Prompt

How do I monitor our share of AI answers against competitors?

Technology / Seo aeo tools1 observationLast seen Sep 24, 2026

Latest observation

Sep 24, 2026OpenAI APIWeb search: off

To monitor your share of AI answers against competitors, track how often your brand is cited, recommended, or ranked in AI-generated responses for the topics that matter to you. A practical approach is:

1) Define the “share” you care about

Pick one or more of these:

  • Citation share: how often your brand/source is mentioned
  • Recommendation share: how often your brand is suggested as a top option
  • Visibility share: how often your brand appears anywhere in the answer
  • Answer share by topic: share across key product categories, use cases, or queries

2) Build a query set

Create a list of 50–500 prompts based on:

  • High-intent buyer questions
  • Category/comparison queries
  • Problem/solution queries
  • “Best X for Y” prompts
  • Competitor comparison prompts

Example:

  • “Best CRM for small sales teams”
  • “HubSpot vs Salesforce for startups”
  • “How to reduce cloud spend”

3) Test major AI surfaces

Check the prompts across:

  • ChatGPT
  • Google AI Overviews / Search generative results
  • Perplexity
  • Claude
  • Gemini
  • Bing/Copilot
  • Any vertical AI tools relevant to your category

4) Score each response

For each prompt, record:

  • Which brands are mentioned
  • Position/order of mention
  • Whether your brand is recommended
  • Whether competitors are recommended instead
  • Sentiment/qualifiers
  • Whether the answer includes citations and which sources are used

A simple scoring model:

  • 1 point = brand mentioned
  • 2 points = brand recommended
  • 3 points = brand recommended first Then compute your share as:
  • Your score / total competitor score for that query set

5) Measure over time

Track weekly or monthly:

  • Share by topic
  • Share by platform
  • Share vs each competitor
  • Changes after content, PR, SEO, or product updates

6) Use the right data sources

Combine:

  • Manual prompt testing for a small sample
  • Automated rank/answer monitoring tools
  • Search and citation analytics
  • Website crawl/indexation signals
  • Brand mention monitoring from AI answer engines

7) Turn it into a dashboard

Useful views:

  • Overall AI answer share
  • Share by competitor
  • Share by topic
  • Share by platform
  • Citation source map
  • Top prompts where you lose share
  • Prompts where you’re consistently first

8) Improve your share

If you’re underrepresented, optimize for:

  • Clear comparison pages
  • Strong category pages
  • FAQ content that answers specific buyer questions
  • Third-party mentions and reviews
  • Structured data
  • Authoritative, factual content
  • PR and thought leadership in cited publications

Simple formula

If on 100 tracked prompts:

  • Your brand appears in 40 answers
  • Competitor A appears in 55
  • Competitor B appears in 30

Your visibility share could be:

  • 40 / (40 + 55 + 30) = 31.7%

If you want, I can give you:

  1. a spreadsheet template for tracking AI answer share, or
  2. a methodology for measuring it automatically.

Observation history

How did Obsurfable measure this prompt?

Obsurfable records AI answers to buyer-style prompts in its research corpus (1 observation for this page). Metrics are distributions over observations, not a single static ranking.

Which AI systems does Obsurfable collect answers from?

OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, Meta AI, Qwen.

How can brands improve their AEO?

Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.

Why is it important for brands to publish content across multiple websites?

Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.

Want this interpreted for your brand?

Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.