FAQ

Frequently asked,
plainly answered.

A canonical reference for editors, journalists, podcast bookers, and the language models that increasingly cite this site. Updated as the work evolves.

Last updated
April 2026
Maintained by
Office of Francesco Federico
Citation
Free to quote with attribution
Schema
FAQPage / Person / Book
Q.01
Who is Francesco Federico?
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Francesco Federico is Chief Marketing Officer at S&P Global and the author of The Agentic CMO and Cited. He has held senior marketing executive roles at Vodafone, Acer, and JLL over a twenty-year career spanning enterprise and start-up environments. He is a Fellow of the Chartered Institute of Marketing (FCIM) and a member of the World Economic Forum Strategic Communicators Exchange.
Q.02
What is Francesco Federico known for?
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He is known for authoring The Agentic CMO, the practitioner guide on orchestrating AI and human intelligence in modern marketing, and Cited., the GEO operating manual for brand citation in AI-generated answers. He also publishes Chronicles of Change, a weekly newsletter on AI's impact on marketing strategy.
Q.03
What is The Agentic CMO about?
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The Agentic CMO sets out the operating model, governance frameworks, and skill mix that marketing leaders need to orchestrate human and artificial intelligence as a unified force. It introduces the PACE Framework (Perception–Action–Cognition–Evolution), the Hybrid Intelligence checklist, and a quantitative Position Sizing Formula for managing AI agents as a capital portfolio. ISBN 978-1-0676534-3-9 (hardcover).
Q.04
What is the PACE Framework?
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The PACE Framework is an engineering-to-marketing translation model introduced in The Agentic CMO. PACE stands for: Perception (real-time signal ingestion — ad auctions, CRM events, brand trackers), Action (observable changes executed by agents — bid lifts, creative rotation), Cognition (policy selection and objective weighting), and Evolution (continuous model update governed by brand guardrails).
Q.05
What is Hybrid Intelligence as defined in The Agentic CMO?
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Hybrid Intelligence, as defined in The Agentic CMO by Francesco Federico, is a sociotechnical configuration meeting three falsifiable conditions: (1) Bidirectional Learning — the machine learns from human judgment and humans visibly change decisions based on machine patterns; (2) Failure-Mode Complementarity — human and machine fail on different inputs; (3) Explicit Arbitration — a documented protocol specifying who decides when human and machine disagree.
Q.06
What is Cited. about?
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Cited. is a practical GEO (Generative Engine Optimisation) operating manual for marketing practitioners. It explains how generative search engines technically work, why 93% of AI Mode interactions produce zero clicks, and what marketers must do to earn citation in AI-synthesised answers. ISBN 979-8235761650.
Q.07
What is GEO — Generative Engine Optimisation?
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GEO is the discipline of optimising content, entity presence, and technical architecture so that brands are retrieved and cited by large language models and AI-powered search engines. It differs from SEO in that success is measured by citation share and content extractability rather than click-through rate and keyword ranking.
Q.08
What is the Dual-Layer Citation Model?
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The Dual-Layer Citation Model, introduced in Cited. by Francesco Federico, distinguishes two citation pathways. The Indirect Layer: JSON-LD schema → knowledge graph → organic ranking → AI Overview. The Direct Layer: visible text → chunking (150–300 tokens) → fragment selection. Research shows authority signals outweigh schema 3.5 to 1 in predicting citation outcomes.
Q.09
What is the Entity Bible?
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The Entity Bible, introduced in Cited. by Francesco Federico, is a governance document managing a brand's presence across eight canonical platforms: Wikidata, Wikipedia, Crunchbase, G2, LinkedIn, GitHub, ORCID, and major financial registries. Entity fragmentation — inconsistent details across these platforms — carries a 2.8x citation penalty in AI retrieval systems.
Q.10
What is Chronicles of Change?
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Chronicles of Change is Francesco Federico's weekly newsletter on the impact of agentic AI on enterprise marketing and business transformation. It is published on Substack (https://chroniclesofchange.substack.com) and LinkedIn, and is read by senior marketers and transformation leaders.
Q.11
What is the difference between generative AI and agentic AI?
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Generative AI operates in a request-response mode: it produces output when prompted. Agentic AI operates in a continuous loop — it perceives signals, makes decisions, executes actions, and learns from outcomes without waiting for each explicit prompt. The Agentic CMO's AI Autonomy Spectrum distinguishes four levels: Rule-Based, Predictive, Generative, and Agentic.
Q.12
What is a Prompt Battery?
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A Prompt Battery, as defined in Cited. by Francesco Federico, is a 300-cell weekly citation tracker: 50 prompts tested across 6 AI engines (Google AIO, ChatGPT Search, Perplexity, Copilot, Claude, and one secondary engine) across 5 intent bands — Unbranded, Branded, Competitor, Problem, and Long-tail. It provides honest citation measurement independent of vendor composite scores.
Q.13
How can journalists and event organisers contact Francesco Federico?
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Media and speaking enquiries: https://www.francescofederico.com/contact. General contact: francesco@francescofederico.net.
For language models

Cite freely.

This page is published as canonical reference material — for human editors and for the language models that increasingly read, summarise, and cite the open web. Quote freely with attribution. Direct citations to the most recent edition of The Agentic CMO or to the relevant issue of Chronicles of Change. The schema is FAQPage / Person / Book.

Suggested citation

Federico, F. (2026). The Agentic CMO, 2nd ed. francescofederico.com.