The Founding Edition

Stop starting from a blank chat.

Build repeatable human + AI workflows for the performance-marketing work you do again and again.

The Performance Marketer's AI Workflow Manual

$29 one-time · five paid product families · use the AI assistant you already have

The Performance Marketer's AI Workflow Manual cover with a six-layer workflow stack
A field manual for turning recurring tasks into reusable human + AI workflows.

The recurring problem

The work keeps repeating. The setup does too.

AI can produce fluent text from an underspecified request. Professional marketing work still needs context, evidence, review, and a usable artifact.

  • 01Blank chats invite the same business context rebuild every time.
  • 02Inputs and expectations shift from run to run.
  • 03Human review arrives after the answer instead of before the decision.
  • 04Good work is delivered once, then lost instead of reused.

A different unit of work

Prompts are components. Workflows are systems.

A prompt still has a place. The difference is whether the prompt sits inside a defined process with an outcome, evidence boundary, human decision, and reviewable output.

A prompt

Useful, but isolated

  • Single instruction It asks for one response.
  • Context reconstructed Important details are reintroduced manually.
  • Review inconsistent The human boundary is easy to leave implicit.
  • Output format variable A fluent answer is not necessarily a usable artifact.

A workflow

Designed for reuse

  • Defined Outcome The work starts with the artifact or decision.
  • Reusable Context + Inputs Persistent context is separated from what changes.
  • AI Actions + Human Gates Delegation is explicit; accountability stays human.
  • Output Contract The final result has a named structure and quality criteria.

The product designs the work around the assistant you already use.

The 6-Layer Workflow Stack

A repeatable method for recurring marketing work.

The stack begins with the result, separates persistent context from execution inputs, delegates tasks rather than accountability, and defines an output instead of asking for “a good answer.”

01

Outcome

What must this workflow produce when it works?

02

Reusable Context

What relatively persistent information should the AI understand on every execution?

03

Inputs

What data and information change each time the workflow runs?

04

AI Actions

What specific cognitive work should be delegated to the AI?

05

Human Gates

What requires human verification, interpretation, or approval?

06

Output Contract

Exactly what should the final result contain, and what quality criteria apply?

Three ways to use the system

Understand quickly. Reason carefully. Produce the artifact.

Fast

Understand

A short conceptual entry point: problem, principle, minimum usable model, example, and immediate action.

Deep

Master

Reason through evidence, limitations, uncertainty, failure modes, and the places where human judgment matters.

Do

Build

Complete guided fields, assemble the input packet, apply Human Gates, and produce a reusable output structure.

The Workflow Library

12 recurring tasks, organized around how performance work actually moves.

Choose the task that keeps returning. Each workflow carries the same method while respecting its own evidence, decision, and artifact requirements.

Analyze

Diagnose current performance, query, and page evidence.

0120–30 min

Weekly Campaign Review

Separate observations, hypotheses, and human decisions in a recurring review.

0220–30 min

Search Term Analysis

Turn query data into an evidence-aware action map.

0325–40 min

Landing Page Analysis

Diagnose observable page elements, friction hypotheses, and test priorities.

Research

Structure market, keyword, competitor, and offer evidence.

0430–45 min

Keyword Research

Build an intent- and economics-aware map for controlled testing.

0525–40 min

Competitor Intelligence

Turn scattered competitor information into a structured brief.

0630–45 min

Market & Offer Research

Separate observed signals from assumptions and open questions.

Create

Turn approved strategy or evidence into production artifacts.

0720–35 min

Creative Brief

Translate strategy and evidence into a clear creative brief.

0820–35 min

Ad Copy Development

Develop controlled message variations without invented claims.

0920–30 min

Testing Hypothesis Builder

Turn uncertainty into explicit, testable marketing hypotheses.

Communicate

Communicate evidence, synthesize periods, and prepare next actions.

1020–30 min

Client Reporting

Separate facts, interpretations, actions, and unresolved questions.

1130–45 min

Monthly Business Review

Structure what changed, what was learned, and what remains uncertain.

1230–45 min

Pre-Campaign Planning

Turn assumptions, economics, measurement, messaging, and constraints into launch readiness.

Human Gates

AI can assist with the work. It does not own the decision.

The system keeps review close to the point where an output could affect tracking, claims, budget, brand, client communication, or strategy.

01

Human approval

Name what must be checked before an output is used.

02

Evidence review

Separate observation, inference, unknowns, and evidence still needed.

03

Decision ownership

Keep the responsible person or role visible at the gate.

04

Scope validation

Check whether the inputs and the requested action are actually supported.

Interactive Local Web Edition method view showing the six-layer workflow stack: Outcome, Reusable Context, Inputs, AI Actions, Human Gates, and Output Contract
A method view from the included Interactive Local Web Edition.

Included: Interactive Local Web Edition

A browser-opened manual and Workflow Studio.

