GTM Coherence
01The degree to which a company's go-to-market system tells one story. What the company is, what it says, and how it operates either reinforce each other or quietly pull apart. Coherent systems compound: every tool, hire, and campaign multiplies. Incoherent systems leak revenue. Golden Ratio GTM measures coherence across five dimensions: Perception, Identity, Alignment, Action, and Feedback.
Full entry →Revenue Incoherence
02The measurable revenue cost of a go-to-market system whose parts no longer agree. Misaligned definitions, contradictory data, and unrouted signal drain 10 to 38% of B2B annual revenue, year after year, without appearing as a line item. Revenue incoherence rarely shows up as a single failure. It compounds as a tax across many small disagreements between positioning, marketing, sales, and the systems underneath them.
Full entry →Coherence Framework OS
03Golden Ratio GTM's operating model for measuring and rebuilding go-to-market coherence. The framework scores a revenue system across five dimensions (Perception, Identity, Alignment, Action, Feedback), maps breakdowns against the 100 GTM failure nodes, and sequences the rebuild: diagnose, architect, automate, in that order. The OS designation marks it as an operating system for the revenue motion rather than a one-time audit.
Full entry →PIAAF
04The five dimensions the Coherence Framework scores: Perception, Identity, Alignment, Action, and Feedback. Perception measures the distance between how you think the market sees you and how it actually does. Identity asks whether you can state who you serve and why you win in one durable sentence. Alignment tests whether every surface tells the same story. Action distinguishes pipeline-moving execution from raw activity. Feedback measures whether real signal changes the motion. A revenue system is scored on each dimension and on how well the five hold together.
Coherence Score
05A 0 to 100 measure of how well a go-to-market system holds together, produced by the GTM Coherence Diagnostic. The score aggregates the five PIAAF dimensions, weighted by how each connects to the others. It exists to replace a vague sense of drag with a specific starting point: which dimension drags the system, which failure nodes are active, and what to fix first.
GTM Coherence Diagnostic
06A structured one-to-two-week review of the operating layer behind a company's pipeline. It scores the five coherence dimensions, maps active failure nodes, estimates the revenue leak in dollars, and returns a prioritized action plan. Built to settle internal arguments with evidence: the report shows what the data convicts, a leader or the system between them.
Failure Node
07One of the 100 specific, recurring points where go-to-market systems break, catalogued across ten categories: incentives, metrics, CRM and data, sequencing, ICP and persona, intelligence and signal, outreach, feedback loops, organization and culture, and strategic drift. Most broken systems fail at several nodes simultaneously. The diagnostic maps which nodes are active so the rebuild targets causes instead of symptoms.
GTM Drift
08The slow divergence of a go-to-market system's parts from one another and from the market. Definitions loosen, positioning dilutes through execution layers, temporary fixes become architecture, and systems stay optimized for last year's market. Drift is quiet by design: each individual deviation looks reasonable, and the compound effect only becomes visible when the numbers flatten.
Revenue Leak
09Revenue that was available to a company and lost to internal friction instead of competitors or market conditions. Leak concentrates at handoffs: leads never contacted, MQLs rejected at the sales boundary, content never used, signals never routed, cycles extended by mistrust. The diagnostic estimates the leak in dollars from the coherence score and current annual revenue.
Operating Layer
10The system underneath a company's pipeline: CRM objects and definitions, lifecycle stages, routing rules, dashboards, automation, and the cadence that keeps them agreeing. The operating layer determines whether the same effort compounds or resets every quarter. It is also what AI agents inherit: an agent can only be as trustworthy as the layer it reads.
Signal Routing
11The path a buying signal travels from the moment it exists to the moment someone or something acts on it. Intent data, product usage, engagement, and competitive movement arrive in real time; in most systems they wait on a human to notice. Coherent routing means a signal triggers a move, with context attached, inside the window where it still matters.
Forecast Theater
12The ritual of producing confident revenue numbers from a system that cannot support them. Stages mean different things to different reps, commit categories get used three ways, and pipeline reviews become debates about whose figures are real. Leadership asks for confidence and receives performance. The fix is definitional, because inspection cannot repair stages that have stopped meaning anything.
AI-Native GTM
13A go-to-market motion designed so AI agents can run meaningful parts of it: clear definitions, enforceable stages, one source of truth, and signal that routes automatically. Distinct from AI-assisted GTM, where tools draft and summarize but the operating layer still depends on tribal knowledge. AI-native systems are built to be usable by people and legible to agents at the same time.
Agent Readiness
14The condition a revenue system must reach before AI agents can be trusted to act on it. An agent inherits whatever it connects to: drifting definitions, contradictory routing, and fuzzy stages get executed at machine speed. Readiness means the operating layer is coherent enough that an agent reading it will do the right thing in a thousand records, unattended.