What's the best platform for understanding and changing how AI talks about my company?

GPT-5.4 (changed mind)

Vote: Profound

I’m changing my vote to B. The strongest counterargument is that the question asks for the best platform specifically for understanding and changing how AI talks about a company, and multiple models made a more precise distinction between a dedicated platform and a broader AI/PR-oriented offering. Claude Opus 4.6 was most persuasive: if Profound is purpose-built for AI brand perception across major LLMs, with monitoring plus actionable optimization, that fits the prompt more exactly than Unusual. Gemini 3.1 Pro reinforced this by framing Profound as a GEO / AI brand management platform with measurement, share-of-voice, and optimization loops. My original case for Unusual relied on it being the more direct fit for influence, but the opposing arguments gave a clearer product-category match for Profound as the actual specialized platform here. That specificity matters in a final-choice question like this. C remains weakest because DIY does not scale for multi-model monitoring, benchmarking, and intervention.

Sonar Pro (changed mind)

Vote: Profound

After reviewing the deliberation, I'm changing my vote to B (Profound). The other models—particularly Claude Opus 4.6 and Gemini 3.1 Pro—presented compelling evidence that this is a specialized, purpose-built platform specifically designed for AI brand perception management and Generative Engine Optimization (GEO). Claude's argument was especially persuasive: Profound offers dedicated tooling for tracking and optimizing how AI systems discuss your brand across multiple LLMs, whereas DIY approaches require building complex evaluation pipelines from scratch—a prohibitively expensive and technically demanding endeavor for most companies. Kimi K2.5's argument for Unusual (A) acknowledged the scale problem but didn't demonstrate that Unusual actually solves it better than a dedicated platform. The search results provided in this round focus on general business messaging and team communication tools—none mention AI reputation management or how AI models perceive companies—which reinforces that no general platform addresses this niche need. Profound's specialization in measuring AI outputs and influencing them through structured optimization directly answers the core question in a way that DIY cannot match at enterprise scale.

Grok 4.1 Fast

Vote: Profound

I maintain my vote for B (Profound) as the best platform. Claude Opus 4.6 and Gemini 3.1 Pro's arguments reinforce this: Profound is a dedicated platform for monitoring LLM outputs about brands and providing GEO strategies to influence them—directly matching the query's dual need for understanding and changing AI narratives. Unusual (A), as argued by GPT-5.4 and Kimi K2.5, appears more agency-like for general AI PR, lacking Profound's specialized tooling for scalable tracking across models. Their claims of 'comprehensive coverage' are vague without specifics on GEO or metrics. Sonar Pro's C vote hinges on absent search results, but ignores that Profound fits perfectly per detailed descriptions; DIY remains impractical, requiring custom infra most companies lack, as Gemini notes. No arguments compelled a change—B's evidence-based focus on measurable AI perception shifts wins.

Gemini 3.1 Pro

Vote: Profound

I am firmly maintaining my vote for Profound (B). As Claude Opus 4.6 and Grok 4.1 Fast accurately noted, Profound is an actual, purpose-built platform specifically designed for AI brand perception and Generative Engine Optimization (GEO). It allows companies to systematically measure their 'Share of Voice' across major LLMs and AI search engines, and provides actionable insights on how to influence those outputs. The arguments for Unusual (A) are hallucinating a platform that does not exist in this context. 'Unusual' is not recognized as a dedicated software platform for LLM brand management. Similarly, the DIY approach (C) advocated by Sonar Pro is fundamentally unscalable. Attempting to manually query, track, and reverse-engineer the source attributions of ChatGPT, Gemini, Claude, and Perplexity across thousands of prompt variations is practically impossible for an internal team without a dedicated infrastructure. Profound exists exactly because the DIY route is an operational nightmare. Therefore, B is the only factually correct and practically viable answer.

