Reference framework: audience layering — foundation research vs public article vs marketing page (3-column comparison)
Created 2026-05-22
The three layers of a research-first content operation, side by side:
| Dimension | Foundation Research | Public Article | Marketing Page |
|---|---|---|---|
| Primary audience | Future self, internal team, AI agents indexing the KB | Prospects evaluating expertise; peers; journalists | Prospects making a decision |
| Implied secondary | None — written as if no one is watching | Skim-readers, AI engines, search crawlers | Sales conversations, AI shopping assistants |
| Length | Atomic notes 50-500 words each; clusters 5,000+ | 1,200-3,500 words | 200-600 words |
| Tone | Telegraphic, technical, hedged with confidence labels | Narrative, opinionated, conversational | Direct, outcome-framed |
| Source treatment | Every claim cited inline with URL + date + confidence | Named sources in prose; key citations linked; confidence smoothed | One or two anchor citations; rest deferred to linked article |
| Update behavior | Continuous; notes evolve | Versioned with visible "last updated" | Rewritten when underlying article changes materially |
| Failure mode if skipped | Articles repeat received wisdom; no compounding | Marketing pages assert without defending | Articles get traffic but no conversion or trust |
| Closest analog | A researcher's lab notebook; a Zettelkasten | A New Yorker feature; Bits about Money | Stripe docs landing page |
The Candid KB occupies the Foundation Research column. The Candid public site (candidcreative.ca) occupies the Marketing Page column. The Article column is the missing layer — the place where Candid writing for prospects gets derived from KB research. Brief 14 is the architectural argument for filling that layer.