Multi-location businesses face a structural problem that single-location businesses do not: how to create location pages that are genuinely distinct and answer-ready without falling into near-duplicate content that confuses search systems and dilutes authority. For AEO purposes, a location page that is a template with the city name swapped is not an answer-ready page. It is a placeholder that answer-driven systems will skip in favour of pages that provide real, location-specific answers.

The near-duplicate problem on location pages

Most multi-location page sets were built for reach, not for depth. The strategy was: create a page for each city, include the target keyword and city name, and rank for local queries. That approach produced thin, near-identical pages that share structure, copy, and intent — and that now compete with each other rather than reinforcing each other. Answer-driven systems evaluate each page on whether it provides a unique, extractable answer to a specific location-based query. Near-identical pages fail this test at scale.

What makes a location page genuinely distinct

A location page that passes the AEO test provides answers that are specific to that location and cannot simply be copy-pasted to a different city page. That means:

Location page schema requirements

Each location page needs its own LocalBusiness schema instance with address, telephone, areaServed, and openingHours data specific to that location. Shared schema across location pages — or schema that pulls from a master record without location-specific fields — is one of the most common AEO failures on multi-location sites. The schema review in AEO PRO Lab flags these misalignments as part of the structural output. For the full schema approach, see schema markup for AEO.

Prioritising which location pages to review first

For businesses with many locations, AEO review should start with the highest-value pages: the locations that generate the most revenue, serve the most competitive markets, or carry the most search traffic. These are the pages where structural improvement creates the most measurable impact. Once those pages are reviewed and improved, the structural learnings can be applied as a template for the broader location set — but the template needs to leave room for genuine location-specific content, not just swap the city name.

AEO PRO Lab reviews individual location pages for the structural gaps that prevent them from being extracted and cited in local answer-driven results — and produces outputs that can inform the broader location page structure.

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