Scott Shinn

Scott Shinn is the founder of The Woof Back and an AI systems architect based in Rochester Hills, Michigan. He builds agentic-AI infrastructure and governance for production LLM systems, and works on how brands earn visibility and citations in AI answer engines. He writes on applied AI at The Asymmetric Advisor.

Commercial Real Estate Salesperson (Michigan) · Bachelor of Business Administration

Credentials

linkedin.com · github.com · substack.com · shinn.pro · vervelio.com

• Earned Media AI Visibility: Research, Citations & GEO [2026]

  Earned media AI visibility drives 89% of generative citations. Learn how RAG pipelines, affiliate publishers, and knowledge graphs shape brand discovery.

• AEO Checklist 2026: AI Search & Engine Optimization

  Follow this 2026 AEO checklist to optimize for AI answer engines. Configure crawler directives, agentic RAG retrieval, and schema. Compare your options.

• How to Run an AI Citation Audit for Your Brand (2026)

  Learn how to run an AI citation audit for your brand. Benchmark primary source inclusion, fix crawler errors, and track share of voice.

• Best AI Marketing Tools for Small Businesses (2026)

  Best AI marketing tools for small businesses in 2026: review top software platforms, pricing tiers, and projected ROI to compare your options.

• GEO vs AEO Explained: How Generative Optimization Differs

  Generative Engine Optimization (GEO) explained: discover how GEO differs from AEO, compare retrieval workflows, and see the benchmarks.

• Get Cited by AI Engines: ChatGPT, Perplexity & Overviews

  Learn how to get cited by AI answer engines like ChatGPT, Perplexity, and Google AI Overviews. Discover third-party citation data and compare your options.

• AI Visibility Strategy for SaaS: Baselines & Optimization

  AI visibility strategy for SaaS: discover proven benchmarks, entity modeling, and crawler architecture to boost citations. See the benchmarks.

• AI Search Statistics 2026: Adoption, Trust & Traffic Loss

  AI search statistics in 2026 reveal how zero-click summaries shift 15% to 25% of traffic and reshape consumer verification habits. See the benchmarks.

• How AI Search Changes SEO: Industry Leaders, Data & GEO

  Industry leaders reveal how AI search alters SEO. Explore zero-click trends, RAG mechanics, and entity tracking to adapt your brand strategy.

• Why AI Answer Engines Cannibalize CTR (And What to Do)

  AI answer engines cannibalize CTR by favoring competitors. Discover how GEO strategies improve visibility by up to 40%.

• Small Business Marketing Budgets 2026: Benchmarks & AI

  52% of small businesses spend under $1,000 a month on marketing in 2026. See budget benchmarks, B2B vs B2C digital splits, and AI tool costs.

• ChatGPT Training Data Cutoff Dates: GPT-4o & GPT-3.5

  ChatGPT training data cutoff dates define AI model knowledge boundaries. Review documented dates for GPT-4o and GPT-3.5, and see how dynamic retrieval

• How to Optimize Content for AI Citation in Perplexity

  Optimize content for AI citation in Perplexity using verified crawler rules, modular on-page evidence containers, and refresh cycles. See the benchmarks.

• AEO vs GEO: Differences and 2026 Strategy Guide

  Compare AEO vs GEO mechanics, token economics, and citation metrics. Learn how to structure content to capture AI search visibility in 2026.

• Estrategias de Visibilidad IA: Guía Técnica y Datos 2026

  Estrategias de visibilidad IA: domine la co-citación externa y arquitecturas GraphRAG frente al SEO clásico.

• The Woof Back vs HubSpot for Answer Engine Optimization

  The Woof Back vs HubSpot for answer engine optimization: compare citation models, $50/mo CRM workflows, and empirical tracking to pick your AEO stack.

• The Woof Back vs Semrush for AEO: 2026 Comparison

  The Woof Back vs Semrush for AEO services: Compare software tracking with citation pipeline optimization across AI search ecosystems.

• SEO vs GEO vs AEO: Architectural Differences & Frameworks

  SEO vs GEO vs AEO compared: discover core retrieval differences, passage extraction rules, and specialized software costs. Compare your technical options.

• AI Overview & Answer Engine Benchmarks 2026: Traffic

  Compare 2026 AI referral traffic, citation share, and conversion rate benchmarks across industries.

• Track AI Citation Share Over Time: 2026 Guide

  Track your AI citation share over time across ChatGPT, Perplexity, and Google. Learn the core formulas, intent weighting, and competitive benchmarks.

• Increase Brand Mentions in ChatGPT: Strategy Guide

  Learn how to increase brand mentions in ChatGPT responses through digital PR, third-party consensus, and structured entity visibility tracking.

• How to Get Cited in Google AI Overviews: 2026 Guide

  Get cited in Google AI Overviews by optimizing answer placement, query fan-out subtopics, and entity trust. See the benchmarks.

• AI Search Statistics 2026: Adoption & Traffic

  AI adoption hits 52% among U.S. workers. Learn how AI Overviews, answer engines, and zero-click search are reshaping marketing ROI measurement and budget

• Structure Content for AI Citation: AEO Strategy

  How to format, organize, and audit content so AI answer engines cite your brand. Citation audit workflow, header hierarchy, and positioning strategies.

• AEO vs SEO in 2026: Which to Choose

  SEO vs AEO: How answer engines reshape search visibility. When to invest in each, trade-offs, and a 2026 roadmap for budget allocation.