# Glossary — The HBR AI-Strategy Corpus (merged, deduplicated)

- **4C Framework (Generative Readiness)** — Coordination, Citability, Credibility, Calibration; the B2B GEO operating spine ([[framework-4c-generative-readiness]]).
- **4S Framework** — Select, Satisfy, Serve, Survive/Thrive; the anti-middle-market playbook ([[framework-4s]]).
- **AAO / AI-Agent Optimization** — successor to SEO for a world of agent buyers ([[concept-ai-agent-optimization-aao]]).
- **Absorptive capacity** — Cohen & Levinthal's binding constraint: the org's ability to use new knowledge; 70% of AI value is people/process/culture ([[concept-absorptive-capacity-d4]]).
- **Agent shelf** — the new competitive surface where AI agents select products ([[concept-agent-shelf]]).
- **Agentic rationality** — the premise that AI agents act rationally, dissolving human-bias-based moats ([[concept-agentic-rationality]]).
- **Agent manager** — durable new role orchestrating a hybrid human-agent workforce ([[concept-agent-manager]]).
- **AI angst** — adoption resistance reframed as a risk-perception problem ([[concept-ai-angst]]).
- **AI commodity fallacy** — the false belief that AI is a plug-and-play commodity; value is local ([[concept-ai-commodity-fallacy]]).
- **AI employee framing** — anthropomorphizing agents as colleagues; backfires on accountability and quality ([[concept-ai-employee-framing]]).
- **AI fog** — extreme opacity that breaks the predictive models behind long-duration investment ([[concept-ai-fog]]).
- **AI industrial economics** — AI as a physical asset (chips, cooling, land, power), not free-scaling software ([[concept-ai-industrial-economics]]).
- **AI recall share** — inclusion-and-fit metric for brand presence in model answers; contrasted with Share of Model ([[concept-ai-recall-share]]).
- **Algorithmic skepticism / persuasion penalty** — advanced models penalize overt marketing cues ([[concept-algorithmic-skepticism]]).
- **Ambient utility** — AI embedded as an opt-out default in daily workflows; source of the habit moat ([[concept-ambient-utility]]).
- **Anticipatory AI layoffs** — cuts made on AI's potential, not its performance ([[concept-anticipatory-ai-layoffs]]).
- **ARCI** — RACI reordered to anchor the single Accountable owner first ([[concept-arci-framework]]).
- **Augmentation vs automation** — augment as default (long-run win), automate as governed exception ([[concept-augmentation-vs-automation]]).
- **Augmentation score** — task-level measure of AI complementarity vs displacement ([[concept-augmentation-score]]).
- **AWARE** — Acknowledge, Watch, Align, Redesign, Empower; the SDT-based adoption framework ([[framework-aware]]).
- **Belief-anxiety paradox** — believing in AI raises anxiety, which raises usage ([[concept-belief-anxiety-paradox]]).
- **BNN vs ANN** — Biological vs Artificial Neural Networks; humans vs AI as distinct customer types ([[concept-bnn-vs-ann]]).
- **Bot psychology** — the emerging science of influencing AI buyers ([[concept-bot-psychology-d13]]).
- **Brand code** — machine-readable knowledge base operationalizing shared brand intelligence ([[concept-brand-code]]).
- **Bridger** — boundary-spanning operator who scales technology across the last mile ([[concept-bridger]]).
- **Broken data foundation** — "broken data yields broken intelligence"; data as the invisible prerequisite ([[concept-broken-data-foundation]]).
- **Bubble timing distortion** — bubbles distort timing, not ultimate worth ([[claim-bubble-timing-distortion]]).
- **Buyer uncertainty** — the dominant 2026 closing friction: fear, not lack of information ([[concept-buyer-uncertainty]]).
- **Capability debt** — invisible liability from automating the tasks that build capability ([[concept-capability-debt-d10]], [[concept-capability-debt-d2]]).
- **Capability mirage** — training conducted mistaken for capability acquired ([[concept-capability-mirage]]).
- **Captive audience model** — forcing ads on a locked-in audience; drives churn ([[concept-captive-audience-model]]).
- **Circular financing** — investors funding the customers who buy their product; a bubble signal ([[concept-circular-financing]]).
- **Clandestine / shadow AI** — hidden AI use, a rational response to bad incentives or low trust ([[concept-clandestine-ai-use]], [[concept-shadow-ai]]).
- **Co-created authenticity** — authenticity as an aligned state, not a fixed trait ([[concept-co-created-authenticity]]).
- **Complementarity** — cheaper AI raises the value of its human complements ([[concept-complementarity]]).
- **Consensus management** — decision-by-committee that makes firms "slow and blind" ([[concept-consensus-management]]).
- **Consulting obelisk** — the AI-era successor to the consulting pyramid (three roles) ([[concept-consulting-obelisk]]).
- **Constraint-driven innovation** — scarcity forcing ingenuity; a recurring disruptor engine ([[concept-constraint-driven-innovation]]).
