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GEO · Review Corpus Optimization

Shape Your Review Corpus for AI Quoting

AI engines quote review snippets when summarizing local businesses. We optimize your review corpus — volume, sentiment, keywords, and structure — so the AI quotes the parts that win you customers.

OVERVIEW

What is Review Corpus Optimization?

Review corpus optimization is the discipline of strategically shaping the body of customer reviews about your business so that when AI engines summarize you, they pull the snippets that drive conversion. It’s not review-buying or fake-review schemes — it’s about review acquisition strategy, sentiment shaping through service improvements, keyword diversity in real reviews, and platform-specific optimization across Google, Yelp, Facebook, and industry sites.

WHY IT MATTERS

Why it matters now

AI engines quote real review textwhen answering queries like “is X any good?” or “reviews of X.” The quoted snippet is often the highest-leverage piece of marketing copy you have.
Volume + recency + keyword diversitydetermine which snippets get pulled. Most businesses have all three wrong without realizing it.
Review platforms aren\’t equal weightin AI engines. Google, Yelp, and industry-specific platforms each get different consideration. We optimize the mix.

WHAT WE DELIVER

What we deliver

Corpus audit

We analyze your current reviews across all platforms — volume, recency, sentiment, keyword distribution, snippet potential — and benchmark against competitors.

Acquisition system

A repeatable, ethical system for getting more reviews from satisfied customers — text-based requests, post-service prompts, and platform-mix strategy.

Keyword diversity coaching

We help your team gently prompt review-writers to mention specific services, locations, and use cases that strengthen the corpus.

Negative review response strategy

Public responses written to address concerns and add positive context that AI engines also pull from.

Platform mix optimization

Strategic distribution across Google, Yelp, Facebook, and your industry-specific platforms — not just dumping everything into Google.

Monthly tracking

Volume, sentiment, and AI-quoted snippet tracking month over month. You see which review patterns are driving citation lift.

HOW IT WORKS

How it works

  1. 1. Audit (week 1)
    We map your current review corpus, identify gaps and weaknesses, and benchmark against your top competitors.
  2. 2. System launch (weeks 2-3)
    Acquisition system deployed (text/email automation, post-service prompts), team trained on review-coaching, response templates created.
  3. 3. Optimization (ongoing)
    Monthly review of acquisition rate, sentiment trends, and AI-snippet performance. Quarterly strategy adjustments.

FREQUENTLY ASKED

Frequently asked questions

No. Both are against platform terms of service and we don’t do them. What we do: help you ask satisfied customers for honest reviews more consistently, coach your team to gently prompt customers to mention specifics, and respond to existing reviews in ways that strengthen the corpus.

For service businesses with active customer flow, doubling your monthly review rate within 60-90 days is typical. The constraint is usually team adoption of the request system, not customer willingness.

You will — every business does. We help you respond publicly in ways that demonstrate accountability and add positive context AI engines also pull from. A handful of bad reviews handled well actually builds more trust than a wall of perfect 5-stars.

Google is highest priority for almost every business. Yelp matters for restaurants, services, and consumer-direct businesses. Industry-specific platforms (Healthgrades, Avvo, Houzz, etc.) often punch above their weight in AI engines because they’re trusted vertical sources.

Engagements typically run $600-$1,800/month depending on number of locations and platform mix. Setup is included. Most clients see net positive ROI within 3-6 months.

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BEFORE WE TALK

Before we talk, find out where you stand.

Run your own free AEO Scorecard. We test 3 of your real customer queries against ChatGPT and Claude, score your visibility, and email you a personalized report — including the businesses getting cited instead of you.

NEXT STEP

Ready to talk?

30-minute discovery call. No pitch deck, no pressure. Tell us what you’re trying to do and we’ll tell you whether we can help.