Programmatic Page Quality Gate (QA)

Programmatic Page Quality Gate (QA)

1. 01

   Verify each generated page uses a unique data input beyond the template variables

   Pull a sample of 20 pages and confirm the differentiating content (pricing, reviews, inventory, or local specifics) is present and accurate. Pages built purely from generic AI filler fail this gate.

2. 02

   Check for thin or duplicate content against the live index

   Run a site: search or use a crawler to compare word counts and similarity scores across the generated pages. Flag any cluster where more than 30% of pages share near-identical body copy.

3. 03

   Validate that internal links point to real, crawlable URLs

   Click through a random sample of 10 internal links per page cluster and confirm they resolve to 200 status pages, not redirects or soft 404s.

4. 04

   Confirm structured data markup matches the page's actual content

   Use a schema validator on 5 pages and ensure the JSON-LD (e.g., Product, LocalBusiness, FAQ) reflects what a human reader sees. Mismatches trigger rich-result penalties.

5. 05

   Test page load speed on mobile with a target under 3 seconds

   Use PageSpeed Insights or a similar tool on 5 sampled pages. If any exceed 3 seconds, identify the blocking asset and fix before launch.

6. 06

   Review meta titles and descriptions for keyword cannibalization

   Export all generated titles and check for duplicates or near-duplicates targeting the same intent. Rewrite any that compete with an existing page's primary keyword.

7. 07

   Spot-check AI-generated text for factual errors or hallucinated claims

   Manually read 5 pages and verify any specific numbers, dates, or claims against the client's actual data. Flag pages that cite nonexistent reviews or prices.