RESEARCH — The Expertise Pyramid and the Persona Tournament
Research is the foundation, not a phase. Its output is the deployment's evidence pool and concept map — everything downstream stands on these layers. ↳ system/seo/RESEARCH.md
1 · THE EXPERTISE PYRAMID — Layers 0–5
Layer 5 — Voice & personality How do we sound?
Where Layers 0–4 converge into Voice 3D: the core ethos, conviction levels by content type, the energy scale, anti-personality patterns, positioning archetypes per content type, the decisiveness directive (we always have a pick), and the initial voice-pattern library (universal AI-tell patterns plus vertical-specific ones discovered in research). In v2, Layer 5's persona selection runs as a tournament — §3 — not as a human seed.
↳ system/seo/RESEARCH.md:91Layer 4 — Content strategy: beats, priorities, concept map What do we write?
Synthesis of Layers 0–3 into: the beat structure (the universal eight — reviews, buying guides, comparisons, industry intel, deals, brand watch, setup/technical, community/opinion — plus vertical-specific beats discovered in research), the content-volume estimate, the seeded and prioritized concept map, and the priority matrix (volume, difficulty, commercial intent, gap, strategic value). Priority scores are SEO data: admissible for what to create first, inadmissible as whether a page is good enough (the mission, SYSTEM.md §0). The concept map also feeds the architecture blueprint that the strategic flood is planned against (seo/FLOOD.md §3).
↳ system/seo/RESEARCH.md:80Layer 3 — Competitive intelligence Who else is doing this?
Content audits of the top competitors (coverage, quality, voice, design, technical posture, URL structure, linking, homepage strategy), keyword analysis (what they rank for, what drives their traffic, what we should target), and gap synthesis: what everyone covers, what nobody covers well, where the opportunity is. Includes the hunt for the content-matrix multiplier — the two crossable dimensions that yield hundreds of meaningfully-distinct, individually-demanded pages.
↳ system/seo/RESEARCH.md:67Layer 2 — Buyer psychology + objection analysis Who buys and why?
The most critical layer for Voice 3D: community and forum mining (the top recurring questions, complaints, myths, jargon, emotional triggers, status markers), buyer-journey mapping (purchase triggers, research process, timeline, post-purchase emotions), psychographic personas with a named primary target. Its single most important output is the objection analysis: every objection, how defensible it is, our response, the positioning approach it dictates.
↳ system/seo/RESEARCH.md:55Layer 1 — Product & market map What exists and how does it work?
The deepest research layer: per-category product deep dives to explain-it-to-a-friend depth, the technical comparison matrix (products × specs × tiers — the foundation of comparison content), the pricing landscape across retailers with sales cycles and MAP behavior. Seeds product categories in the concept map, the price sensors, and the comparison content lanes.
↳ system/seo/RESEARCH.md:48Layer 0 — Vertical fundamentals What is this market?
TAM, growth rate, major forces; the product-category landscape and its holy wars (the debates that never resolve); industry structure — top brands, retailers, distribution, publications, influencers. Seeds the concept-map root and the market-intelligence beat.
↳ system/seo/RESEARCH.md:422 · THE PERSONA TOURNAMENT
Candidates from research, scored on four criteria, picked BOLDLY
- Generate candidates from research. Several distinct candidate personas, each derived from Layer 2 psychographics, community language, and the objection analysis, and each checked against the Layer 3 competitor voice audit (a persona that sounds like the incumbents fails before scoring).
- Score each candidate on four criteria (below).
- Pick boldly. The scoring exists to eliminate weak candidates, not to average toward a safe one. Stock-standard is the failure mode the tournament exists to prevent.
The winning persona is expressed as dial-based dimensional personality — dimensions with positions, not an essay: the dials are the system's ongoing expressive range, adjustable per beat and content type while the identity holds.
3 · LOCK-IN LIFECYCLE — personality is a testable hypothesis
↳ system/seo/RESEARCH.md:144 (§4)