Marketleaf Practical AI marketing intelligence for in-house teams and small agencies.
Issue 1 · Vol. 1 · Est. 2026 The AI marketing trade, weekly.

What a "workflow" is here

A workflow, on this site, is the unit of analysis below a marketing program and above a prompt. It is a named, repeatable sequence of agent-executed and human-reviewed steps that produces a defined output. The vocabulary follows the convention laid out in our agentic workflow, routine, and handoff glossary entries.

Generative Engine Optimization

GEO Content Production Line

A retrieval-augmented production pipeline that ships reference-grade content tuned for answer-engine citation rather than blue-link ranking.

Diagnostic

Agentic SEO Audit

A multi-agent audit routine that produces a working diagnostic of a site's SEO, GEO, and entity-layer health in a single coordinated pass.

Lifecycle Orchestration

AI-Assisted Lifecycle Marketing Setup

A staged routine that builds out an agentic lifecycle program — identity layer, stage definitions, agentic routines, human-review surface — in a sequence that prevents the most common failure modes.

New Business

Agency Pitch Routine

A routine that produces a credible new-business pitch — research, positioning, working creative, illustrative routine designs — for a prospective client account.

Memory Layer

Brand-Voice Memory Bootstrap

A routine that builds out a working brand-voice memory layer from the existing corpus of brand-approved content, ready to be consumed by downstream content agents.

GEO + Strategy

Buyer-Journey Citation Mapping

A diagnostic routine that maps the brand's citation surface across the actual buyer journey — where buyers ask, what the answer engines return, where the brand is and is not surfaced.

Content + Distribution

Newsletter Publication Routine

An end-to-end routine for shipping a recurring newsletter — research, drafting, editing, formatting, sending — that an in-house team can run on a steady cadence without burning out.

Strategy

Competitive Positioning Watch

A steady-state routine that tracks the positioning, messaging, and citation surface of a defined competitive set, producing a monthly briefing for the brand's strategic team.

AI Marketing Engineering

In-House Routine Library Build-Out

A multi-quarter program to build out a working routine library for an in-house AI marketing team, from the first routine to a maintained institutional capability.

Brand + GEO

Category Launch Program

A coordinated program for launching a product or company into a new category — entity establishment, citation surface seeding, narrative deployment — designed for the answer-engine-mediated discovery environment.

Editorial + Methodology

Audit-Self Publication Routine

A routine for publishing the agency's or team's own work and methods — not as marketing, but as durable reference content that compounds topical authority.

Procurement

Vendor Evaluation Routine

A routine for evaluating an AI marketing vendor in a vendor-skeptical posture — practitioner references, working deployments, documentation quality, maintenance-burden modeling.

Use a workflow well

The reference library is not a list of finished routines you can drop into your stack. It is a vocabulary of patterns. The work of authoring routines for your team — naming them, defining their input and output contracts, designing the handoffs, building the evaluation framework — is yours. See the In-House Routine Library Build-Out entry for the multi-quarter program that produces a maintained library.