Pseo At Scale

pseo-at-scale

Programmatic SEO is a force multiplier in both directions. One good template × 15,000 rows is a moat; one mediocre template × 15,000 rows is a sitewide quality penalty. The launch checklist warns about thin content lightly — at your scale it's the main event. This skill is the quality gate the volume demands.

When you activate

• Planning or launching a templated page set at scale (directory, /tool, /compare, /category, /function, location/entity pages, glossaries).
• Auditing why a large templated site isn't indexing or ranking.
• Deciding the index/noindex policy for generated pages.

The core risk: aggregate thin-content

Search engines judge templated sets in aggregate. A page that's technically unique (different row of data) can still be substantively thin (same boilerplate, little added value). At scale, a high ratio of thin pages signals "low-quality site" and suppresses even the good pages. Your job is to make every generated page clear a value bar — or never let it get indexed.

Thin-content gates (enforce at generation time, not after)

1. Minimum substance per page. Define a floor: unique words beyond boilerplate, a minimum number of populated data fields, at least one element no other page in the set has. A row that can't meet the floor doesn't get a published page.
2. Boilerplate ratio cap. If >~60–70% of a page's rendered text is identical template chrome shared across the set, it's thin regardless of word count. Vary intros, pull in row-specific facts, generate row-specific FAQs.
3. Uniqueness check across the set. Programmatically diff pages — near-duplicate detection on rendered (not template) HTML. Clusters of near-identical pages either merge or get value added.
4. Empty-state policy. A /compare/a-vs-b with no real comparison data, or a category with 1 item, is thin. Decide up front: suppress, noindex, or redirect to the parent — don't publish-and-index a hollow shell.
5. Index-worthiness gate. Not every generated page deserves indexing. Pages below the value floor should be noindex,follow (crawlable for link equity, not indexed) until they earn their way in. Indexing is a privilege a page earns, not a default.

Sitemap-index architecture at scale

A single flat sitemap breaks down past ~a few thousand URLs. Use a sitemap index → leaf urlsets, split by content type:

/sitemap.xml                 (index — points ONLY to leaf urlset files)
  ├─ /page-sitemap.xml       (static pages)
  ├─ /tool-sitemap.xml       (one urlset, ≤50k URLs / ≤50MB each)
  ├─ /compare-sitemap.xml
  ├─ /category-sitemap.xml
  └─ /blog-sitemap.xml

Hard rules (each maps to a launch-gotcha):

• Index points to leaf urlsets, never to another index. Nested indexes get rejected. (Sitemap-nested-index-errors.)
• Every <loc> is non-empty and resolves to a 200. Validate at generation; reject publishing a row with an empty slug. (Empty-loc-from-missing-slugs.)
• Split leaves by type and keep each ≤50,000 URLs / ≤50MB. Per-type leaves also let you watch indexation by template in the console.
• Only include indexable URLs. A noindex page in the sitemap sends mixed signals — keep gated pages out of the sitemap until they pass the value floor.

Slug discipline

At scale, slugs are generated, so the rule must be enforced in code:

• lowercase, kebab-case, no IDs, descriptive, stable.
• Stable forever — a slug that changes after indexing creates a redirect + lost equity per page, times N. Lock the slug-generation function before launch.
• Reject empty/duplicate slugs at publish time. Collisions in a generated set are silent and common.
• Pick the trailing-slash policy once and bake it into the generator AND every internal href the template emits — not just the redirect rule. (Trailing-slash-internal-hrefs.)

Indexation ramp — expectations at scale

New or young domains ration crawl budget; a large page set indexes on a 6–12 week ramp, not at launch. (Indexation-patience-curve.)

• Track indexation rate by template type (per-type sitemaps make this possible), and track the trajectory, not the launch-week absolute.
• Rough mental model for a young domain: ~30–40% indexed early, ~50–70% by ~6 weeks — adjust to the site's authority. A low week-1 number that's on-curve is not an emergency.
• Help the crawler: keep every important page ≤3 clicks from home via hub/category pages; submit per-type sitemaps; ensure internal linking surfaces deep pages (templated related-content slots). Orphan pages in a 15k set will simply never index.
• Phase the rollout if the set is huge. Releasing 15k pages at once on a young domain can overwhelm crawl budget and dilute quality signal. Consider launching the highest-value slice first, proving indexation + ranking, then expanding.

Internal linking for generated sets

Templated pages create orphans by default. The template must emit intentional links:

• Each generated page links up (to its category/hub) and across (to related rows — same category, comparison counterparts).
• Hub/category pages link down to their members.
• Avoid linking every page to every page (link-equity noise); link by genuine relatedness.

Audit checklist for an existing pSEO set

1. Indexation rate by template type (console Pages report + per-type sitemaps).
2. Near-duplicate clusters (crawl + content-similarity).
3. Pages below the value floor that are currently index (should be noindex until improved).
4. Orphans (>3 clicks from home, or zero internal inbound links).
5. Empty <loc> / empty-slug rows in sitemaps.
6. Thin empty-states (categories/comparisons with no real data) that are indexed.
7. Crawl-budget waste: redirect-hop internal hrefs, 404/410 ghosts, parameter explosions.

Routing

For the SEO mechanics underneath (schema, internal-linking execution, on-page checks), delegate to searchfit-seo:* when installed. This skill owns the at-scale quality + indexation policy; the specialist skills own the per-page craft. Always run a pSEO launch under the web-launch spine and its sign-off gate.