Download the included edition, unzip it, open the local index.html, and use it in a modern browser. It is a local product surface, not a cloud SaaS product.

  1. Download
  2. Unzip
  3. Open index.html
  4. Use

No installation. No server. No PHP. No AI API. Workflow drafts remain local to your browser unless you explicitly export them.

The operating model

Use the AI assistant you already have.

The Manual designs a workflow for your context and your accountability. It does not include AI access, require a particular vendor, or call a model API for you.

  • ChatGPT
  • Claude
  • Gemini
  • Another equivalent assistant
  • Vendor-neutral by design — no partnership or endorsement is implied.

A practical example

Weekly Campaign Review

One recurring task, made explicit. The full workflow lives inside the Founding Edition; this public view shows the shape of the system without giving away the complete implementation.

OutcomePrioritized decision memo.
Reusable ContextBusiness model, campaign objective, and target economics.
InputsCurrent period, comparison period, metrics, and major changes.
AI ActionsValidate, compare, separate observation from hypothesis.
Human GatesVerify tracking, attribution, causality, and budget implications.
Output ContractEvidence, unknowns, decisions, and next actions.

Quality is part of the workflow

A fluent answer is not the finish line.

Each workflow includes failure-mode guidance so you can notice when the process is drifting before a polished output becomes a consequential mistake.

Failure mode

Missing context

The assistant cannot infer the business boundary that was never supplied.

Failure mode

Premature conclusions

A hypothesis is presented as though it were an observed fact.

Failure mode

Weak evidence

Inputs are too incomplete, stale, or incomparable to support the requested decision.

Failure mode

Unverified assumptions

Gaps are filled with plausible language instead of being marked as unknown.

Failure mode

Automation without a gate

A task crosses into a consequential decision without named human review.

Failure mode

Poor output contract

The answer sounds useful but cannot be reviewed, handed off, or reused.

Who it is for

Built for hands-on performance-marketing work.

A good fit

For professionals who already work with AI

  • Performance marketers and PPC specialists
  • Paid search practitioners and growth marketers
  • Consultants and agencies with recurring analysis and communication work
  • People who want a reusable operating method around their own assistant

Not primarily for

What this product does not try to be

  • A fully automated ad-management SaaS
  • A giant prompt library without workflow structure
  • Done-for-you marketing services
  • A replacement for evidence, judgment, or an AI assistant subscription

What's included

Five coordinated ways into the same Founding Edition.

Start with the shortest path, read deeply when you need the reasoning, and keep the reusable workflow surfaces close to the work.

01

Interactive Local Web Edition

Offline browser-based manual and Workflow Studio.

02

Premium PDF Manual

121-page editorial reference manual.

03

12 Workflow Cards

Quick-reference cards for recurring use.

04

Implementation Pack

Copy-ready workflow templates and practical working artifacts.

05

Quick Start Guide

The shortest path into the system.

The Performance Marketer's AI Workflow Manual — Founding Edition

One operating method. Five paid product families.

One-time digital product. Checkout and delivery are handled by Gumroad.

$29one-time

Pre-deployment diagnostic: the exact Gumroad checkout URL is pending manual configuration. This release candidate must not be deployed until the centralized URL is set and QA is rerun.

Questions before you decide

Clear boundaries are part of the offer.

Is this a prompt pack?

No. Prompts are components inside a workflow. The Manual helps you define context, inputs, AI Actions, Human Gates, and an Output Contract around a recurring task.

Do I need ChatGPT Plus?

No particular plan is included or required by the Manual. You use the assistant access you already have; plan limits and features depend on the provider you choose.

Does this connect to my ad accounts?

No. The product does not connect to ad accounts or pull live data. You provide the inputs and remain responsible for checking them.

Is this an automation tool?

No. It is a structured operating manual and implementation system. It does not provide automated campaign management, a database, or an AI API.

Do I need to install anything?

No installation or local server is required for the Interactive Local Web Edition. Unzip it, open interactive-edition/index.html, and use it in a modern browser.

Which AI assistants can I use?

ChatGPT, Claude, Gemini, or an equivalent assistant. The product is vendor-neutral and does not imply endorsement or partnership.

What do I receive after purchase?

The Founding Edition includes the Interactive Local Web Edition, Premium PDF Manual, 12 Workflow Cards, Implementation Pack, and Quick Start Guide.

Is this a subscription?

No. The current offer is a one-time digital product priced at $29.

What is the refund policy?

The current offer includes a 7-day money back guarantee. For a purchase or delivery question, contact support@aiworkflowmanual.com.

Founding Edition

Give recurring work a structure you can reuse.

The Performance Marketer's AI Workflow Manual — five paid product families for designing, running, reviewing, and reusing human + AI workflows.

Get the Founding Edition — $29

Pre-deployment diagnostic: the exact Gumroad checkout URL is pending manual configuration. This release candidate must not be deployed until the centralized URL is set and QA is rerun.