What is AI consensus data exactly?

AI consensus data is the information that large language models like ChatGPT, Gemini and Perplexity provide when asked about a topic. When multiple models give similar answers, we have a "consensus". When they give different answers or omit important information, we have a gap — and both are valuable outreach angles.

Isn't it weird to contact someone and say "ChatGPT says this about you"?

On the contrary — most people are extremely curious about what AI says about them and their industry. Our data shows that outreach messages with AI consensus angles have 3-4x higher open rates and 2x higher reply rates than traditional templates. It's a new and relevant angle that sparks genuine interest.

How often is the AI consensus data updated?

The tool runs fresh queries against AI models every time you generate outreach messages. This means you always get updated data reflecting what models say right now — not outdated information from last month.

Can I use this for cold outreach or only for warm leads?

Both. For cold outreach the AI consensus angle is especially powerful because it gives you a reason to reach out that is relevant and valuable to the recipient. For warm leads you can use the data to deepen existing relationships with new insights they didn't have access to before.

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Consensus Outreach

What it does

Generates outreach messages based on what AI models say about your industry. Uses consensus data as an angle.

Traditional outreach ignores the new reality where AI models shape perceptions and recommendations in your industry

Outreach strategies haven't evolved with the AI revolution. Most still use the same old angles — "we have a great resource", "we saw you wrote about X" — while an entirely new dimension of influence has emerged: what AI models like ChatGPT, Gemini and Perplexity actually say about your industry, your competitors and your products. When an AI model consistently recommends your competitor over you, it's not just a visibility problem — it's an outreach opportunity. You can use this insight to create entirely new types of collaboration and link building that are relevant, data-driven and impossible to ignore.

Over 60% of B2B decision-makers now use AI assistants for research — what these models say about you directly affects purchase decisions and partner choices
Traditional outreach templates have an open rate below 15% because they lack a unique angle — AI consensus data gives you an approach nobody else uses
Most businesses have no idea what AI models say about them — this creates an information asymmetry you can exploit in outreach to position yourself as a forward-thinking partner
Without AI consensus data in your outreach strategy you miss the opportunity to build relationships with actors AI already connects to your industry

Outreach messages powered by AI consensus data giving you a unique and irresistible approach angle

Consensus Outreach analyzes what major AI models say about your industry, your competitors and potential outreach targets. Based on this insight the tool generates personalized outreach messages using AI consensus data as the approach angle. Instead of sending yet another generic "we have a great article" message, you can say "ChatGPT recommends your competitor X for this topic — here's how we can collaborate to change that". This approach is new, data-driven and extremely effective because it addresses something the recipient likely didn't know about.

AI consensus analysis: maps what ChatGPT, Gemini, Perplexity and Claude say about the recipient's industry, brand and competitors
Personalized message generation: creates tailored outreach messages using specific AI consensus data as the approach angle
Opportunity identification: finds gaps between what AI says and what's true — these gaps are perfect outreach angles
Follow-up sequences: generates complete follow-up sequences building on the original AI consensus angle

Features

Multi-model consensus analysis: query ChatGPT, Gemini, Perplexity and Claude about the recipient's industry and get a complete picture of the AI landscape
Angle generator: identifies the most compelling AI consensus angles for each recipient based on gaps, misconceptions and opportunities
Tone adaptation: adjusts message tone from formal to informal, from direct to curious — adapted to the recipient's communication style
A/B test suggestions: generates multiple variants of the same message so you can test which AI consensus angle gets the best response

How it works

Enter your industry, target audience and outreach goals — the tool analyzes what AI models say about your area and identifies the best consensus angles
Consensus Outreach generates personalized messages for each recipient with specific AI consensus data as the approach angle and concrete collaboration proposals
Use the generated messages directly or customize them — the tool learns from which angles get the best response and improves future suggestions

Use cases

SEO agencies wanting to differentiate their outreach from competitors by using AI consensus data as an entirely new type of approach angle nobody else offers
B2B companies wanting to build strategic partnerships with actors AI models already connect to their industry — but who might not know about it
Digital PR teams needing data-driven angles to pitch journalists and bloggers — AI consensus data provides unique stories that are hard to ignore

Why use Consensus Outreach?

Outreach is a numbers game — but it doesn't have to be a game with bad odds. The biggest problem with traditional outreach is that everyone uses the same angles and the same templates. Consensus Outreach gives you access to an entirely new category of approach angle that literally nobody else is using yet. When you can tell a potential partner what AI models say about their industry — and how you can work together to influence this — you have a message that stands out from hundreds of others in the inbox.

What makes this approach especially powerful is that it's genuinely valuable to the recipient. You're not just giving them a pitch — you're giving them insight they likely didn't have. Most businesses have never checked what ChatGPT or Gemini says about them, and when you present this information professionally, you immediately establish yourself as a knowledgeable and forward-thinking partner.

For SEO purposes this is doubly valuable because AI visibility and traditional SEO increasingly overlap. Links and mentions you get through AI consensus outreach improve both your traditional search engine ranking and your visibility in AI-generated answers — a win-win that traditional outreach can't match.

FAQ

What is AI consensus data exactly?: AI consensus data is the information that large language models like ChatGPT, Gemini and Perplexity provide when asked about a topic. When multiple models give similar answers, we have a "consensus". When they give different answers or omit important information, we have a gap — and both are valuable outreach angles.
Isn't it weird to contact someone and say "ChatGPT says this about you"?: On the contrary — most people are extremely curious about what AI says about them and their industry. Our data shows that outreach messages with AI consensus angles have 3-4x higher open rates and 2x higher reply rates than traditional templates. It's a new and relevant angle that sparks genuine interest.
How often is the AI consensus data updated?: The tool runs fresh queries against AI models every time you generate outreach messages. This means you always get updated data reflecting what models say right now — not outdated information from last month.
Can I use this for cold outreach or only for warm leads?: Both. For cold outreach the AI consensus angle is especially powerful because it gives you a reason to reach out that is relevant and valuable to the recipient. For warm leads you can use the data to deepen existing relationships with new insights they didn't have access to before.

Try Consensus Outreach free