AI Content Clarity Audits · E-commerce

AI Is Already Describing
Your Products.
Is It Getting Them Right?

Most e-commerce brands are being misrepresented by ChatGPT, Claude, and Gemini. And they don't even know it. I help brands find where AI gets their products wrong, and give them specific fixes they can act on.

Schedule a Review

20-minute call · No pitch · Just clarity

The Problem

Your Content Is Clear to Humans. But AI Reads It Differently.

When customers research products through ChatGPT, Claude, or Gemini, AI interprets your product descriptions, specifications, and marketing copy.

If your content is vague, contradictory, or assumes context, AI fills in the gaps with assumptions. Often wrong ones.

This isn't about visibility. It's about clarity.
What goes wrong
📉
Generic positioning You sound identical to cheaper competitors
⚠️
Hallucinated features Claims you never made, attributed to your product
🔀
Contradictory specifications Description vs. specs don't align for AI
💸
Lost differentiation Your premium value doesn't translate to AI output
The Service

AI Content Clarity Audits for E‑commerce Brands

I run your products through multiple AI systems, find exactly where and how AI gets them wrong, and give you specific fixes to sort it out.

🔍

Comprehensive Analysis

10–15 key products analyzed across multiple AI systems with systematic evaluation.

↔️

Side-by-Side Comparison

AI interpretations compared directly against your intended messaging and specs.

✅

Specific Fixes

Clear recommendations with before/after examples you can implement immediately.

📋

Root Cause Identification

Not just what's wrong. I dig into why AI misreads your content and pinpoint exactly where it breaks down.

📞

Walkthrough Call

30-minute call to walk through findings, answer questions, and discuss priorities.

📄

Implementation Guide

Detailed report + prioritized action plan so nothing gets lost in a spreadsheet.

Timeline 5–7 business days
Delivery Detailed report + implementation guide
Systems tested ChatGPT, Claude, Gemini
Process

How the Audit Works

01

Product Selection

You share your website URL. I select 10–15 representative products across your catalog.

02

Multi-System Testing

I test each product through ChatGPT, Claude, and Gemini using a systematic evaluation framework.

03

Gap Analysis

I map out where AI misunderstands, contradicts, or over-generalizes your products, and document what's causing each issue.

04

Recommendations

You receive a comprehensive report with specific fixes, before/after examples, and implementation priorities.

This isn't "AI SEO" or visibility optimization. It's content clarity analysis: figuring out why AI can't accurately represent what you actually sell, so you can fix it at the source.

Yugashree Kotkar, Founder of Readable Labs
Yugashree
Founder, Readable Labs · Seattle, WA
LinkedIn
About

Enterprise Scale. DTC Speed.

Your product descriptions make perfect sense to customers. But when someone asks ChatGPT "What's the best [your category]," AI might describe your $200 product identically to a $40 generic.

I've managed product content at both ends: Walmart (100M+ users, massive catalog complexity) and DTC brands (small teams, launch speed). Whether it's thousands of SKUs or your first 10 products, I've been there.

8 years optimizing for conversion across Shopify, Amazon, and retail channels. Coordinating launches. Making content work at every touchpoint.

That work revealed something most brands miss: content that converts humans is often structurally unclear to AI. "Premium quality" needs context AI doesn't have. "Professional-grade" could mean anything. Contradictory specs confuse it.

So AI describes you generically or recommends competitors instead.

Readable Labs helps e-commerce brands identify these gaps before they cost customers. I audit how ChatGPT, Claude, and Gemini interpret your products, show exactly where clarity breaks down, and give you specific fixes you can implement this week.

Based in Seattle, working with brands from launch to $50M+ who want their content to work for both humans and AI.

Who It's For

This Is For You If:

✓
Good Fit
  • ✓E-commerce brand with 10+ SKUs
  • ✓Sell physical products (supplements, beauty, baby, home, etc.)
  • ✓Concerned about how AI represents your brand
  • ✓Customers seem confused about your differentiation
  • ✓Want to understand the problem before investing in solutions
✕
Not the Right Fit
  • ✕Service businesses (no products to audit)
  • ✕Brands with fewer than 10 SKUs
  • ✕Companies looking for "AI SEO" quick fixes
Let's Talk

Want to Know How AI Describes Your Products?

Schedule a 20-minute content review to see if this applies to your catalog.

Schedule a Review

No pitch. Just a conversation about what's happening with your content.