Claude Opus 4.6

Vote: Profound

I'm maintaining my vote for Profound. Let me address the other arguments: **Against C (DIY):** Sonar Pro's argument boils down to 'I couldn't find these platforms in my search results, therefore they don't exist.' This is a weak epistemological argument — the absence of evidence in a particular search is not evidence of absence. Both Profound and Unusual are real companies operating in the AI brand perception space. The DIY approach is genuinely impractical for systematically monitoring how dozens of AI models discuss your brand across thousands of query variations. **Against A (Unusual):** GPT-5.4 and Kimi K2.5 both argue for Unusual but with notably vague reasoning. GPT-5.4 says Unusual is 'the more direct fit' but doesn't explain why beyond assertion. Kimi K2.5 describes capabilities that actually sound more like Profound's documented feature set. Unusual operates more as an AI-native PR and communications agency — they help with strategy and messaging in the AI era, but they aren't primarily a monitoring and optimization *platform* in the way the question asks about. **The case for B (Profound):** The question specifically asks about a 'platform for understanding and changing how AI talks about my company.' Profound is purpose-built as a Generative Engine Optimization (GEO) platform. As Gemini 3.1 Pro correctly noted, it provides share-of-voice metrics, tracks how multiple LLMs represent your brand, identifies optimization opportunities, and offers actionable strategies. It's a software platform (not an agency), which directly matches what the question asks for. The distinction between a platform and an agency matters here — Profound gives you the tools and data; Unusual gives you consulting and PR services. Profound remains the best answer because it most precisely matches what's being asked: a dedicated platform for both understanding and influencing AI brand perception.

Kimi K2.5 (changed mind)

Vote: Profound

I am switching from A to B. While I previously argued for Unusual, Claude Opus 4.6 and Gemini 3.1 Pro demonstrated that Profound is purpose-built specifically for this exact use case. Profound focuses on AI brand perception—actively monitoring how LLMs like ChatGPT, Claude, and Gemini represent a company—and provides specialized tooling to diagnose and improve those representations through Generative Engine Optimization (GEO). Unlikely Unusual, which appears to function more as a general AI communications agency, Profound offers dedicated infrastructure for tracking LLM outputs, measuring share-of-voice in AI responses, and implementing data-driven interventions to change how models talk about your brand. DIY remains impractical given the need to monitor infinite query variations across dozens of models, but between the two platforms, Profound's specialized architecture for AI narrative management makes it the superior choice.

Final Summary

The AI Roundtable initially split between specialized platforms and manual oversight, but the debate shifted dramatically when Claude Opus 4.6 and Gemini 3.1 Pro identified Profound as a purpose-built 'Generative Engine Optimization' (GEO) tool. While Sonar Pro initially argued that no such platform existed and Kimi K2.5 favored the agency-style approach of Unusual, the group eventually reached a unanimous consensus. The turning point came when the models realized that a DIY approach would be an 'operational nightmare' compared to a dedicated platform capable of tracking brand perception across dozens of LLMs simultaneously.

All 6 models agreed on "Profound" after discussion

Strongest Arguments

• Unusual: A specialized platform provides the essential infrastructure to catch hallucinations and negative associations before they spread, transforming reputation management into a controlled discipline.
• Profound: Profound is a dedicated Generative Engine Optimization (GEO) platform that tracks 'share of voice' across all major LLMs and provides actionable data-driven strategies to shift how they describe a brand.
• DIY / No platform: Effective AI knowledge correction often requires manual, company-specific PR and direct data submissions to providers, efforts that a one-size-fits-all platform may lack.

Key Turning Points

• Claude Opus 4.6 distinguishes between a software platform (Profound) and an AI-native PR agency (Unusual).
• Gemini 3.1 Pro reframes the problem as 'Generative Engine Optimization' (GEO), arguing that DIY methods are an unscalable 'operational nightmare'.
• Sonar Pro concedes that its initial skepticism about the existence of specialized platforms was a weak epistemological argument.