SEO STRATEGY × AI PRODUCT LAB

Tools built around real search problems.

Explore 37 live apps by problem area. Each one turns a repeatable SEO or travel methodology into a practical workflow, diagnostic, or decision tool.

37Live apps

13Problem spaces

01Goal: clearer action

Showing 9 of 37 documented apps37 apps in the collection
01Built app
AI Visibility · AI-search readiness

Search & LLM Citations Research Platform

What it does

Researches brand entities, content structure, authority signals, retrieval readiness, and citation opportunities across leading generative-search platforms.

Outcome
Measure how clearly AI search systems can understand, retrieve, cite, and surface a brand.
Why it matters
Brands often cannot diagnose why they are absent from AI-generated answers and citations.
02Built app
E-E-A-T & Trust · Strategic audit

AI Visibility Auditor Pro

What it does

Evaluates brand understanding, entity strength, content retrievability, and citation readiness across major AI platforms.

Outcome
Turn AI-search readiness analysis into a prioritized improvement plan.
Why it matters
Traditional SEO audits do not fully explain whether AI systems can understand, trust, and cite a brand.
03Built app
Citations & Answers · Citation tracking

LLM Citation Tracker

What it does

Tracks brand citations, source domains, competitor coverage, and content opportunities across major LLMs.

Outcome
Track where a brand is mentioned and cited across leading AI platforms.
Why it matters
AI citations are fragmented across platforms, making visibility and competitor gaps hard to monitor.
04Built app
Citations & Answers · Answer monitoring

AI Answer Change Monitor

What it does

Preserves answer snapshots and flags brand losses, citation changes, new domains, and material response shifts.

Outcome
Detect meaningful changes in AI answers, citations, and brand visibility over time.
Why it matters
Teams cannot easily tell when a brand disappears, a citation is lost, or a competitor enters an AI answer.
05Built app
Citations & Answers · Controlled testing

AI Citation Experiment Lab

What it does

Structures experiments using fixed queries, control and treatment observations, citation rates, and confidence checks.

Outcome
Measure whether a controlled content change is associated with improved AI citation visibility.
Why it matters
Before-and-after AI citation tests are often inconsistent, incomplete, or interpreted without enough evidence.
06Built app
Citations & Answers · Retrieval journeys

AI Citation Reverse Engineering

What it does

Maps prompt fan-out, retrieved sources, cited pages, and brand recommendations to reveal actionable patterns.

Outcome
Explain how AI systems move from a question to searches, sources, citations, and recommendations.
Why it matters
Marketers can see an AI answer but not the retrieval journey or source patterns behind it.
07Built app
Citations & Answers · Brand accuracy

AI Hallucination & Brand Fact Checker

What it does

Checks captured AI answers against a governed fact base and preserves findings for human review.

Outcome
Verify AI-generated brand claims against an approved source of truth.
Why it matters
AI answers can repeat inaccurate, outdated, or unsupported information about a brand.
08Built app
Citations & Answers · Query expansion

Query Fan-out Explorer

What it does

Expands questions into related queries, subtopics, entities, and content opportunities.

Outcome
Show how a broad question expands into the searches and subtopics needed to answer it.
Why it matters
A single keyword rarely reveals the full set of intents, entities, and evidence required for AI coverage.
09Built app
Content Strategy · Semantic architecture

Topical Authority Mapping & Entity SEO Diagnostics Engine

What it does

Maps pillars and clusters, identifies semantic gaps, and recommends internal links and a content roadmap.

Outcome
Turn a website’s content inventory into a coherent semantic growth plan.
Why it matters
Sites often contain disconnected pages, weak clusters, missing entities, and underused internal links.

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