└──2026-07-13[research]profound-alternative-engineered-aeo.md2 min→ open
└─Profound Alternative: Engineering AI Citations — Why tracking AI answers is not enough — and how to engineer the fetch-and-render surface that earns them.
bullai@research: ~/blog — 120×40
bullai@research:~/blog $ cat README.md
# Bull AI Research & Guides
// Engineering-first research on ranking in ChatGPT, Perplexity, Claude, and Gemini. Guides, tool comparisons, and AEO reference — 21 entries, last updated 2026-07-13.
bullai@research:~/blog $ ls ./research --sort=recent
Research
./research/ · 1 entries
bullai@research:~/blog $ cat ./guides/*.md | head
Guides
./guides/ · 5 entries
├──2026-04-16[guide] ai-tools-visibility-guide.md7 min→ open
│ └─AI Tools Visibility Guide — Why Cursor, Lovable, and v0-built sites are invisible to LLMs — and the render-parity fix.
├──2026-04-16[guide] how-to-rank-on-chatgpt.md9 min→ open
│ └─How to Rank on ChatGPT — The complete engineering-first playbook to get cited by ChatGPT search.
├──2026-04-16[guide] how-to-rank-on-perplexity.md8 min→ open
│ └─How to Rank on Perplexity — Optimizing for a real-time answer engine that reads sources at query time.
├──2026-04-16[guide] how-to-rank-on-claude.md7 min→ open
│ └─How to Rank on Claude — Academic credibility, structured citations, and how Claude picks its sources.
└──2026-04-16[guide] how-to-rank-on-gemini.md7 min→ open
└─How to Rank on Gemini — Knowledge Graph tactics, entity signals, and how Gemini surfaces brands.
bullai@research:~/blog $ grep -r "vs" ./compare/
Compare
./compare/ · 5 entries
├──2026-04-16[compare] aeo-tools-2025.md8 min→ open
│ └─AEO Tools 2025: Full Comparison — Every AI visibility platform side by side: what each measures, what each ships, and where they overlap.
├──2026-04-16[compare] compare-peec.md4 min→ open
│ └─Bull AI vs Peec.ai — Analytics dashboards vs an execution engine that ships fixes into your codebase.
├──2026-04-16[compare] compare-otterly.md4 min→ open
│ └─Bull AI vs Otterly — Tracking-only tools vs. shipped improvements measured against live AI crawler user agents.
├──2026-04-16[compare] top-ai-agencies-2025.md6 min→ open
│ └─Top AI Automation Agencies 2025 — How the leading AI automation agencies stack up on scope, model, and outcomes.
└──2026-04-16[compare] bull-ai-vs-consulting.md5 min→ open
└─Bull AI vs Traditional Consulting — Slide decks vs. code, dashboards, and measured revenue impact.
bullai@research:~/blog $ find ./aeo -type f -name "*.md"
AEO Reference
./aeo-reference/ · 8 entries
├──2026-04-16[aeo] what-is-aeo.md6 min→ open
│ └─What is AEO? — Answer Engine Optimization defined, with the 4R framework Bull AI ships against.
├──2026-04-16[aeo] aeo-vs-seo.md5 min→ open
│ └─AEO vs SEO — The overlap, the divergence, and why traditional SEO signals underperform in AI answers.
├──2026-04-16[aeo] aeo-vs-geo.md5 min→ open
│ └─AEO vs GEO — Generative Engine Optimization vs Answer Engine Optimization, disambiguated.
├──2026-04-16[aeo] aeo-checklist.md6 min→ open
│ └─AEO Checklist — 50+ actionable optimization items across rendering, relevance, retrieval, and recommendations.
├──2026-04-16[aeo] aeo-glossary.md4 min→ open
│ └─AEO Glossary — 30+ terms every AEO engineer, PMM, and content lead should know.
├──2026-04-16[aeo] aeo-faq.md5 min→ open
│ └─AEO FAQ — The most-asked questions about ranking, tracking, and engineering AI visibility.
├──2026-04-16[aeo] what-is-ai-revenue-intelligence.md6 min→ open
│ └─What is AI Revenue Intelligence? — The category we created and why AI-attributable revenue needs its own instrumentation.
└──2026-04-16[aeo] ai-visibility-benchmark-2025.md10 min→ open
└─AI Visibility Benchmark 2025 — Cross-industry data on where brands actually show up across ChatGPT, Perplexity, Claude, and Gemini.
bullai@research:~/blog $ tail -f ./customers/case-studies/*.log
Case Studies
./case-studies/ · 2 entries
├──2026-04-16[case] case-studies.md3 min→ open
│ └─Case Studies — Real results from real brands — measured lifts in AI-attributable revenue.
└──2026-04-16[case] freeletics.md5 min→ open
└─Case Study: Freeletics — How Freeletics went from invisible to cited across ChatGPT and Perplexity in a single sprint.
bullai@research:~/blog $
# run your own audit
Every guide is written against the same probes Bull AI runs against your site. Point it at your domain and see where you rank across ChatGPT, Perplexity, Claude, and Gemini.
$ ./run-audit --domain=yours.com