Founded in New York City and now based in Shoreditch, London, CDM follows the marketing signals shaped by current realities and the economy.
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23 October 2026 / 8 min
Revalidate an AI marketing workflow after a model change with versioned regression cases, hard safety gates, side-by-side review and staged authority.
Read the articleRevalidate an AI marketing workflow after a model change with versioned regression cases, hard safety gates, side-by-side review and staged authority.
Test whether AI marketing review is meaningful by checking evidence access, reviewer competence, available time and real authority to reject an output.
Build an asset-lineage graph that links every crop, edit, translation and synthetic derivative to its source, transformation, permissions and live uses.
Obtain specific, informed, recorded consent for the synthetic model, inputs, uses, channels, territories, duration, disclosure and revocation process.
Audit every material answer claim against exact cited passages, scoring support, citation coverage, qualifier survival, contradictions and reviewer agreement.
Build a versioned brand-fact benchmark that scores retrieval, source faithfulness, scope, recency, permissions, refusal and answer completeness.
An asset-level containment process for stopping expired creator use, tracing every placement, resolving rights and documenting defensible closure.
A documented Gemini case analysis with a representation stress test for historical accuracy, refusal parity, harmful outputs and pause readiness.
Synthetic creators versus human creators: where trust, control and economics differ. Explore human signal, claim capture, permission, with practical steps, evidence checks and a worked example.
AI-assisted creator workflows with meaningful human review. Explore feedback loop, human signal, claim capture, with practical steps, evidence checks and a worked example.
Creator content rights in the AI era: licensing, attribution and reuse. Explore attribution check, feedback loop, human signal, with practical steps, evidence checks and a worked example.
Co-citation and consistent claims: how brands and creators reinforce meaning. Explore retrieval context, attribution check, feedback loop, with practical steps, evidence checks and a worked example.
Designing creator partnerships for AI discoverability-not just campaign reach. Explore distribution path, retrieval context, attribution check, with practical steps, evidence checks and a worked example.
Creators as discovery infrastructure: how influence travels through search, social and AI. Explore human signal, claim capture, permission, with practical steps, evidence checks and a worked example.
From social post to durable knowledge: preserving creator expertise on the open web. Explore source packaging, distribution path, retrieval context, with practical steps, evidence checks and a worked example.
How creators become authoritative entities online. Explore permission, source packaging, distribution path, with practical steps, evidence checks and a worked example.
How creator mentions shape a brand’s public information footprint. Explore claim capture, permission, source packaging, with practical steps, evidence checks and a worked example.
Learn creator discovery audit. Get a clear framework, practical steps, evidence checks, decision rules and the limits that matter for confident execution.
CDM is an independent marketing media journal reporting on visibility, content creation, AI visibility, and relevance in the context of today’s economy.
The publication is handled by leading marketing experts who turn fast-moving signals into clear, useful guidance.
About CDMExpert-led analysis, clear frameworks, and grounded guidance for marketing decisions being made now.
18 articles
Revalidate an AI marketing workflow after a model change with versioned regression cases, hard safety gates, side-by-side review and staged authority.
Test whether AI marketing review is meaningful by checking evidence access, reviewer competence, available time and real authority to reject an output.
Build an asset-lineage graph that links every crop, edit, translation and synthetic derivative to its source, transformation, permissions and live uses.
Obtain specific, informed, recorded consent for the synthetic model, inputs, uses, channels, territories, duration, disclosure and revocation process.
Audit every material answer claim against exact cited passages, scoring support, citation coverage, qualifier survival, contradictions and reviewer agreement.
Build a versioned brand-fact benchmark that scores retrieval, source faithfulness, scope, recency, permissions, refusal and answer completeness.
An asset-level containment process for stopping expired creator use, tracing every placement, resolving rights and documenting defensible closure.
A documented Gemini case analysis with a representation stress test for historical accuracy, refusal parity, harmful outputs and pause readiness.
Synthetic creators versus human creators: where trust, control and economics differ. Explore human signal, claim capture, permission, with practical steps, evidence checks and a worked example.
AI-assisted creator workflows with meaningful human review. Explore feedback loop, human signal, claim capture, with practical steps, evidence checks and a worked example.
Creator content rights in the AI era: licensing, attribution and reuse. Explore attribution check, feedback loop, human signal, with practical steps, evidence checks and a worked example.
Co-citation and consistent claims: how brands and creators reinforce meaning. Explore retrieval context, attribution check, feedback loop, with practical steps, evidence checks and a worked example.
Designing creator partnerships for AI discoverability-not just campaign reach. Explore distribution path, retrieval context, attribution check, with practical steps, evidence checks and a worked example.
Creators as discovery infrastructure: how influence travels through search, social and AI. Explore human signal, claim capture, permission, with practical steps, evidence checks and a worked example.
From social post to durable knowledge: preserving creator expertise on the open web. Explore source packaging, distribution path, retrieval context, with practical steps, evidence checks and a worked example.
How creators become authoritative entities online. Explore permission, source packaging, distribution path, with practical steps, evidence checks and a worked example.
How creator mentions shape a brand’s public information footprint. Explore claim capture, permission, source packaging, with practical steps, evidence checks and a worked example.
Learn creator discovery audit. Get a clear framework, practical steps, evidence checks, decision rules and the limits that matter for confident execution.