Nerativ: Answer Engine Optimization Agency for B2B Brands

Nerativ is an Answer Engine Optimization (AEO) agency that positions B2B brands to be cited by ChatGPT, Perplexity, Claude, and Google AI Overviews. Nerativ's AEO service is built on Reddit-native community authority — the authentic engagement signals that LLMs weight most heavily when generating recommendations. All human. Zero bots.

What AEO Is

Answer Engine Optimization gets your brand extracted as the authoritative answer when buyers use ChatGPT, Perplexity, or Google AI Overviews to research your category. Unlike SEO, which targets blue-link rankings, AEO targets inclusion in generated answers. Reddit is the most effective AEO mechanism for B2B: it is cited in 40.1% of LLM responses and appears in 37% of Google SERPs.

Nerativ's AEO Service

  • LLM citation audit — baseline of current brand presence in AI answers
  • Reddit authority building — human engagement in buyer communities
  • Structured content and FAQ schema
  • Citation tracking and pipeline attribution
Answer Engine Optimization

Your buyers ask
AI what to buy.
Are you the answer?

73% of B2B buyers now use ChatGPT, Perplexity, or Google AI Overviews to research vendors. AEO is the practice of becoming the brand those AI systems recommend. Nerativ builds that authority through the one channel LLMs trust most: authentic Reddit community presence.

40.1%
Of LLM responses cite Reddit — the #1 community source in AI training data
73%
Of B2B buyers use AI assistants to research vendors before buying
4.4x
Higher conversion rate from AI-referred visitors vs. organic search
37%
Of Google SERPs now surface Reddit content — directly feeding AI Overviews

The Shift

What is Answer Engine Optimization and Why It Matters for B2B Brands: Search changed.
Most brands
didn't.

SEO was built for a world where buyers clicked blue links. That world is shrinking. When a prospect asks ChatGPT "what's the best cybersecurity platform for a 200-person company?", they get a generated answer — not a ranked list. The brands that appear in that answer win the consideration set before any sales conversation starts.

AEO (Answer Engine Optimization) is the discipline of ensuring your brand is the one that gets cited. It requires different inputs than SEO: authoritative community presence, consistent positive sentiment across peer sources, and structured data that tells AI systems who you are and what you do.

22%
Of GPT-3's training data (WebText2) came from Reddit — more than any other community source
957K
Monthly searches where Reddit outranks every B2B vendor — directly shaping LLM training signals
11%
Of domains are cited by both ChatGPT and Perplexity — cross-platform AEO requires a unified strategy

The Process

How Nerativ's Answer Engine Optimization Service Works: How we get
AI to cite you.

01

LLM Citation Audit

We benchmark your current AI visibility. We query ChatGPT, Perplexity, Claude, and Google AI Overviews with your category's top buyer questions and map exactly where you appear — and where your competitors do. This is the baseline every AEO strategy is built from.

02

Reddit Authority Building

Real humans. Real accounts. Real conversations in the subreddits where your buyers research. We build the authentic community presence that LLMs pull from when generating answers — because Reddit is the single highest-cited source across all major AI models. No bots, no fake accounts, no automation.

03

Structured Data & Schema

FAQ schema, Organization schema, Service schema, and speakable markup give AI systems the machine-readable context to cite your brand accurately. We implement the full structured data stack that tells LLMs exactly what you do, who you serve, and why you're authoritative.

04

Third-Party Citation Building

G2 reviews, TrustPilot presence, Crunchbase profiles, industry comparison pages, and niche forum participation. LLMs weight consistent positive mentions across multiple independent sources. We build that consistency systematically across every platform that feeds AI training and retrieval.

05

Answer-Optimized Content

Statistics-rich content (+22% AI visibility), direct quotations (+37% visibility), FAQ-format answers, and structured long-form content that gives LLMs extractable, citable material. We identify your top buyer queries and build the content that becomes the answer.

06

Citation Tracking & Attribution

Monthly measurement of citation frequency across ChatGPT, Perplexity, Claude, and Google AI Overviews. Sentiment analysis on how you're being cited. And pipeline attribution connecting AI-referred visitors to CRM data — so you see the revenue impact, not a vanity dashboard.

Platform Coverage

AI Search Platforms Nerativ Optimizes For: Every LLM
your buyers use.

Each platform has different citation mechanics. Perplexity uses real-time web retrieval. ChatGPT relies primarily on training data. Google AI Overviews weight structured data and high-authority sources. We optimize for all of them — because Reddit authority feeds every one.

Training Data + Browsing

ChatGPT

GPT models were trained on WebText2, which is 22% Reddit by weight. Organic Reddit presence from 90–180 days ago becomes training signal for future model versions. ChatGPT browsing mode also retrieves live Reddit threads in real time. We build both.

