Practical Lens 54
AI answers need source freshness checks
After a product, market or positioning change, public pages may still describe the previous company. An AI answer may reflect that older evidence.
What this lens means
After a material business change, the website may be current while old product pages, partner profiles, directories or media descriptions still explain the previous company.
Key terms
- Source freshness
- Whether a public source still accurately describes the company today.
- Public evidence
- Owned pages and externally published profiles, listings and articles that describe the business.
- Positioning change
- A meaningful change to the offer, target market or way the company is described.
Why this happens
- A company can update its homepage while older product pages and external profiles remain online.
- Partners and directories may not know that the offer, market or positioning has changed.
- Older pages may stay visible because they are still linked, indexed or useful to a specific audience.
- Public descriptions can drift when no one reviews them after a business change.
What this usually indicates
- Outdated public evidence: Visible sources still describe a former offer, market or use case.
- Inconsistent positioning: Different sources explain the company in different ways.
- Weak ownership: No one maintains a list of high-visibility descriptions after changes.
- Buyer confusion risk: Prospects can encounter contradictory accounts of the business.
What to verify (evidence-only)
- Write the current offer, target customer and differentiator in one sentence each.
- Compare those statements with the homepage, key product pages and five visible external sources.
- Mark sources that name a discontinued offer, former market or outdated positioning.
- Prioritise corrections by visibility and business importance.
- Repeat the check after every material business change.
Terminal check example
Replace the example terms with the former offer, market or wording you need to verify.
# Find old wording on your own domain
curl -sL "https://www.google.com/search?q=site%3Aexample.com+%22old+offer%22"
# Find visible references to your company and former wording
curl -sL "https://www.google.com/search?q=%22Example+Company%22+%22old+offer%22"
# Inspect one source for business-description signals
curl -sL https://example.com/about | grep -iE 'service|product|market|customer|about'PowerShell check example
Use this Windows equivalent to identify public references that need a manual review.
# Search for an old offer on the company website
Invoke-WebRequest "https://www.google.com/search?q=site%3Aexample.com+%22old+offer%22"
# Search for public references to the company and old description
Invoke-WebRequest "https://www.google.com/search?q=%22Example+Company%22+%22old+offer%22"
# Inspect one source
$page = (Invoke-WebRequest -Uri "https://example.com/about" -UseBasicParsing).Content
$page | Select-String -Pattern 'service|product|market|customer|about'Frequently Asked Questions
What is source freshness?
Source freshness means checking whether public pages still accurately describe the company after a meaningful business change.
Why does source freshness matter for AI visibility?
An AI answer may reflect an older public description when that description remains available and clearer than current evidence.
What should a company check first?
Compare the current homepage, key product pages, partner profiles, directory listings and media descriptions against the current offer and positioning.
Run a free AI Readiness baseline, then compare the finding with this diagnostic framework.