Set up a brand, run the pipeline, read the trace, publish. The guides here come from the product's own code and copy, so what they say is what the app does.
Every long form run walks these stages in this order. The ladder fills the way the run page fills, with the skills and the tokens of each stage, and the artifact the live demo's run left.
One run, nine stages Stage 1 of 9.
69,889 tokens and $0.012 for the captured run
1
Brand Context
product-marketing
The twelve sections of the brand document every later stage reads. No model call.
2
Research
content-strategy
A research brief: intent, questions, entities, gaps, and query variants, with every fact sourced or marked.6,734 tokens
3
Strategy
content-strategy
Buyer stage, a score, a place in the hub and spoke map, and ten title options.6,930 tokens
4
Outline
content-strategy, copywriting
Headings in sentence case, answer block positions, FAQ questions and a target length, plus the internal links to place.9,011 tokens
5
Draft
content-strategy, copywriting
The full piece, with a direct answer up front and a source on every number and claim.9,701 tokens
6
SEO layer
ai-seo, seo-audit, schema
The revised article plus its title, meta description, slug and share text, with the FAQ and the JSON-LD.18,841 tokens
7
Copy edit
copy-editing
Seven sweeps for clarity, voice, proof, and specificity, with no facts added.7,402 tokens
8
Humanize
humanizer
The final text, rewritten for every tell and scored again by the lint.11,270 tokens
9
Quality gates
no model call
Gate results: humanizer lint, SEO preservation, readability, facts, links, alt text, safety.