A2 · Arguments · 32 theses

The 32 Theses

The contested claims the GTM World Model takes a position on — with the reasoning behind each.

32 theses the GTM World Model takes a position on. From the load-bearing structural claims (T0: causal identity, T7: piecewise PMF, T12: buyer-state primacy) to the contested empirical ones (T15: agentic over-claim, T23: agent pollution). Each carries an epistemic type and a confidence rating. 22 are load-bearing — the model's predictions depend on them being roughly correct.
v3.2 Last updated 2026-06-18 22 load-bearing · 32 total

Load-bearing theses (22)

These are the claims the model's structure depends on. If they are wrong, the model makes different predictions.

#ClaimType
T0 GTM is a causal identity wrapped in a correlational membrane whose coefficients are functions of regime and of a latent PMF multiplier. meta
T7 [v2.0 PIECEWISE] PMF is a multiplicative amplifier of GTM ONLY in low-switching-cost segments (R=Phi*f). In high-switching-cost segments (enterprise, regulated, integrated) revenue… general
T10 Every serious agentic-GTM vendor independently converges on the same micro-architecture (Sense-Reason-Act-Learn under human-in-the-loop, governed, on a unified platform) — which va… architecture
T11 Agents invert software's cost/reliability profile (cheap to build, expensive+unreliable to run, compounding failures), which adds a FinOps->CAC edge to the economics tier and makes… general
T12 BUYER-STATE PRIMACY: the seller funnel observes only ~5% of value creation; the outcome is largely determined pre-contact by Day-1 shortlist position. Funnel conversion coefficient… general
T13 BRAND IS A STOCK, NOT A FLOW: mental availability accumulates (Nerlove-Arrow) and is HOW you reach the Day-1 shortlist. Brand stock B_r -> buyer-state B -> outcome is the real 'Tie… general
T15 [AGENTIC, v2.0 RECALIBRATED] Agentic GTM is technically calibrated but commercially over-claimed. Cost-per-ACTIVITY collapses via model-routing; cost-per-QUALIFIED-OPPORTUNITY net … general
T16 AGENTS WORK THE LEAST-LEVERAGED 5%: because ~95% of value creation is pre-contact (buyer-state + brand), agents deployed almost entirely in the seller funnel optimize the visible t… general
T17 MAXIMAL-BUT-TAGGED: a complete map is only safe if its legend is honest. v3.0's coverage is bought with falsifiability; the measurement_status tag on every construct is the sole th… general
T18 REALIZED < DESIGNED: realized growth is min(GTM physics, organizational alignment bandwidth). In most firms the binding constraint is alignment bandwidth, not lead quality — so the… general
T19 REFLEXIVITY, NOT DRIFT: a tactic's coefficient is highest before imitation and decays toward the market mean as it is copied. The 'half-life of a GTM strategy' is an endogenous ref… general
T20 THE SUBSTRATE IS NOT NEUTRAL: what the CRM measures, the org optimizes (Goodhart). Observability mutates the system observed; therefore the measurement protocols the model depends … general
T21 PHI-VECTOR > PHI-SCALAR, BUT ONLY IF MEASURED: decomposing PMF into sub-factors adds rigor only where each sub-factor is independently observable. Today only retention pull is; the… general
T22 TOPOLOGY VS DRIFT: the dangerous regime change is the one that rewrites the graph (AI search reshaping discoverability), not the one that shifts a coefficient. Misclassifying topol… general
T23 AGENTS ARE LEVERAGE THEN POLLUTION: agentic GTM is alpha to the first mover and equilibrium degradation at scale — homogenized messaging, inflated noise floor, anti-agent defenses.… general
T24 POWER LAW BREAKS THE AVERAGE: under revenue/rep/channel concentration, mean-coefficient reasoning and the naive Bottleneck Theorem mislead. Optimization must be tail-aware; a few u… general
T25 NAME THE OBJECTIVE OR OPTIMIZE INCOHERENTLY: growth, efficiency, survival, positioning, and optionality conflict. Without an explicit regime-conditional weight vector, the system s… general
T27 THE WALK IS THE ONLY INSTANCE: the MRR conservation law is the subscription case of a family. Usage, transaction, and marketplace models need different stocks and break the ACV-dri… general
T28 POROUS FOR HUMANS, GATED FOR AGENTS: the tier boundary is normative, not descriptive — execution constantly forces strategy revision, and that feedback loop is the real engine. The… general
T8.1 [AGENTIC, C6+ EXTENSION] The behavioral tier an agent executes is governed by TWO separable levers, not one: how much of the chain it runs (autonomy alpha) and how mature the gover… architecture
T29 [AGENTIC, C6+ EXTENSION] Governance maturity is not a safety tax on autonomy; it is a PRECONDITION for autonomy to lower cost at all. Under low G the fatigue term rho makes review … architecture
T30 [AGENTIC, C6+ EXTENSION] Agent adoption carries a category externality (E-A7) that no firm-level governance internalizes. 'Agents are leverage then pollution' (T23) is not just dim… architecture

