Calibrate Context

Context is the truth layer every surface reads from. Tune its five surfaces in order, foundation docs first and Writing Calibration last, so every output inherits the quality.

Context is the truth layer every other surface reads from. Get it right and every output inherits the quality. Get it wrong and the best pipeline in the world writes confident, generic content. So calibration is the highest-leverage hour you'll spend in the workspace, and it's worth doing in the right order.

Context has five surfaces. Tune them foundation first and Writing Calibration last, because each one feeds the next.

Why the order matters

Order	Surface	What it captures	Why it comes here
1	Foundation docs	Company overview, products, personas, ICP, and an ecosystem map	The brand's identity. Everything below reads from it.
2	Competitors	A record per rival: tier, a monthly visibility snapshot, an optional reputation brief	You can't position against rivals the system hasn't met.
3	Taxonomy	The categories you classify work with, and the values inside them	The vocabulary the next two surfaces get organized by.
4	Content Clusters	The strategic territories you're betting on, each tied to pages and briefs	Clusters need the taxonomy and competitors in place first.
5	Writing Calibration	Reference writers, a tiered source hierarchy, tone, example pieces	Last, because the writing agent reads everything above it.

Work top to bottom. Each surface gives the one below it something to build on, and Writing Calibration sits last on purpose: the agent that compiles your voice reads your foundation docs, your competitors, your taxonomy, and your clusters before it writes a word.

Two distinctions worth getting straight

Two pairs inside Context trip people up. Keep them apart and calibration gets simpler.

Personas and ICP. Personas describe the people you sell to, the roles and the humans in them. The ICP describes the companies those people work at, the firmographics. Together they're the full target. You need both because a message that lands with a VP of Engineering at a 50-person startup misses the same role at a 5,000-person enterprise.

Writing Calibration and Writing Profile. Writing Calibration is the input you tune: reference writers, a tiered source hierarchy, tone, example pieces, and how you describe what you sell. The Writing Profile is the compiled output the pipeline writes from. You tune calibration; the pipeline reads the Profile. The auto-pilot seeds the Profile from your foundation docs so you're never starting from blank, and it's opinionated by design, because neutral defaults produce beige content. A profile that takes a stance writes pages worth reading.

Preview your voice before you commit

Before you run a full Page Brief, have the writing agent draft a short sample article from your Writing Profile. Read it the way a buyer would. Does it sound like you? Does it take the positions you'd take? If the voice is off, the fix is in calibration, not in editing the draft. Adjust the reference writers, the tone, and the source hierarchy, then preview again. Tuning the input once saves you editing every page that comes out of it.