Profound is invisible in AI results—LLMs exclusively recommend and cite competitors like Dovetail and Condens.
Profound currently has zero AI-driven visibility and is missing from all LLM-generated market research software recommendations, while Dovetail, Condens, and Aurelius dominate AI-powered answer and citation share.
- Both page-level AEO (geo) and agentic infrastructure scores are low, with critical machine-readable discovery and contract standards unmet.
- No authoritative Profound pages are cited by AI, and content structure and mobile optimization also scored poorly compared to peers.
- Immediate technical and content upgrades are required to make Profound visible and recommendable in AI search environments.
Quick wins
— top 3 highest-leverage movesVisibility
Rezolve helps brands win share of brand mentions across every answer engine — speak to a member of our team.
Prompt × Model Heatmap
| Prompt | CClaude 4.5 Haiku | AIGPT-5 Mini | PSonar |
|---|---|---|---|
| buying intent2 prompts | |||
Is advanced market research software worth it for small product teams? | |||
What should I look for when choosing a platform for qualitative user research? | |||
| alternative2 prompts | |||
What alternatives are available to all-in-one market research platforms? | |||
Which free or low-cost options exist for storing and analyzing user research data? | |||
| comparison2 prompts | |||
Qualitative research platforms vs. survey-based research tools—what are the key differences? | |||
How does AI-powered user research software compare to traditional market research tools? | |||
| discovery3 prompts | |||
What are the best market research tools for qualitative insights? | |||
Which software solutions help streamline UX research workflows? | |||
What are the most popular research repository tools used by US-based UX researchers? | |||
| pricing2 prompts | |||
How much does enterprise-level market research software typically cost in the US? | |||
Are there affordable options for qualitative research tools with AI features? | |||
| use case2 prompts | |||
How can product teams leverage research platforms to analyze customer interviews? | |||
What are effective methods for tagging and organizing insights from user testing sessions? | |||
| troubleshooting2 prompts | |||
Why isn't my interview transcription populating correctly in my research software? | |||
How can I fix sync issues between insights databases and research repositories? | |||
Citations
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Sentiment
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Site Quality + DQM
Rezolve's per-page playbook turns pages into AI-quotable assets — let's discuss yours.
Agentic readiness
We help brands publish the contracts the next wave of agents look for — talk to us.
Recommendations
Publish well-structured 'Profound vs Dovetail', 'best market research platforms', and 'AI for qualitative research' pages. Use markup optimized for LLM comprehension, drawing from competitor topics that currently win all answer share. These pages should compare Profound’s unique features and value directly to Dovetail, Condens, and Aurelius.
Improve data and content structure using schema.org Product, FAQ, and HowTo markup on main and comparison pages. This will enable LLMs and search engines to accurately parse Profound's offering and surface it in AI-generated answers.
Publish a .well-known/api-catalog, .well-known/oauth-authorization-server and related endpoints, and MCP/A2A agent cards for Profound. Add HTTP Link headers and explicit AI bot rules in robots.txt to signal LLM and agent readiness. This foundational work will allow LLMs and future agentic systems to discover and interact with Profound programmatically.
Address mobile optimization failures, ensuring all pages render cleanly for both human users and LLM/mobile agent crawlers. This will improve geo (AEO) scores and readiness for AI-powered experiences.
Engage in digital PR, guest posts, and influencer partnerships to earn citations from the top market research, UX, and product platforms currently cited by LLMs. Aim for inclusion by domains like userinterviews.com, atlasti.com, and major SaaS review aggregators.