Marketleaf Practical AI marketing intelligence for in-house teams and small agencies.
Issue 1 · Vol. 1 · Est. 2026 The AI marketing trade, weekly.
Audience: Senior brand and product leadership; competitive-intelligence leads; agencies offering retained competitive-watch services. Cadence: Monthly briefing; weekly crawl cadence under the surface.

Purpose

Replace the ad-hoc 'someone should look at what the competition is doing' work with a steady routine that surfaces real movement in the category, on a cadence the team can act on.

Outcomes

Tools and agents

Competitive crawl agent Positioning-analysis agent Citation-rate panel (per competitor) Briefing assembly agent

Steps

  1. Define the competitive set

    Write down the competitors that matter. Bound the set. Revisit it quarterly. A competitive watch on an unbounded set produces noise.

  2. Crawl and inventory

    The competitive crawl agent inventories each competitor's public surface — site, content, public messaging, citation surface — on a steady schedule.

  3. Detect and characterize movement

    The positioning-analysis agent identifies what has changed since the prior cycle, characterizes the change, and produces a structured note per competitor.

  4. Compare citation surfaces

    The citation-rate panel runs the query set across the competitive set and produces a side-by-side citation-rate comparison.

  5. Assemble the briefing

    The briefing assembly agent stitches the components into a monthly briefing for the strategic team. A senior practitioner reviews, adds judgment, and ships.

Antipatterns to avoid

Glossary terms used in this workflow

  • Routine — A named, repeatable agentic workflow that a team can invoke on demand.

Other workflows in the library

  • GEO Content Production Line Generative Engine Optimization · A retrieval-augmented production pipeline that ships reference-grade content tuned for answer-engine citation rather th…
  • Agentic SEO Audit Diagnostic · A multi-agent audit routine that produces a working diagnostic of a site's SEO, GEO, and entity-layer health in a singl…
  • AI-Assisted Lifecycle Marketing Setup Lifecycle Orchestration · A staged routine that builds out an agentic lifecycle program — identity layer, stage definitions, agentic routines, hu…
  • Agency Pitch Routine New Business · A routine that produces a credible new-business pitch — research, positioning, working creative, illustrative routine d…
  • Brand-Voice Memory Bootstrap Memory Layer · A routine that builds out a working brand-voice memory layer from the existing corpus of brand-approved content, ready…
  • Buyer-Journey Citation Mapping GEO + Strategy · A diagnostic routine that maps the brand's citation surface across the actual buyer journey — where buyers ask, what th…
  • Newsletter Publication Routine Content + Distribution · An end-to-end routine for shipping a recurring newsletter — research, drafting, editing, formatting, sending — that an…
  • In-House Routine Library Build-Out AI Marketing Engineering · A multi-quarter program to build out a working routine library for an in-house AI marketing team, from the first routin…
  • Category Launch Program Brand + GEO · A coordinated program for launching a product or company into a new category — entity establishment, citation surface s…
  • Audit-Self Publication Routine Editorial + Methodology · A routine for publishing the agency's or team's own work and methods — not as marketing, but as durable reference conte…
  • Vendor Evaluation Routine Procurement · A routine for evaluating an AI marketing vendor in a vendor-skeptical posture — practitioner references, working deploy…