Build an AI Content Engine with AI · Execution Map
Define & Scope
Clarify what you're building and for whom.
Design
Design the right solution before building.
Build & Refine
Build, test, secure, and make it production-ready.
Ship & Validate
Ship with confidence and validate results.
Step 1 of 6
Set the editorial strategy
An editorial strategy that tells the engine what to produce.
Phase
Define & Scope
Everything you need for this step
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Workflow
AI Content Strategy Workflow
Decide what to publish and why before you write a word — set the business goals and audience, map needs to topics, brief the priority pieces, then turn it into a content plan you publish against.
Resource
Content Strategy Prompt Workflow
A sequential prompt workflow for content strategy: audience first, then goals, competitor gaps, topic clusters, defensible angles, and a publishing plan with a review loop.
Tool
Multi-Step Prompt Builder
Break a big goal into a sequential prompt workflow — each step with an objective, prompt, and expected output.
Step 2 of 6
Research the topics
Researched, synthesized material to write each piece from.
Phase
Define & Scope
Everything you need for this step
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Workflow
AI Research Synthesis Workflow
Pull a single coherent view out of a stack of sources — package them together, summarize each faithfully, then have AI synthesize across them instead of one at a time.
Resource
Research Synthesis Assistant
Extract and compare findings from multiple sources without collapsing them into a single blended perspective.
Tool
Structured Summary Prompt
Build summary prompts with fixed sections, length caps, and no-invention fidelity rules.
Step 3 of 6
Build the reusable content template
A reusable content template that makes production repeatable.
Phase
Design
Everything you need for this step
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Workflow
AI Reusable Prompt Template Workflow
Turn a prompt that worked once into one you can reuse — pull the winning prompt out of the chat, mark the parts that change as variables, and lock it into a clean template.
Resource
Blog Post Template
A reusable long-form content template with variables for topic, audience, tone, target keyword, content angle, outline, and call to action.
Tool
Prompt Template Builder
Build reusable prompt templates with {{variable}} placeholders, live preview, and export.
Step 4 of 6
Produce structured drafts
CMS-ready drafts produced in a consistent structure.
Phase
Build & Refine
Everything you need for this step
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Workflow
AI Reliable JSON Output Workflow
Make any AI task return JSON your code can rely on — define the schema, force the model to it, validate every response, and diff the drift when a model update breaks the shape.
Resource
Markdown Output Prompt — Lock the Document Structure
The contract that stops AI documents from restructuring themselves: a pinned section skeleton, forced tables, and strict consistency rules.
Tool
Markdown Output Builder
Build prompts that produce documents in a fixed structure — headings, sections, and tables.
Step 5 of 6
QA and organize the output
Each piece validated against quality rules and tagged.
Phase
Build & Refine
Everything you need for this step
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Workflow
AI Classification Workflow
Build a text classification step you can automate on — pull out the unit to classify, assign a label from a fixed set, and validate the label is one you actually allow.
Resource
Validate Classification Output
Label in the set? Case exact? Confidence in range? The checks that keep classification output usable for routing.
Tool
AI Output Validator
Paste an AI's output and validate it against the expected format — with a repair prompt for every failure found.
Step 6 of 6
Validate the product with real evidence
The shipped outcome measured against its success signal, with an iterate, pivot, or scale decision documented.
Phase
Ship & Validate
Everything you need for this step
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Workflow
AI Product Validation Workflow
Find out whether the thing you shipped actually worked — define the success metric, plan the measurement, classify the real evidence, then render a verdict and an iterate / pivot / scale decision.
Resource
Product Validation Report Prompt
Consolidate the whole validation into one shareable report — the success metric, the evidence, the hit / partial / miss verdict, and the iterate / pivot / scale decision, in a form the team and stakeholders can act on.
Tool
Markdown Output Builder
Build prompts that produce documents in a fixed structure — headings, sections, and tables.