Industry question-bank building
Real question banks accumulated per industry: from roots and modifiers to full sentences, layer by layer.
Platform Query Lab
AI only answers the questions someone thought to ask. Ask the right ones — and the answer can be yours.
Expand real user phrasings from your industry question bank, classify by intent and grade by quality, and lock onto answer gaps rivals have not covered.
What it solves
- Writing before you know the questions is the most common waste in GEO — you aim at nothing and hit it.
- A keyword list you drafted from memory covers a sliver of the real question network.
- Low-quality questions slip into the monitoring set — budget burns and the data drifts with it.
How it works
- Industry question bank + keyword expansion generate the monitoring question list.
- Intent classification and quality gate: low-quality questions stay out, keeping sampling budget on effective questions.
- Linked with AI Radar: questions flow straight into the sampling plan.
Capabilities
A four-step workflow starting from questions
Eight-dimension keyword expansion
Semantic, scenario, commercial, ranking, review, brand, question and technical dimensions cover the real question network.
Intent classification & quality gate
Questions classified by intent (informational / comparison / decision and more); six quality rules filter noise so low-quality questions never enter the bank.
Scenario coverage matrix
Checks coverage density across scenario × question and marks what is still missing per scenario.
First-test queue
Newly published content enters a 3–7 day first-test window to verify whether AI cites it.