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The Sonarvue blog

Notes from inside the answer.

How AI answer engines pick who they cite, and what you can do about it. Practical AEO and GEO, no fluff.

ResearchAI visibility

AI Visibility Misses the Claim Layer: 2,862 Claims Audited

We audited 2,862 AI product claims and found why mention and citation metrics miss category, pricing, free-plan, and trial errors.

Jul 16, 2026 · Sonarvue Research
AI claim audit showing 39.5% evidence coverage for search-enabled GPT and Gemini results, with Claude Fable 5 reported separately as a knowledge-only baseline.
Bar chart showing the AI customer support vendors most frequently recommended across 18 captured answers.
ResearchAI visibility

AI customer support shortlist: 3 engines compared

We tested six commercial AI customer support prompts across three answer engines and measured which vendors entered the shortlist.

Jul 15, 2026 Infographic summarizing 29,775 B2B SaaS buyer prompts mapped from 9,925 account records.
ResearchAEO

29,775 B2B SaaS AI Buyer Prompts: Study

See what 29,775 mapped AI buyer prompts reveal about B2B SaaS shortlists, alternatives, and problem-led evaluation, with methods and aggregate data.

Jul 15, 2026 Share of voice in AI answers visual showing competing answer slots, brand mentions, and measured visibility share.
GEOMetrics

What is share of voice in AI answers?

Share of voice in AI answers is how often the engine names you versus the rivals it names instead. Here is how to define it, compute it, and read it.

Jun 27, 2026 GEO checklist visual showing structured page improvements that make content easier for AI answer engines to cite.
GEOPlaybook

The GEO checklist: 12 ways to get cited by AI

Generative engine optimization is how you make a page the AI wants to quote. Twelve concrete, durable moves that earn citations.

Jun 26, 2026 Brand mention tracking workflow visual for ChatGPT prompts, answer captures, competitor mentions, and visibility changes.
AI visibilityHow-to

ChatGPT brand visibility: how to track mentions

ChatGPT brand visibility shows whether AI answers name your brand, how they describe you, and who they recommend instead. Here is how to measure it.

Jun 25, 2026 Answer-engine optimization visual showing a buyer prompt turning into one cited answer instead of a list of search results.
AEOFundamentals

What is answer-engine optimization (AEO)?

AEO is the work of being the answer, not just a link. Here is what it means, why it is different from SEO, and how to start measuring it.

Jun 24, 2026 LLM SEO for B2B SaaS visual showing buyer prompts, AI answer engines, brand shortlists, and content citation signals.
GEOB2B SaaS

LLM SEO for B2B SaaS: how to get named when buyers ask AI

LLM SEO is the work of getting cited by ChatGPT, Claude, and Perplexity. Here is why B2B SaaS is uniquely exposed, and a playbook to get named.

Jun 23, 2026 GEO versus SEO visual comparing search rankings with AI-generated answer citations.
GEOSEO

GEO vs SEO: what generative engine optimization changes

GEO gets your brand into AI-generated answers; SEO ranks your pages in the link list. Here's what's different, what stays the same, and why you need both.

Jun 22, 2026 AEO versus SEO visual comparing traditional search result links with AI answer mentions and citations.
AEOSEO

AEO vs SEO: the difference, and why you need both

SEO ranks your page in a list of links. AEO decides whether the AI names you in the answer. Here is how they differ, where they overlap, and what to measure.

Jun 20, 2026