Full Content Lifecycle, Automated and Scored
Topic planning through CMS publication. Existing content audited and optimized. Four-dimension scoring. Human approval at every step.
7-Stage Content Generation Pipeline
Cheap models gather; expensive models create.
Ingests strategy documents, personas, and competitive intel. Produces scored, CMS-ready posts with AI-generated images, validated at every stage. Up to 3 automatic regeneration attempts if scoring falls below threshold.
Research & Topic Planning
Topics from ICP, personas, pillars, and competitive landscape. Deduped against history. Weekly topic suggestions based on keyword clusters and competitive gaps. Proof points injected from 3-tier research pipeline.
Keyword Intelligence
Search volume, CPC, competition, SERP position, top ranking pages. Injected into the writing prompt.
Content Writing
CEO voice ghostwriting with style learning from editorial feedback. Optimized titles, meta descriptions, structured headings, keyword placement, persona-matched tone.
Humanization
Varies sentence length, strips formulaic patterns, replaces overused words. Markdown to semantic HTML.
Four-Dimension Scoring
Scores SEO (Python, zero cost), GEO, AEO, E-E-A-T. Default threshold 75/100, configurable per client. Below-threshold posts route to optimization with up to 3 regeneration attempts.
Image Generation
Featured and inline images generated automatically. Image previews posted as Slack threads for approval before publication.
CMS Publishing
Scheduled draft with publish date, author, category. Returns tracking ID. Publishing rules enforced: max 3 posts/week, publish days configurable per client.
Content Audit and Fix
Point it at a CMS. Score everything. Fix the worst first.
Fetches published posts, scores all four dimensions, ranks worst-first. Fixes presented in Slack with human approval.
CMS Fetch
HubSpot or WordPress: last 10, 25, 50, 100, or by date range.
Keyword Enrichment
Keywords from URL slugs, enriched via DataForSEO.
Four-Dimension Scoring
Tier 0 Python SEO, Tier 3 GEO/AEO/E-E-A-T via Gemini Flash.
Results Presentation
Ranked results in Slack: Top 5, Top 10, Fix All, or Cancel.
Human-Approved Fixes
Per-post scores, issues, suggestions. Approve, skip, or stop. Gemini Pro fixes with real sitemap URLs.
Automatic Rescore
Fixed posts rescored for before/after client reports.
Four-Dimension Scoring Methodology
Measured against the dimensions driving modern search.
SEO
Pure Python (zero LLM cost)10 on-page checks: titles, metas, headings, keyword density, internal links, alt text, readability, schema, word count, structure.
GEO
Gemini Flash with Princeton 9 rubricLikelihood AI systems (ChatGPT, Perplexity, AI Overviews) cite this content. Statistics, citations, fluency, authority, source diversity.
AEO
Gemini Flash with structured rubricSnippet readiness, FAQ quality, People Also Ask alignment, direct answer formatting.
E-E-A-T
Gemini Flash with quality signals rubricExperience markers, expertise depth, source citations, author credibility.
Composite = SEO × 0.4 + GEO × 0.3 + AEO × 0.2 + E-E-A-T × 0.1
Model Routing
Cheap models gather. Expensive models create.
| Task | Model | Tier | Cost |
|---|---|---|---|
| On-Page SEO Analysis | Python (no LLM) | Tier 0 | Free |
| Topic Generation | Gemini 2.5 Flash | Tier 3 | Low |
| GEO/AEO/E-E-A-T Scoring | Gemini 2.5 Flash | Tier 3 | Low |
| Humanization | Qwen 2.5 14B (local) | Tier 2 | Free |
| Content Writing | Claude Opus | Tier 4 | High |
| Content Optimization | Gemini 2.5 Pro | Tier 4 | Medium |
| Keyword Intelligence | DataForSEO API | External | Per-query |
CMS Integration
Publish to HubSpot or WordPress. Read from either. Zero copy-paste.
HubSpot
Blog Posts API (v3). Token auth. Blog selection, author assignment, scheduled drafts.
WordPress
REST API (v2). Application password auth. Categories, authors, Yoast and RankMath meta fields.
Vercel / Next.js
Custom adapter for static site generation. Extensible adapter architecture for additional CMS platforms.
Dashboard and Configuration
Client setup, audit history, and integrations.
Client Configuration
CMS selection, credentials, blog/author dropdowns, score thresholds, GSC properties, 11 strategy document types.
Audits Tab
Audit history with status, counts, priority ranking, before/after deltas, CMS links.
Connections Page
DataForSEO credential test. Google Search Console OAuth with property listing.
Client-Ready Deliverable Reports
Structured reports built for client presentations.
Content Run Report
Posts published, composite scores, search volume, per-post keyword data, CMS links.
Content Audit Report
Score improvement, search volume of fixed posts, before/after scoring, fix details.
See the Content Engine Running Live
Pipeline, scoring, audits, and reports demonstrated live. Real content. Real scores. Real client data.
Everything on this page is running in production today.