Programmatic SEO Agent Skill

Programmatic SEO

Done well, one template covers thousands of real searches. Done badly, it is a mass of thin pages

that damages the whole domain.

Qualify before building

All four must hold:

• A real query pattern with verified volume across many instances — not one popular term and a

long tail of zeroes.

• Data you actually have, at quality, for most instances. Missing data produces empty pages,

and empty pages are the failure mode.

• Genuine per-page value. If two pages differ only by a swapped noun, they are duplicates

however they are generated.

• A reason to be better than what ranks now. Usually completeness, freshness, or data nobody

else has.

Fail any one and the answer is fewer, better pages.

Building

• Design the best single page first, by hand, and confirm it is genuinely useful. Then find what

in it is variable. Templating before you know the good page scales a mediocre one.

• Vary the substance, not just the strings. Each page needs data, comparisons, or context

specific to it.

• Set a minimum data threshold. Below it, the page does not get generated. This single rule

prevents most programmatic disasters.

• Internal linking is not optional — thousands of orphaned pages will not be crawled. Build hub

pages and cross-links into the template.

• Roll out in batches. Publish a few hundred, wait for indexation and performance, then

continue. A full launch that goes wrong is hard to unwind.

Maintaining

Stale programmatic pages rot faster than editorial ones because there are so many. Set a refresh

cadence tied to the data source, and prune: pages with no impressions after two quarters should be

consolidated or removed. Volume is not the goal.

Never

• Generate pages for instances with no data.
• Spin text to create the appearance of uniqueness.
• Launch without a plan for removing what does not work.