THE ENGINE

Methodology & Architecture

BriefWorks generates a complete content brief, live SERP data, competitor analysis, keyword requirements, ranked outline, and AI visibility audit, and turns it into a publishable article. The same research done manually takes 3–4 hours and still produces less accurate output because manual research is a snapshot. BriefWorks pulls live data from Google's current results every time you run it.

Here is exactly what happens when you enter a keyword into BriefWorks, every data source, every analysis step, and every node of the brief it produces.

NODE 01: INGESTION

Target Keyword Input

You type a keyword or topic into BriefWorks and hit research. That is the only input required. BriefWorks does not ask for your target audience, your preferred format, your word count, or your competitors. It derives all of that from the data, because the SERP already tells you what format dominates, what the audience expects, and what competitors are doing.

POST /api/v1/ingest { "target": "b2b content strategy" }

NODE 02: EXTRACTION

Live SERP Data Retrieval

BriefWorks fetches the current Google search results for your keyword using the DataForSEO API, the same data source used by Ahrefs, SEMrush, and Moz for live SERP intelligence.

  • The top 10 organic results with their exact positions
  • Every People Also Ask question visible in the SERP
  • Related searches at the bottom of the page
  • The featured snippet, if one exists, including its current content and source
  • The AI Overview, if one exists, including the full synthesized text and every source it cites
  • Every SERP feature present: image packs, video carousels, forums, shopping results, Things to Know

Historical SERP data (the last six snapshots) is pulled to compute a stability score. Domain authority scores for every ranking domain are pulled simultaneously. All of this data is written to your project immediately.

NODE 03: ANALYSIS

Competitor Page Parsing

BriefWorks fetches the full HTML of the top 5 ranking pages, the actual content your target keyword is currently ranking.

  • Every H1, H2, and H3 heading, the full structural outline of each competitor
  • Section content excerpts, what each section actually covers
  • Introduction paragraphs, how each competitor opens their article
  • Published and last-modified dates, to understand how fresh the competition is

NODE 04: MAPPING

Entity & Gap Matrix

With competitor structure in hand, BriefWorks runs an entity analysis pass to identify what every top-ranking page covers, and what none of them cover.

  • [UNIVERSAL] Concepts that appear on every top-ranking page. Table stakes.
  • [PARTIAL] Concepts that appear on some pages but not all. Opportunities to differentiate.
  • [STRUCTURAL] Universal concepts, the structural patterns every competitor uses.
  • [GAP] Topics implied by the query or mentioned in related searches and PAA questions, but missing from all five top-ranking pages. These are your competitive wedge.

NODE 05: SYNTHESIS

Brief Generation

With the full research dossier assembled, SERP data, DA scores, stability, competitor structures, entity analysis, PAA questions, featured snippet, AI Overview, BriefWorks synthesizes the architecture.

The brief itself includes 3-5 title options, target word count (derived from the SERP median), a full article outline with section rationales, differentiation angle, anti-patterns, and a CTA recommendation.

NODE 06: AUDIT

Generative Engine Optimization (GEO)

The final pipeline step is a GEO audit, an analysis of your keyword's AI visibility landscape and what your article needs to do to get cited by AI systems like Google AI Overviews and ChatGPT.

  • AI saturation level: high, medium, or low
  • GEO opportunity rating based on saturation and gap analysis
  • Schema markup recommendations
  • 8 prioritized GEO action items for structural citations

The engine is ready.

Initiate First Strike →