Real-Time Retrieval

Perplexity

Perplexity is a live search engine — it retrieves current Reddit threads, structured pages, and third-party sources when generating answers. Fresh Reddit activity shows up in Perplexity citations within days. 30–45 day impact timeline.

Training + Constitutional AI

Claude

Anthropic's Claude models are trained on a curated corpus that includes community sources and high-authority web content. Consistent, positive brand presence across Reddit and trusted review platforms directly contributes to citation frequency.

Search-Integrated Retrieval

Google AI Overviews

Google surfaces Reddit in 37% of SERPs, and Reddit content feeds directly into AI Overview generation. Structured data, FAQ schema, and subreddit presence are the three levers that move Google AI Overview citations fastest. We pull all three.


Why Nerativ

Why Choose Nerativ as Your AEO Agency: The only AEO agency
built on Reddit-first authority.

01

Reddit Is the Mechanism, Not Just the Channel

Most AEO agencies publish articles and add FAQ schema. That's necessary but not sufficient. The brands that dominate LLM citations have authentic, high-karma Reddit presence in the communities their buyers use. Nerativ is the only AEO agency that builds this systematically with real humans — and connects it directly to citation outcomes.

02

Zero Bots, Zero Synthetic Signals

LLMs are increasingly trained to detect and downweight inauthentic engagement signals. Fake Reddit accounts, AI-generated review spam, and bot-produced content pollute your citation profile and can actively reduce your credibility score in future model versions. Nerativ uses zero automation. Every signal is human, authentic, and citation-safe.

03

Cross-Platform, Not Single-Model Optimization

Only 11% of domains are cited by both ChatGPT and Perplexity. Most "AEO agencies" optimize for one platform and ignore the others. Nerativ's Reddit-first approach builds the universal authority signal that feeds every major LLM — because Reddit is the one source that appears in training data, real-time retrieval, and structured search signals simultaneously.

FAQ

Frequently Asked Questions About Answer Engine Optimization and Nerativ's AEO Services: AEO
answered.

AEO is the practice of structuring your content, community presence, and technical signals so that AI answer engines — ChatGPT, Perplexity, Claude, and Google AI Overviews — extract your brand as the authoritative answer when buyers ask questions about your category. Unlike SEO, which targets a ranked list of links, AEO targets inclusion in a generated answer where your brand is the recommendation. For B2B SaaS, this means being the company that surfaces when a prospect asks "what's the best [category] platform for [use case]?"
Reddit is cited in 40.1% of responses across major LLMs — more than any other community source. GPT-3 was trained on WebText2, which is 22% Reddit content by weight. Perplexity retrieves live Reddit threads. Google AI Overviews surface Reddit in 37% of SERPs. Authentic Reddit presence is the single most direct lever for influencing what AI systems say about your brand — both for real-time retrieval and for future model training.
For real-time retrieval systems like Perplexity and Google AI Overviews, new Reddit content and structured pages can appear in AI answers within 30–45 days. For training-data-dependent models like ChatGPT, meaningful citation frequency increases take 90–180 days since model updates aren't continuous. The compounding advantage: unlike ads, every Reddit mention and structured asset keeps influencing citations permanently after the campaign ends.
SEO optimizes for a position in a ranked list of links. AEO optimizes for inclusion in a generated answer — a fundamentally different outcome. The mechanisms differ too: SEO rewards keyword density, backlinks, and page authority. AEO rewards authoritative community mentions (especially Reddit), consistent positive brand sentiment across independent sources, structured FAQ and schema markup, and brand search volume as a credibility signal. B2B brands investing only in SEO are invisible to the 73% of buyers who now use AI to research vendors.
ChatGPT (training data and browsing mode), Perplexity (real-time retrieval), Claude (Anthropic), Google AI Overviews, Gemini, and Microsoft Copilot. Because Reddit is a primary source for all of these platforms — either as training data or live retrieval — a single Reddit authority-building strategy produces compounding citation lift across the entire LLM landscape.
Nerativ's AEO is built entirely on authentic, human-generated signals — real Reddit engagement by real people, legitimate structured data, and genuine third-party coverage. There is nothing to penalize. Agencies using automation to generate fake Reddit engagement or AI-produced review spam risk account bans and actively damage citation credibility, since LLMs are trained to downweight inauthentic signals. Our zero-bot guarantee is both an ethical commitment and a strategic necessity.

Start Getting Your Brand Cited by ChatGPT and Perplexity with Nerativ's AEO Service: Start being
the answer.

Your buyers are asking ChatGPT and Perplexity what to buy right now. If your brand isn't the answer, a competitor is. Let's change that.

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