Documentation Index
Fetch the complete documentation index at: https://docs.haloxlabs.ai/llms.txt
Use this file to discover all available pages before exploring further.
Prompt Analysis
AI search optimization starts with questions, not isolated keywords. HaloX manages recurring questions as Prompt Sets across brand, non-brand, competitor, locale, and language contexts.Where is this in the app?
| Item | Description |
|---|---|
| App menu | Prompt Analysis or the related app area |
| Main inputs | brand, domain, keywords, competitors, Prompt Sets, date filters |
| Main outputs | Prompt Set, Prompt, model answer, question category, run status |
| Connected features | Dashboard, Site Audit, Strategy Map, Content Factory, Weekly Reports |
When should you use it?
Use it during onboarding, campaign planning, or strategic prompt set design.How to read it first
Start with the current state
Do not stop at the score or first row. Check which question, cluster, URL, or model is driving the issue.
Separate the cause signals
Identify whether the issue is SEO, AI answer coverage, source/citation weakness, or missing content.
Questions we hear in onboarding and sales meetings
Should SEO and GEO be measured separately?
Should SEO and GEO be measured separately?
Yes, but they should be connected. SEO is the foundation that lets search engines and AI systems read your pages. GEO measures whether your brand appears as a mention, source, or citation inside AI answers.
What should we do when a score is low?
What should we do when a score is low?
Start with critical site issues, questions where competitors already appear, and non-brand clusters with search demand. HaloX documentation explains screens as score → reason → next action.
Can we use real customer examples in public docs?
Can we use real customer examples in public docs?
No. Public docs should not expose customer names, private keywords, email addresses, or actual performance numbers. Use anonymized industry scenarios instead.
WikiDocs alignment
- GEO Wiki: strategic prompts, question-led search, locale differences
- Related concepts: GEO, AVI, Citation, Brand Mention, Grounding
Next pages
Include fan-out search patterns in prompt sets
A Prompt Set is not just a list of 50 questions. In customer conversations, the recurring issue was that AI systems expand one question into several sub-queries, source checks, comparisons, and validation loops. HaloX treats this as a fan-out search pattern.| Question axis | Meeting pattern | Fan-out questions | Next HaloX feature |
|---|---|---|---|
| Brand definition | PR and brand teams ask how AI explains the company | company definition, leadership, business units, current issues, official sources | Citation Tracking, Weekly Reports |
| Non-brand conversion | Platform teams want demand beyond brand-name search | recommendations, comparisons, signup checks, trust, how-to questions | Strategy Map, Content Factory |
| SEO recovery before GEO | B2B SaaS teams ask about GEO after search visibility drops | recovery keywords, adjacent topics, problem/alternative/comparison questions | Site Audit, Strategy Map |
| Local or multi-location | Local businesses need regional recommendation visibility | location recommendations, service criteria, visit FAQ, foreign-language questions | Local GEO guide |
| Citation reason analysis | GEO study sessions focus on sub-queries and validation loops | which source was used, why a competitor was cited, which page was missing | Citation Tracking, Trust Report |
root question → sub-questions → required source/content → metric to track. See Fan-out search patterns for the full workflow.
Feature use cases
Prompt Analysis is not only where you enter questions. In meetings, it is best explained as deciding which market questions the customer should operate.| Use case | Prompt set structure | Next feature |
|---|---|---|
| Enterprise communications | Brand definition, leadership, issues, business structure, newsroom/video questions | Citation Tracking, Weekly Reports |
| Platform non-brand expansion | Recommendation, comparison, before-signup, security/trust, how-to questions | Strategy Map, Content Factory |
| B2B SaaS SEO recovery | Core category, adjacent keywords, problem/alternative/adoption questions | Site Audit, Keyword Clusters |
| Local GEO | Location + recommendation, branch FAQ, service comparison, English questions | Local GEO guide, Content Factory |
| Agency diagnosis | 10–20 representative industry questions and competitor comparisons | Dashboard, Export |