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Insights

CRM systems, explained from practice.

Field notes on campaign governance, lifecycle automation and the operational details that determine whether CRM work performs safely.

Browse by category

Five parts of effective CRM

Campaign Governance

3-piece series · 3 live

Controls that make CRM sends safer, reviewable and easier to defend.

Lifecycle & Retention

3-piece series · 3 live

Journey strategy that responds to customer state, not calendar pressure.

Automation Architecture

3-piece series · 3 live

Reliable data flows, journey controls and failure handling behind CRM delivery.

AI in CRM

3-piece series · 3 live

Where deterministic checks, reasoning models and human approval should meet.

Measurement & Experimentation

3-piece series · 3 live

Metrics and tests that reveal commercial impact rather than platform activity.

01 · Category

Campaign Governance

Controls that make CRM sends safer, reviewable and easier to defend.

Published

Campaign Governance6 min read

CRM Pre-Send QA: A Practical Framework

A practical CRM pre-send QA framework covering audience logic, suppression, personalisation, send setup and evidence-based approval.

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Campaign Governance6 min read

Suppression Logic CRM Teams Can Audit

How to design CRM suppression logic with clear ownership, reliable identifiers, current data and evidence that survives review.

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Campaign Governance5 min read

Building a Useful CRM Campaign Decision Record

A practical structure for recording CRM campaign evidence, findings, approvals and accepted risk without creating administrative theatre.

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02 · Category

Lifecycle & Retention

Journey strategy that responds to customer state, not calendar pressure.

Published

Lifecycle & Retention6 min read

Designing Lifecycle Journeys Around Customer State

How to build lifecycle journeys that respond to customer state, use current data and stop when the message is no longer relevant.

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Lifecycle & Retention5 min read

Renewal Programmes Without Message Fatigue

A practical approach to renewal CRM that coordinates timing, relevance and channel pressure without weakening the commercial objective.

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Lifecycle & Retention6 min read

Segmentation That Survives Operational Change

How to design CRM segments with stable definitions, governed data sources and tests that remain reliable as systems and teams change.

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03 · Category

Automation Architecture

Reliable data flows, journey controls and failure handling behind CRM delivery.

Published

Automation Architecture7 min read

A Maintainable Salesforce Marketing Cloud Data Model

How to design a Marketing Cloud contact model with clear identity, governed attributes and data extensions that teams can safely evolve.

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Automation Architecture6 min read

Monitoring the CRM Automations Nobody Watches

A practical monitoring model for scheduled CRM automations, covering freshness, completeness, alerts, ownership and recovery.

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Automation Architecture6 min read

Designing Clean Handoffs Between CRM Systems

How to build observable, retry-safe handoffs between CRM platforms using explicit contracts, stable identity and end-to-end reconciliation.

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04 · Category

AI in CRM

Where deterministic checks, reasoning models and human approval should meet.

Published

AI in CRM6 min read

Deterministic Checks Versus AI Reasoning in CRM

How to divide CRM controls between deterministic rules, AI reasoning and human judgement without confusing confidence with certainty.

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AI in CRM6 min read

Using Generative AI in CRM Without Losing Control

A control model for generative AI in CRM covering approved use cases, data boundaries, evaluation, release gates and retained evidence.

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AI in CRM6 min read

Human Approval Patterns for AI-Assisted CRM

How to make human review meaningful in AI-assisted CRM through clear authority, structured evidence, challenge paths and quality monitoring.

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05 · Category

Measurement & Experimentation

Metrics and tests that reveal commercial impact rather than platform activity.

Published

Measurement & Experimentation6 min read

Measuring Lifecycle Campaigns Beyond Open Rates

A measurement framework for lifecycle CRM that connects delivery and engagement diagnostics to customer behaviour and commercial outcomes.

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Measurement & Experimentation7 min read

Designing CRM Experiments Teams Can Trust

How to design CRM experiments with clear hypotheses, stable randomisation, reliable instrumentation and decisions agreed before results arrive.

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Measurement & Experimentation6 min read

CRM Attribution Without False Precision

How to use CRM attribution as a decision model while separating observed credit from causal impact and reporting uncertainty honestly.

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