- **Correlated AI errors** — the systemic risk of homogeneous models failing together ([[concept-correlated-ai-errors]]).
- **Dark funnel** — AI-mediated discovery vendors neither own nor see ([[concept-dark-funnel]]).
- **Decision rights (family)** — RACI/ARCI/RAPID/DARE/OVIS/true-agreement: one lineage, one owner ([[concept-decision-rights]]).
- **Deterministic security mismatch** — deterministic controls fail against non-deterministic AI ([[concept-deterministic-security-mismatch]]).
- **Duration of the company** — managing for decades as the counterweight to optionality ([[concept-duration-of-the-company]]).
- **Dumb pipe** — the disintermediated failure state behind a platform gatekeeper ([[concept-dumb-pipe]]).
- **Efficiency ceiling** — the mathematical cap on cost-cutting's contribution to firm value ([[concept-efficiency-ceiling]]).
- **Efficiency tax** — freed time refilled with more work, punishing disclosed productivity ([[concept-efficiency-tax]]).
- **Ethical Nightmare Challenge** — start responsible-AI from disasters, not values ([[concept-ethical-nightmare-challenge]]).
- **F2F / Family-to-Family strategy** — leveraging familiness to bond with other family firms ([[concept-f2f-strategy]]).
- **Familiness** — the inimitable identity-based asset of a family business ([[concept-familiness]]).
- **Fierce efficiency** — treating scarcity as a weapon (Rocket Lab) ([[concept-fierce-efficiency]]).
- **Flat mode** — temporarily leveling hierarchy to gather candid input, then re-asserting authority ([[concept-flat-mode]]).
- **FOBO** — Fear Of Becoming Obsolete; the emotion beneath adoption resistance ([[concept-fobo]]).
- **Found time** — internal bandwidth state that triggers technology exploration ([[concept-found-time]]).
- **Fractional work** — part-time, operational senior leadership across multiple firms ([[concept-fractional-work]]).
- **Generative Engine Optimization (GEO)** — engineering content for retrieval and correct representation inside LLM answers ([[concept-generative-engine-optimization-d1]]).
- **Generative inbreeding / model collapse** — degradation as models iteratively process synthetic data ([[concept-generative-inbreeding]]).
- **Great value loop** — profit pools migrate downward to the newest un-copyable constraint ([[concept-great-value-loop]]).
- **Growth blindspot** — the reflex to use AI for efficiency while missing its growth potential ([[concept-growth-blindspot]]).
- **GROW** — Gather, Review, Organize (tier), Work off; the sales-debt audit ([[framework-grow]]).
- **Habit moat** — durable advantage from owning the customer's daily default ([[concept-habit-moat]]).
- **Human-in-the-loop escalation** — automate routine, escalate exceptions to a named human ([[concept-human-in-the-loop-escalation]]).
- **Humane imperative** — human value shifts to empathy, curiosity, and curation ([[concept-humane-imperative]]).
- **Implicit organization** — the tacit rules agents strip out; must be mapped before automating ([[concept-implicit-organization]]).
- **Induced demand / Jevons paradox** — efficiency raises total demand ([[concept-induced-demand]], [[concept-ai-jevons-paradox]]).
- **Interpretable brand** — a brand structured so algorithms can correctly parse and recommend it ([[concept-interpretable-brand]]).
- **Judgment debt** — invisible liability from cutting juniors and de-skilling seniors ([[concept-judgment-debt]]).
- **Judgment infrastructure** — codified decision logic that makes human judgment reusable by AI ([[concept-judgment-infrastructure]]).
- **Knowledge cliff** — the drop when automating the entry roles that build tacit knowledge ([[concept-knowledge-cliff]]).
- **Knowledge decay / entropy** — organizational information degrading under sequential AI use ([[concept-knowledge-decay]]).
- **Large Action Models (LAM)** — the shift from generating content to executing tasks ([[concept-large-action-models]]).
- **Living intelligence** — the AI + sensors + biotech convergence thesis ([[concept-living-intelligence]]).
- **Living organizational interface** — a CVC/boundary as a relationship to manage, not a machine to tune ([[concept-living-organizational-interface]]).
- **Local AI value** — AI value is contextual and embedded, never a generic commodity ([[concept-local-ai-value]]).
- **Machine-readable trust** — structured, verifiable trust signals that agents can ingest ([[concept-machine-readable-trust]]).
- **Make-or-break layer** — the frontline manager as the decisive adoption tier ([[concept-make-or-break-layer]]).
- **Manufactured instinct** — judgment/gut as trainable, not innate ([[concept-manufactured-instinct]]).
- **Market-standard default** — negotiate only what varies; default routine terms to standards or AI ([[concept-market-standard-default]]).
- **Moat evolution** — AI sorts advantages into a dying column and a strengthening column ([[framework-moat-evolution]]).
