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What It Is

A Content Brief is a detailed writing specification generated by Korvex that translates an abstract SCIS recommendation ("improve entity coverage for topic X") into an actionable document a writer can follow. Each brief includes target keywords, competitor analysis, required entities, heading structure, word count targets, schema markup recommendations, and E-E-A-T requirements.

Why It Matters for Your SEO

The gap between "we need to improve this page" and "here's exactly what to write" is where most SEO programmes stall. Content briefs bridge that gap by giving writers everything they need: what to cover, how to structure it, which entities to include, and what competitors are doing. This reduces revision cycles and ensures every piece of content is strategically aligned.

How Korvex Measures It

Brief generation follows a 14-step pipeline:

PhaseStepsWhat Happens
Research1-5Keyword data, content type classification, strategic alignment filtering, competitor analysis
Analysis6-10Hierarchy classification, term frequency, LSI keywords, page structure, word count benchmarks
Requirements11-14Schema recommendations, related questions, E-E-A-T analysis, Koray V2 components

Strategic Alignment

Every brief is scored for strategic alignment (0-100). Briefs below 40 are rejected before expensive analysis runs. This ensures resources focus on content that moves the needle for your strategy.

How to Improve Your Score

  1. Use briefs as specifications — treat them as requirements documents, not suggestions
  2. Cover all required entities — the entity gap analysis shows what competitors mention that you don't
  3. Match or exceed word count targets — the benchmarks are derived from pages currently ranking
  4. Follow the heading structure — the suggested H2/H3 hierarchy reflects what works in the SERP
  5. Implement recommended schema — structured data recommendations are specific to your content type
<details> <summary>Technical Deep Dive</summary>

Brief Generation Pipeline (14 Steps)

  1. Get keyword data (search volume, intent, difficulty)
  2. Content type classification (guide, product, comparison, etc.)
  3. Strategic alignment filtering (minimum alignment: 40.0)
  4. Persona and journey stage detection
  5. Competitor data collection (top 20 competitors)
  6. Hierarchy classification
  7. Term frequency analysis
  8. LSI keyword detection
  9. Page structure analysis (competitor heading patterns)
  10. Word count statistics (competitor benchmarks)
  11. Schema markup recommendations
  12. Related questions (PAA + entity-derived, limit 5)
  13. E-E-A-T analysis + entity gap analysis (entities in 3+ competitors but missing from client)
  14. Koray V2 components (Cost of Retrieval, Semantic Network, Three Axes, Five Fundamentals)

Business-Type Enhancements

Briefs are enhanced based on business type:

  • Local: NAP consistency, local schema requirements, service area markup
  • Ecommerce: Product schema completeness, rich snippet readiness, collection structure
  • National: Geographic coverage requirements, location landing page specifications

Content Type → URL Pattern

TypeURL Prefix
guide/guides/
product/products/
comparison/comparisons/
blog/blog/
landing/landing/
default/resources/

Location Codes

  • 2840 = US, 2826 = UK, 2124 = CA, 2036 = AU

Data Sources

  • Competitor content: Phase 6 competitor scraping
  • Keyword data: Phase 2 DataForSEO + Phase 1 GSC
  • Entity gaps: corpus_entity_occurrences + competitor entity data
  • SERP features: DataForSEO SERP snapshots
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Last updated: 2026-03-20