
AI Citation Reverse Engineering
Trace how AI search moves from a user question to searches, sources, citations, and brand recommendations.
- Query fan-out
- Citations
- AI retrieval
I’m Ami, an SEO Strategist who connects technical SEO, content systems, AI visibility, and product thinking. I turn complex analysis into focused strategies and practical tools teams can actually use.
These are not tools built for the sake of AI. Each one starts with a recurring search problem and turns my strategic process into a simpler decision system.
Browse all apps ↗
Trace how AI search moves from a user question to searches, sources, citations, and brand recommendations.

Turn live results, AI Overviews, citations, and competitor patterns into an evidence-based content strategy.

Turn generic drafts into original editorial plans built around interviews, fieldwork, measurements, and verifiable evidence.

Compare crawled pages, XML sitemaps, and URL taxonomy to expose missing, misclassified, and disconnected content at scale.
Search growth is rarely one isolated fix. These projects connect technical SEO, content architecture, entity clarity, user experience, and measurement to business outcomes.
Audited sitemap and crawl coverage, surfaced large-scale discovery gaps, improved LCP, and developed entity-led descriptions for tours, attractions, destinations, and guide-led experiences.
Combined technical remediation, semantic content improvements, entity schema, authorship, and cross-platform brand consistency to rebuild search and AI visibility.
Built an intent-led content roadmap, refreshed high-value pages, improved conversion paths, and aligned content with parent questions and admissions goals.
Created a Japanese-parent persona, pillar strategy, localized content journey, and measurement framework that connected search visibility to admissions outcomes.
Protected search equity through domain migrations, repaired technical issues, developed pillar pages, strengthened internal linking, and improved the admissions journey.
The live collection brings together 37 apps across AI visibility, E-E-A-T, NLP, citations, content systems, entity SEO, SERP research, search analytics, technical SEO, local search, and travel planning.
Open the library ↗My apps make the strategic reasoning visible; not just the final output.
Define the real decision the user is struggling to make.
Turn SEO knowledge into evidence, rules, and a repeatable methodology.
Remove metrics and steps that do not change the next action.
Create a usable workflow, test its outputs, and refine the logic.
I turn working SEO methods into clear standards that content, product, marketing, and development teams can apply consistently.
I’m an SEO Strategist with more than nine years of experience and a background in computer science, IT management, e-commerce, and international marketing. I work across technical SEO, site migrations, information architecture, content strategy, entity SEO, Core Web Vitals, and emerging AI visibility.
At ToursByLocals, my work includes diagnosing enterprise-scale sitemap coverage, improving LCP, building entity-led descriptions for tours and attractions, analyzing search performance, and translating technical findings into priorities that content, product, and development teams can implement.
What ties the work together is a systems mindset: finding the real constraint, connecting evidence across disciplines, and turning the answer into something clear enough to act on.
Read my story ↗