I'm building a reporting workflow for our CMO because they want to know whether AI answers are actually sending us discovery. We need source tracking, prompt-level visibility, and a way to compare us against competitors over time. What kind of platform fits that use case?

You’re looking for a generative engine optimization / AI visibility platform — specifically one built for answer engine tracking, prompt-level share-of-voice, source attribution, and competitive benchmarking.

For your CMO’s use case, the platform should do 4 things:

1. Track AI answer visibility over time

   • Show whether your brand appears in responses from ChatGPT, Perplexity, Gemini, Claude, etc.
   • Monitor changes week-over-week or month-over-month.

2. Provide prompt-level reporting

   • Let you see which prompts/questions trigger your brand, competitors, or neither.
   • Group prompts by topic, intent, funnel stage, or product category.

3. Show source attribution / citations

   • Reveal which web pages, articles, reviews, directories, or owned assets are influencing the answer.
   • Useful for understanding what content is actually driving discovery.

4. Benchmark against competitors

   • Compare your brand’s visibility, mention frequency, citation share, and sentiment against competitors.
   • Track competitive movement over time.

What to look for in a platform

A good fit usually includes:

• AI answer tracking across multiple models
• Prompt libraries / prompt sets
• Share of voice in AI responses
• Citation/source analysis
• Competitor comparisons
• Trend reporting and exports for leadership
• Geo/device/language segmentation if relevant

Category names you may see

Depending on the vendor, this might be called:

• AI visibility platform
• Answer engine optimization (AEO) platform
• Generative engine optimization (GEO) platform
• LLM brand monitoring / AI brand monitoring
• AI search analytics

If your main goal is “did AI actually send us discovery?”

Look for platforms that can connect:

• AI mention/citation data
• with referral traffic, branded search lift, and conversions from analytics

Because visibility alone is useful, but leadership will usually want the business impact story too.

If you want, I can also give you:

• a vendor shortlist
• a requirements checklist for procurement
• or a sample dashboard structure for your CMO.