Claude Optimization
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AI Recommends Discontinued Products

Claude: Stop AI from Recommending Discontinued Products

AI Recommends Discontinued Products on Claude? Here's why it happens, the fix, and how to prevent it.

Claude Context

Make your website visible and citable by Claude, Anthropic's AI assistant known for nuanced understanding and detailed responses.

Allow Claude-SearchBot and Claude-User in robots.txt so Claude can find and read your pages

Focus on demonstrating genuine expertise (E-E-A-T signals)

Provide detailed, well-researched content with citations

Why This Problem Matters

Claude are recommending products or services you no longer offer, frustrating potential customers. Learn how to clean up your AI presence.

Why This Happens in Claude

If a retired product's page still exists and still reads like a live offer, Claude has no signal that it's gone. It answers from Claude's web search, which Claude-SearchBot crawls for, where the old page may still be the clearest match.

Signs You Have This Problem in Claude

1

Claude recommends a product you've retired

2

Claude recommends products you've sunset or discontinued

3

Users ask about features from deprecated versions

4

Old product names appear in AI recommendations

5

Claude doesn't know about your latest product lineup

How to Fix This in Claude

Follow these Claude-specific solutions:

1

Mark discontinued products clearly and point to the replacement

2

Redirect retired product pages to their successor where one exists

3

Redirect discontinued product pages to current alternatives

4

Create 'product sunset' announcements with migration paths

5

Update all references to discontinued products

6

Add 'discontinued' notices and alternatives to old pages

7

Build authority for current products with fresh content

Claude Technical Details

Anthropic documents three agents that all honour robots.txt: Claude-SearchBot for search results, ClaudeBot for training, and Claude-User for pages a user asks Claude to read.

Claude-SearchBot

Search / answers

Improves the quality of Claude's search results.

ClaudeBot

Model training

Collects public web content for model training.

Claude-User

User-requested fetch

Retrieves a page when a Claude user asks a question that needs it.

robots.txt rule to stay eligible for Claude answers:

User-agent: Claude-SearchBot
Allow: /

Source: support.claude.com

Prevent This Problem in Claude

Create a product lifecycle content strategy

Plan content updates when discontinuing products

Maintain redirects for all deprecated URLs

Test AI knowledge after product changes

Need Help Fixing Claude Issues?

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Frequently Asked Questions

Why is this happening in Claude?

If a retired product's page still exists and still reads like a live offer, Claude has no signal that it's gone. It answers from Claude's web search, which Claude-SearchBot crawls for, where the old page may still be the clearest match.

What is the first fix to prioritize in Claude?

Mark discontinued products clearly and point to the replacement