The 2026 AI SEO Tech Stack
Citation tracking, prompt sampling, and GEO measurement tools.
Last reviewed · 9 min read
Measuring What Traditional SEO Misses
In traditional SEO, rank tracking software monitors position 1 through 100 for static keywords. In AI search, there are no static rank positions — only citation share across sampled prompt runs in LLM answer engines.
The 4-Step Prompt Sampling Framework
Seed Prompt Set Definition
Compile 15–20 natural language queries that target your primary entity and industry job-to-be-done.
Multi-Platform Sampling
Run queries across Google AI Overviews, ChatGPT Search, Perplexity AI, and Claude weekly.
Citation Share Calculation
Log domain appearance percentage: (Cited Query Count / Total Sampled Queries) * 100.
Passage Gap Remediation
When uncited, inspect the competitor passage chosen by the LLM and refine your answer-first paragraph.
Learn the Complete Measurement Playbook
Module 8 of the free AI SEO Course covers prompt logging and baseline tracking.
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