trainings completed, communications sent, acknowledgments collected — without anyone verifying that daily behavior actually changed underneath the documentation.

Context & Data Intelligence

Tribal Data is context that exists only because specific people know it, carry it, and pass it along informally.

Context & Data Intelligence

Context Fragmentation

Context Fragmentation is what happens when data and definitions exist in multiple places but were never reconciled, so nothing can be trusted without manual cross-checking every single time.

Context & Data Intelligence

Static Context is architecture that was built well once but has no mechanism to stay current as the business changes what it means to be a qualified lead, an active customer, a completed deal.

Digital Operating Model

Patchwork Architecture

Patchwork Architecture is what happens when new capability gets bolted onto an old operating model instead of the model being rebuilt around what the new capability makes possible.

Digital Operating Model

The Shadow Process is the informal, undocumented way work actually gets done while the official process sits in a wiki nobody follows.

Digital Operating Model

Model Lock-In happens when an operating model that works was built around one specific team's context and doesn't generalize as the organization grows or other teams try to adopt it.

Governance Vacuum

A Governance Vacuum is what happens when decision rights over AI were never explicitly assigned to anyone.

Approval Theater

Approval Theater is a governance process that exists, gets attended, gets checked off, and never actually stops anything or meaningfully changes a decision.

Governance Drift

Governance Drift happens when a governance structure that was real and functional gradually stops matching the actual risk profile of the work it oversees.

Execution & Scale

Champion Debt is what happens when an organization mistakes a motivated individual for a system.

Execution & Scale

Borrowed Time is momentum that looks like infrastructure but is actually two or three people absorbing coordination cost that was never assigned to anyone — unpaid in title, unrecognized in the org chart.

Execution & Scale

Decision Decay is when the sequencing decisions that got you here age silently as new teams onboard, new tools get introduced sideways, and the original architects move to the next fire.

Named patterns — GTM SCALER

15 ways a go-to-market motion breaks, across 5 layers.

Reinvented Wheel Syndrome

Reinvented Wheel Syndrome is what happens when every rep, every campaign, every motion starts from scratch because nothing was ever systematized.

The Compliance Gap is the space between the system you designed and the system people actually use.

System Calcification

System Calcification happens when a process that was exactly right for your motion a year ago hasn't been updated as your market, product, or buyer moved.

Naked Claim Problem

The Naked Claim Problem is positioning that asserts value with nothing outside your own walls backing it up.

Buried Proof is when real case studies, references, and quantified wins exist but aren't structured or accessible when a rep actually needs them.

Proof Staleness

Proof Staleness is when your strongest proof points are real but old, no longer reflecting the product you sell now or the buyer you sell to.

Everyone Buyer Fallacy

The Everyone Buyer Fallacy is the belief that narrowing your audience costs you deals, when narrowing is the thing that makes every downstream part of the motion work.

A Shelf ICP is an ideal customer profile that exists as a document but never made it into the behavior of the team.

ICP Drift happens when your ideal customer profile was accurate when you defined it but hasn't been revisited as your product, market, and best customers changed.

The Guesser's Loop

The Guesser's Loop is what happens when effort keeps flowing to channels and tactics that were never actually tested, just repeated.

Insight Without Action

Insight Without Action is a review process that surfaces genuine learnings — this channel underperformed, this message didn't land, this segment churns — and then the organization keeps investing exactly as before.

Comfortable Metrics Drift

Comfortable Metrics Drift happens when a strong feedback loop gradually starts measuring only what's easy to measure or flattering to report, instead of the harder, more honest signals that made it worth building.

Founder-Mode Hangover

Founder-Mode Hangover is what happens when the motion that worked because the founder personally closed every early deal never got rebuilt for a team that isn't the founder.

Headcount Illusion

The Headcount Illusion is the belief that hiring more reps solves a scale problem, when the real constraint is coordination, onboarding, or enablement infrastructure that doesn't grow just because the team does.

Playbook Rigidity

Playbook Rigidity happens when a scaling motion that works stays fixed even as the market, competition, or buyer behavior shifts underneath it — because it's easier to keep running what works than to question it.

Which pattern is breaking you first?

The free assessments name it. 30 questions, ~10 minutes.

Take the free assessment Book a call