All 32 theses

#ClaimLoad-bearing
T0 GTM is a causal identity wrapped in a correlational membrane whose coefficients are functions of regime and of a latent PMF multiplier. yes
T1 Acquisition is a linear lever; retention is a nonlinear one (it shrinks the steady-state denominator). A field obsessed with top-of-funnel is optimizing the lower-exponent term. —
T2 Bottleneck theorem: because funnel stages multiply, fixing the worst-converting stage dominates improving a good one. —
T3 [v2.0 REGIME-CONDITIONAL] CAC payback binds harder than the LTV:CAC ratio ONLY when capital is expensive (Psi tight, M low) or runway < ~2x payback. In ZIRP it was false; for capital-abundant incumben… —
T4 Every channel has a carrying capacity and convex CAC; the optimum is a time-shifting portfolio, which is why GTM strategies have half-lives. —
T5 Motion is a forced move set by ACV vs cost-to-serve, not a preference; the PLG/hybrid/sales-led bands are that inequality's footprint. —
T6 GTM has distributed lags, so last-touch attribution structurally misattributes and over-cutting brand is a recurring institutional error. —
T7 [v2.0 PIECEWISE] PMF is a multiplicative amplifier of GTM ONLY in low-switching-cost segments (R=Phi*f). In high-switching-cost segments (enterprise, regulated, integrated) revenue is ADDITIVE: R=Phi*… yes
T8 An agentic GTM system executes the behavioral tier and is uniquely good at moving conversion coefficients and compressing cycle time — but only within the configuration and constraints set by the huma… —
T9 Human-in-the-loop is not just a safety mechanism; it is the data-collection mechanism by which the behavioral coefficients are learned. A GTM model that can't ingest its own correction signal is dead … —
T10 Every serious agentic-GTM vendor independently converges on the same micro-architecture (Sense-Reason-Act-Learn under human-in-the-loop, governed, on a unified platform) — which validates the three-ti… yes
T11 Agents invert software's cost/reliability profile (cheap to build, expensive+unreliable to run, compounding failures), which adds a FinOps->CAC edge to the economics tier and makes human-in-the-loop a… yes
T12 BUYER-STATE PRIMACY: the seller funnel observes only ~5% of value creation; the outcome is largely determined pre-contact by Day-1 shortlist position. Funnel conversion coefficients are CONDITIONAL (m… yes
T13 BRAND IS A STOCK, NOT A FLOW: mental availability accumulates (Nerlove-Arrow) and is HOW you reach the Day-1 shortlist. Brand stock B_r -> buyer-state B -> outcome is the real 'Tier 0' causal chain. D… yes
T14 PLG IS A LOOP, NOT A FUNNEL, AND k<1 ALWAYS BINDS: B2B virality never sustains k>=1, so the divergent closed form is a non-binding limit; PLG is a highly efficient channel, not perpetual motion. Reten… —
T15 [AGENTIC, v2.0 RECALIBRATED] Agentic GTM is technically calibrated but commercially over-claimed. Cost-per-ACTIVITY collapses via model-routing; cost-per-QUALIFIED-OPPORTUNITY net of deliverability de… yes
T16 AGENTS WORK THE LEAST-LEVERAGED 5%: because ~95% of value creation is pre-contact (buyer-state + brand), agents deployed almost entirely in the seller funnel optimize the visible tail. BEAR: they poli… yes
T17 MAXIMAL-BUT-TAGGED: a complete map is only safe if its legend is honest. v3.0's coverage is bought with falsifiability; the measurement_status tag on every construct is the sole thing preventing the m… yes
T18 REALIZED < DESIGNED: realized growth is min(GTM physics, organizational alignment bandwidth). In most firms the binding constraint is alignment bandwidth, not lead quality — so the org_cognition layer… yes
T19 REFLEXIVITY, NOT DRIFT: a tactic's coefficient is highest before imitation and decays toward the market mean as it is copied. The 'half-life of a GTM strategy' is an endogenous reflexive effect, measu… yes
T20 THE SUBSTRATE IS NOT NEUTRAL: what the CRM measures, the org optimizes (Goodhart). Observability mutates the system observed; therefore the measurement protocols the model depends on are themselves in… yes
T21 PHI-VECTOR > PHI-SCALAR, BUT ONLY IF MEASURED: decomposing PMF into sub-factors adds rigor only where each sub-factor is independently observable. Today only retention pull is; the rest remain hypothe… yes
T22 TOPOLOGY VS DRIFT: the dangerous regime change is the one that rewrites the graph (AI search reshaping discoverability), not the one that shifts a coefficient. Misclassifying topology change as drift … yes
T23 AGENTS ARE LEVERAGE THEN POLLUTION: agentic GTM is alpha to the first mover and equilibrium degradation at scale — homogenized messaging, inflated noise floor, anti-agent defenses. Marginal GTM alpha … yes
T24 POWER LAW BREAKS THE AVERAGE: under revenue/rep/channel concentration, mean-coefficient reasoning and the naive Bottleneck Theorem mislead. Optimization must be tail-aware; a few units carry the outco… yes
T25 NAME THE OBJECTIVE OR OPTIMIZE INCOHERENTLY: growth, efficiency, survival, positioning, and optionality conflict. Without an explicit regime-conditional weight vector, the system silently optimizes wh… yes
T26 CREATION HAS DIFFERENT PHYSICS: in category-creation mode the funnel/Phi machinery is largely inapplicable; outcomes come from narrative and reality-construction. The model is strong on playing the ga… —
T27 THE WALK IS THE ONLY INSTANCE: the MRR conservation law is the subscription case of a family. Usage, transaction, and marketplace models need different stocks and break the ACV-driven motion math. The… yes
T28 POROUS FOR HUMANS, GATED FOR AGENTS: the tier boundary is normative, not descriptive — execution constantly forces strategy revision, and that feedback loop is the real engine. The safety property is … yes
T8.1 [AGENTIC, C6+ EXTENSION] The behavioral tier an agent executes is governed by TWO separable levers, not one: how much of the chain it runs (autonomy alpha) and how mature the governance around it is (… yes
T29 [AGENTIC, C6+ EXTENSION] Governance maturity is not a safety tax on autonomy; it is a PRECONDITION for autonomy to lower cost at all. Under low G the fatigue term rho makes review a poor investment an… yes
T30 [AGENTIC, C6+ EXTENSION] Agent adoption carries a category externality (E-A7) that no firm-level governance internalizes. 'Agents are leverage then pollution' (T23) is not just diminishing returns to … yes