Simulate Google AI Overviews by running prompts through Gemini 3 Flash with Google Search grounding. See which sources get cited, how often, and what snippets get pulled — before checking the real AI Overview. Track a specific domain to measure mention rate, citation rate, and exact excerpts. Use when a user wants to…
Track AI visibility — measure whether a brand is mentioned and cited by AI assistants (Gemini, ChatGPT, Perplexity) for target prompts. Runs scans, tracks mention/citation rates over time, detects trends, and identifies opportunities. Uses Gemini API free tier (with grounding) as primary method, web search as…
Take an atomic AI visibility baseline for a brand. Runs each configured prompt 20 times against Gemini with Google Search grounding, extracts every signal (brand mentions, citations, citation position, query fan-out, entities, sentiment, competitor citations) from those same 20 responses, computes Wilson 95%…
Detect when a brand's own pages compete against each other for the same AI prompt citations. Runs prompts through Gemini 3 Flash with grounding and checks if multiple URLs from the same domain get cited across runs. Scores severity (LOW/MEDIUM/HIGH) and recommends consolidation or differentiation. Use when a user…
Compare what different AI models cite for the same prompts. Runs prompts through Gemini 3 Flash with grounding to get Google's citations, then uses web search to approximate what ChatGPT and Perplexity would cite. Identifies gaps: sources cited by Google but not others, by others but not Google, or by all. For a…
Track competitor citations in AI Overviews over time. Runs prompts through Gemini 3 Flash with grounding and records which competitor domains get cited, how often, and with what snippets. Saves results to an append-only JSON data file for trend analysis. Generates comparison reports showing citation share changes over…
Create or refresh AEO-optimized content that gets cited by AI assistants (Gemini, ChatGPT, Perplexity) using only free tools. Two modes: CREATE new content targeting a specific prompt, or REFRESH existing content to improve AI citation-worthiness. Researches what AI models currently cite, builds a competitive brief…
Extract the specific entities (brands, people, statistics, tools, URLs) that Gemini mentions in its grounded responses for a given prompt. Aggregates entity frequency across 20 runs to reveal the "entity universe" for a topic. Optionally performs entity gap analysis to show what a specific domain's content should…
Monitor how citation rates change as content ages. Runs prompts against Gemini 3 Flash with grounding and records citation/mention rates over time in an append-only JSON file. Detects decay trends, estimates time until citation loss, and flags pages needing urgent refresh. Use when a user wants to: track citation rate…
Map the exact search queries Gemini 3 Flash fires when answering prompts. Run prompts multiple times with Google Search grounding to capture query frequency, cluster similar queries, identify patterns/themes, and analyze query evolution. Supports single prompts and batch mode (file input). Upgraded version of…
Initialize an AEO workspace by writing aeo.config.json — the workspace configuration file that every other v2 skill (aeo-baseline, aeo-track, aeo-report, aeo-optimize) reads. Captures the brand name and domain, aliases, competitors, the prompts to track, and spend limits. Supports both interactive prompts (for…
Find pages that win across multiple prompts — authority hubs that enter the recurring retrieval set for many query patterns at once. Runs multiple prompts through Gemini 3 Flash with grounding and cross-references which URLs and domains get cited across prompts. Identifies hub pages, single-prompt winners, and gaps.…
Turn an AEO visibility baseline into a concrete content work queue. Reads the latest aeo-evidence-v1 file from aeo-data/, optionally reads aeo-report output and fetched page content, then produces a prioritized Markdown task list. Each task is evidence-backed: it cites the promptid, the metric driving the…
Curated prompt pack for AI tool brands tracking their visibility in AI answer engines. 17 prompts covering AI-task discovery, alternatives to incumbents (ChatGPT, Claude, etc.), free-vs-paid framing, accuracy claims, privacy positioning, and vertical use cases. Variables (task, competitor, usecase, domain) fill per…
Curated prompt pack for B2B SaaS AEO visibility tracking. 20 vertical-specific prompts covering category discovery, vendor comparison, alternatives, pricing, integrations, and trust signals. Designed to be merged into an existing aeo.config.json before running aeo-baseline. Template variables (category, problem…
Analyze what search queries Gemini uses when answering a prompt, by running it multiple times with Google Search grounding and reporting frequency distribution. Use when investigating AEO query patterns, understanding how AI models search the web for a topic, or studying the probabilistic nature of AI-triggered search…
Find question-based Google Autocomplete suggestions for any topic. Prepends question modifiers (what, how, why) to a seed topic and returns real autocomplete suggestions — useful for AEO prompt research, content ideation, and understanding what people ask about a topic. Use when the user wants to discover questions…
Discover which AI prompts and topics matter for a brand's Answer Engine Optimization (AEO) using only free tools. Crawls a website, analyzes the brand's positioning, generates prioritized prompts people ask AI assistants, and audits existing content coverage — all without paid APIs. Use when a user wants to: find what…
Read accumulated aeo-baseline evidence files and produce a visibility trend report. Surfaces visibility score trends, citation-rate decay, content cannibalization (multiple owned URLs competing for the same prompt), hub-page opportunities (one URL winning across many prompts), and competitor share-of-voice changes.…
Analyze web pages and generate structured data (JSON-LD) optimized for AI citation. Fetches a page, analyzes its content structure, checks existing schema markup, and generates optimized JSON-LD that helps Gemini 3 Flash and other AI models identify and cite the content. Includes templates for Article, FAQ, HowTo…
Analyze WHY certain sources get cited by Gemini over others. Runs a prompt through Gemini 3 Flash with grounding, ranks cited sources by frequency, then fetches and profiles the top pages — word count, headings, structured data (JSON-LD), publication dates, and entity density. Outputs a "citation blueprint" showing…
Schedule recurring aeo-baseline runs without standing up Airflow, cron-monitor, or any external service. Generates a platform-appropriate scheduled job (launchd on macOS, cron on Linux), a wrapper shell script that loads the workspace's .env and runs aeo-baseline --yes, and tracks install state so the schedule can be…