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Every pipeline stage, explained

Features that actually ship work

A complete tour of the ten-stage AI Auto SEO pipeline — what each engine does, what the AI produces, and exactly what gets written to your store.

What only we have

Four things no other SEO tool does

Anyone can rank words on a page. These four engines are why Koray-style SEO actually compounds.

Differentiator 01

41 Content Rules validator

Every brief is scored against the 41 codified Koray content rules — H-structure, macro/micro context, query patterns, source diversity, claim density. Pass before you publish, not after Google ignores you.

Differentiator 02

Cost of Retrieval scorer

We measure how easy it is for a language model to retrieve a fact from your page. Lower retrieval cost = higher ranking confidence in AI-driven SERPs. No other tool computes it.

Differentiator 03

Historical publishing scheduler

Push pages live across a back-dated, traffic-shaped schedule that mimics organic site growth — instead of dumping 200 URLs in a single afternoon and tripping spam filters.

Differentiator 04

Theme app schema injection

Per-template JSON-LD pushed directly into your Shopify theme app extension or WooCommerce hook layer. Product, FAQ, HowTo, Article, Breadcrumb — all wired automatically per URL.

Pipeline stages

Ten stages, one flow

From first sign-in to live revenue pages — every stage runs sequentially with the option to pause, edit and re-run.

01

Onboarding

Connect your store, hook up Google Search Console with one click, set your central topic and target market.

What AI does

Validates your store credentials, fetches GSC properties, infers your seed entity from the storefront.

Saved to project

Site config, GSC OAuth tokens, target locale, central entity, brand voice profile.

02

Competitor analysis

Drop in 3 competitor URLs. The crawler harvests their topical surface, internal-link graph and entity coverage.

What AI does

Crawls every indexable page, extracts entities and attributes, compares against your store to find gaps.

Saved to project

competitor_analysis.json — entity inventory, missing topics, content depth scores.

03

Topical map

An interactive semantic graph: central topic → sub-topics → supporting clusters → contextual entities.

What AI does

Builds entity relationships, scores topical authority potential, suggests cluster parent-child links.

Saved to project

topical_map.json — nodes, edges, cluster weights, suggested URL slugs.

04

Keyword clusters

Hundreds of keywords grouped by intent and entity overlap so each URL serves exactly one cluster.

What AI does

Pulls volume + difficulty, dedupes by intent, snaps each keyword onto its target page in the topical map.

Saved to project

keyword_clusters.json — primary + secondary keywords per URL, intent classification, KD/volume.

05

Site architecture

A complete URL plan with parent-child hierarchy, canonical strategy and a contextual internal-link graph.

What AI does

Generates URL slugs, assigns pillar/cluster role, builds the contextual link graph between every page.

Saved to project

site_architecture.json — URL tree, link map, redirect plan, breadcrumb structure.

06

Content briefs

Per-URL briefs covering H-structure, entity coverage, FAQs, schema, internal links and Cost-of-Retrieval scoring.

What AI does

Drafts the brief, runs the 41 Content Rules validator, scores Cost of Retrieval, produces a write-ready spec.

Saved to project

content_briefs.json — full brief per URL with validator score, retrieval score and writer-ready outline.

07

Execution engine

Drafts every page from its brief, applies brand voice, attaches schema, and queues it for publish.

What AI does

Generates the body copy from the brief, runs final 41-rule + retrieval gates, scheduling per historical model.

Saved to project

execution_log.json — page status, validator scores, scheduled publish times, regenerate triggers.

08

Shopify push

Direct API push: products, collections, blog posts, metafields and theme-app schema injected per template.

What AI does

Maps each generated page to the right Shopify resource, writes JSON-LD via theme app extension.

Saved to store

Live products, collections, articles, JSON-LD blocks, metafield-driven SEO titles & descriptions.

09

WooCommerce push

REST + WP-CLI publishing for WooCommerce: products, categories, pages, posts, schema via hook injection.

What AI does

Maps brief output to Woo resources, posts via REST API, injects schema via wp_head action hook.

Saved to store

Live Woo products, categories, blog posts, Yoast/RankMath-compatible meta, JSON-LD.

10

Reporting & monitoring

A live monitor pulling GSC clicks, impressions and ranking deltas tied back to each generated URL.

What AI does

Diffs GSC data daily, flags pages whose retrieval score dropped, queues regeneration for under-performers.

Saved to project

full_seo_report.json — clicks, impressions, position deltas, regenerate queue, win/loss board.

Stop renting reports. Start shipping pages.

Spin up your first project in five minutes. The pipeline does the rest.

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