- **Multiple expansion** — organic growth driving valuation-multiple, not just earnings, gains ([[concept-multiple-expansion]]).
- **New AI triad** — land, labor, energy replacing compute, data, talent as the scarce inputs ([[concept-new-ai-triad]]).
- **Optionality** — buying information cheaply and preserving manoeuvring room under uncertainty ([[concept-optionality]]).
- **Oversight capacity** — the human ceiling on verification that doesn't grow with output ([[concept-oversight-capacity]]).
- **Paradox of access** — universally available AI erodes the advantage it seems to confer ([[concept-paradox-of-access]]).
- **Portfolio career** — a diversified set of income/relationship streams as career security ([[concept-portfolio-career]]).
- **Productivity J-curve** — the near-term dip before AI's long-term payoff ([[prereq-productivity-j-curve]]).
- **Psychological needs triad** — competence, autonomy, relatedness; the SDT engine of AI resistance ([[concept-psychological-needs-triad]]).
- **Psychological safety** — the substrate for adoption, disclosure, and intelligent failure ([[concept-psychological-safety]]).
- **Pull vs push adoption** — engineering demand for AI rather than mandating it ([[concept-pull-vs-push-adoption]]).
- **Reasoning trail** — a deliverable's visible, coachable record of human judgment ([[concept-reasoning-trail]]).
- **Reference-price trap** — internalizing $0 (or any first price) as "fair"; the danger of free ([[concept-reference-price-trap]]).
- **Relational capital** — inimitable value that lives between parties ([[concept-relational-capital]]).
- **Relative cybersecurity** — be harder to attack than peers ("faster than the bear") ([[concept-relative-cybersecurity]]).
- **Relative proximity** — targeting by nearness *relative to competitors*, not absolute radius ([[concept-relative-proximity]]).
- **Renewal default** — auto-renew vs auto-cancel as a strategic lever, not a setting ([[concept-renewal-default]]).
- **Resolution optimization** — LLMs synthesize one answer, not a ranked list; inclusion is binary ([[concept-resolution-optimization]]).
- **Reverse mastery** — collaborating with AI requires making tacit judgment explicit ([[concept-reverse-mastery]]).
- **Sales debt** — the compounding liability of acquiring poor-fit customers ([[concept-sales-debt]]).
- **Service-as-software** — outcomes delivered autonomously, disrupting SaaS ([[concept-service-as-software]]).
- **Share of Model** — a brand's presence/weight inside LLM outputs ([[concept-share-of-model]]).
- **So-so technologies** — Acemoglu's automations that displace without raising productivity much ([[concept-so-so-technologies]]).
- **Structural vs cosmetic AI diversity** — real cognitive variety vs "costume change" sameness ([[concept-structural-ai-diversity]]).
- **Structured empowerment** — curated options + outcome accountability for frontline decision-makers ([[concept-structured-empowerment]]).
- **Subjective value** — value varies by buyer, so one list price under-charges the top ([[concept-subjective-value]]).
- **Success theater** — upward information distortion that blinds leadership ([[concept-success-theater]]).
- **System of enforcement** — the designed structure (not style) that drives PE super-returns ([[concept-system-of-enforcement]]).
- **Task-to-process gap** — where task-level AI gains fail to become organizational value ([[concept-individual-vs-process-productivity]]).
- **Terminal value collapse** — the AI-fog risk to the 60–80% of market cap that is terminal value ([[concept-terminal-value-collapse]]).
- **Thinkslop** — degraded human thinking from careless AI use ([[concept-thinkslop]]).
- **Thought-doer** — the individual contributor who both judges and executes with AI ([[concept-thought-doer]]).
- **Triple burden** — the compounded load AI dumps on middle managers ([[concept-triple-burden]]).
- **True agreement** — genuine commitment vs superficial [[concept-false-alignment|false alignment]] ([[concept-true-agreement]]).
- **Trust layer** — the trust/governance infrastructure that unlocks agentic commerce ([[concept-trust-layer]]).
- **Uninherited influence** — authority earned, not conferred by title ([[concept-uninherited-influence]]).
- **Vertical integration (as weapon)** — owning the value chain as a disruptor move ([[concept-aerospace-vertical-integration]]).
- **Vulnerable intimacy** — the trust between a user and their agent; where the habit moat relocates ([[concept-vulnerable-intimacy]]).
- **Willful ignorance in AI** — refusing an AI's explanation when incentives or morals conflict ([[concept-willful-ignorance-in-ai]]).
- **Workslop** — low-effort AI output that offloads cognitive burden onto recipients ([[concept-workslop-d38]], [[concept-workslop-d8]]).
- **Zero-click commerce** — transactions completed by agents without a human visiting a site ([[concept-zero-click-commerce]]).
- **Zero-latency iteration** — AI-native startups' continuous-learning speed advantage ([[concept-zero-latency-iteration]]).
- **Zombie subscribers** — inert, low-value subscribers hidden by retention metrics ([[concept-zombie-subscribers]]).