Research-backed insights for AEO, GEO, and AI search.
We run large-scale studies on Answer Engine Optimization, Generative Engine Optimization, and AI search. From SERP and AI visibility benchmarks to citation analysis, our research delivers actionable findings for marketers and founders.
Competitor Discovery Arm Race
Head-to-head comparison of five discovery methods across a canonical 8-seed test suite. Measured precision, recall, and junk rate.
Content Calendar Method Bake-off
10-method calendar experiment comparing competitor-alt, trend+why-now, AEO, JTBD, expert, and smart-picker lenses. The ensemble approach won.
Brand Extraction Evals
Vision-LLM extraction quality across 31 brands. Prose at parity; gaps in backdrops, socials, and color names.
Open research archive
Every study, teardown, benchmark, and eval we have shipped - published as we build.
AI Citation Study
Large-scale prompt-corpus study measuring which domains get cited by ChatGPT, Gemini, and Perplexity, broken down by industry and query type. 200K+ prompts planned.
AI Ranking Knowledge Engine
Internal evaluator building a corpus-to-KB-to-skills pyramid for understanding how AI models rank and cite content. Layer 1 complete.
Outrank Competitor Teardown
Deep analysis of Outrank.so calendar quality: head-term bias in opportunityScore, 0% keyword overlap with our benchmark, and pipeline differences vs our approach.
SEO Audit Rebuild Spec
Locked data model for connected-user audits as the flagship sales driver. Hybrid approach: audit runs to report rows and granular tables, DataForSEO OnPage as the engine.
Search Engine Official Guidelines Report
Synthesized report from official quality guidelines: Google, Bing, and Exa (2022-2026). What each engine actually rewards, and where they diverge.
Statistics Post Dataset
176 verified statistics articles curated for backlink and guest posting research. Wired to the Link Gap feature as authoritative citation sources.
Long Tail Keyword Agent
Auto-looping keyword researcher modeled on top SEO practitioners and Ahrefs/Semrush survey data. Traffic potential over volume; A/B/C architecture.
GEO Citation Playbook
Research into how brands earn citations in generative engine answers. Covers source authority, content structure, entity clarity, and prompt-surface coverage strategies.
SEO and GEO Market Data Room
Market sizing, growth rates, and funding numbers behind the GEO and AI-search category. Used for positioning and investor narrative development.
Schema Naming and Cleanup Review
Full 15-table rename sweep with the domain-prefix law, workspace pair rules, master/link naming, and GSC integration fixes. Canonical names locked.
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