01
LLM brand view
Your messaging vs generated answers side by side.
Free GEO audit · SaaS
See how LLMs position your brand.
A free written audit from AUQ: GEO score, identity gaps in AI Overviews, peer citations, and a 90-day roadmap — built from research-grade APIs and prompt layers.
- Executive summary with composite GEO score
- Identity in AIO vs your site positioning
- Citation sources and LLM-surfaced peers
- Prioritized 90-day execution plan
What you'll learn
Four questions, answered in one report
02
Buyer personas
Who models think you serve — and who they omit.
03
Feature visibility
Capabilities search sees but LLMs never mention.
04
Category presence
Citation rate and triggers vs LLM-surfaced peers.
Sample deliverable
See what a full GEO audit looks like
Real HubSpot example: GEO score, executive summary, identity gaps in AI Overviews, citation footprint, and a prioritized 90-day roadmap.
Pipeline
Research-grade, not a chatbot wrapper
Structured APIs, site extraction, and layered prompts — the same stack we use for client GEO programs.
geo_audit_pipeline
# simplified
extract_site_identity → hubspot.com pages
collect_llm_visibility → AIO citations + peers
build_prompt_set → brand · category · alt
score_positioning_gap → identity vs LLM answers
map_citations_mentions → citation rate + AIO mention triggers
benchmark_competitors → peer coverage on category promptsReport preview
What it takes to show up in AI search
AI Overviews and answer engines decide how your brand is described, who you are compared to, and whether you get cited at all. The graphic below maps those four layers for a real SaaS brand — score, identity gap, peer citations, and what to fix in the next 90 days.
Illustrative HubSpot excerpt — your report uses your domain and category peers. View full sample report