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    AI SkillsJune 8, 2026

    seo-master: SEO/GEO/AEO for AI-Native SaaS

    seo-master gives AI coding agents a 2026 SEO/GEO/AEO playbook — multi-engine indexing, structured data, and answer-engine optimization in one skill.

    seo-master gives AI coding agents a complete 2026 SEO/GEO/AEO playbook — multi-engine indexing, structured data, answer-engine optimization, and Search Console setup. Built by Shahriar Labs from real optimization work on LetX and this site — not assembled from generic SEO theory.

    The Three-Audience Problem in 2026

    In 2026, every web property has three audiences: classic search crawlers (Google, Bing), AI answer engines (ChatGPT, Perplexity, Claude, Gemini), and coding agents (Claude Code, Cursor) that ground search in Brave. Each uses a different index. seo-master covers all three: getting indexed broadly, being cited by AI answer engines, and being discoverable by coding agents.

    The skill's priority order: (1) indexing reach, (2) structured data, (3) answer-first content, (4) titles/meta, (5) content moat. FAQPage schema alone yields ~3.2× more AI Overview citations than pages without it — highest single-file ROI in the playbook.

    Framework-First Approach

    seo-master detects the stack before prescribing implementation. Next.js App Router uses the Metadata API — not Helmet, not prerender scripts. React SPAs need build-time Puppeteer prerendering. Astro sites have prerendering built in. Wrong tool per framework wastes the entire implementation effort. The skill catches this in step one.

    GEO and AEO Specifics

    For AI citation optimization: FAQPage schema on every content page with visible Q&As (not schema-only — Google flags schema-only as policy violation). Answer-first writing — direct answer in the first 40–60 words, not after 200 words of context. 134–167 word self-contained passages — the length that AI engines most reliably extract as quotes. And entity establishment: consistent naming across all properties for Shahriar Labs, LetX, and Shihab Shahriar Antor.

    Frequently Asked Questions

    What is seo-master?
    An AI skill with a complete 2026 SEO/GEO/AEO playbook — structured data, indexing, answer-engine optimization, Search Console setup.
    What is GEO?
    Generative Engine Optimization — optimizing to be cited by AI answer engines (Google AI Overviews, ChatGPT, Perplexity).
    What is AEO?
    Answer Engine Optimization — FAQPage schema, answer-first writing, 134–167 word passages, fact density for AI citation.
    Does it work for Next.js and React SPAs?
    Yes — includes framework-specific implementation guidance. Stack detection is step one.

    Written by Shihab Shahriar Antor — AI Engineer & Founder of Shahriar Labs. Building LetX, QuantumSketch, and open-source AI agent skills.