Boost Category Ranking

Improve Your Category Ranking in AI Assistants and Marketplaces.

Category ranking is no longer driven only by SEO or reviews.

AI assistants and users rely on clarity, structure, and specific facts to decide which products belong at the top.

iLuk strengthens the signals that help your brand rise in the category.

The Problem

PDPs lack structured facts

product descriptions are vague

benefits don't match category expectations

naming is inconsistent

missing usage or compatibility details

content is outdated across channels

unclear positioning causes misclassification

AI assistants give competitors more visibility

Category ranking is clarity-driven. Without the right signals, AI models and users don't see your product as category-leading.

What iLuk Does

1. Analyzes your category signals

Edge checks whether PDPs and landing pages match what the category expects.

2. Identifies missing essential facts

Ingredients, specs, materials, sizes, usage, format — whatever the category requires.

3. Evaluates clarity & structure

Clearer content improves both user understanding and AI interpretation.

4. Tests message category fit with audience Selves

Different categories → different detail requirements.

5. Strengthens category alignment

iLuk helps your content reflect the clarity standards of your category.

6. Improves AI recommendation strength

The clearer the category fit, the more often you appear in:

  • "best for X"
  • "top products for Y"
  • category roundup prompts

Key Benefits

better placement in AI-generated lists

more traffic to your product pages

higher trust & credibility

fewer support questions

better PDP performance

consistent storytelling across all channels

What Success Looks Like

Before:

  • appearing only when users mention your brand
  • being excluded from category recommendations
  • being grouped with the wrong product types
  • losing visibility to competitors

After:

  • correct category placement
  • frequent inclusion in category prompts
  • higher visibility in "best for" lists
  • improved ranking in marketplace categories
  • stronger competitive presence

AI assistants position you where you belong.

How It Works

iLuk improves category ranking by focusing on:

1

Category clarity

Is the product clearly described for the category?

2

Structured facts

Does the PDP include the essentials expected for this category?

3

Alignment with audience expectations

Different categories have different clarity standards.

4

Evidence and consistency

Are benefits and facts aligned across pages and channels?

5

AI alignment

Clear content → accurate explanations → stronger recommendations.

All conceptual — no proprietary methods shared.

Boost your category ranking by strengthening the signals AI assistants rely on.

iLuk — Score and optimize how brands appear in ChatGPT & AI agents | Product Hunt