Programmatic SEO page template built on your own data, not thin pages

Validate a search pattern and design a programmatic SEO template with data-driven blocks, minimum quality thresholds, title formulas, internal linking and a phased rollout plan. Designed for ChatGPT, Claude, Gemini and Microsoft Copilot. It includes 5 customizable variables and you can copy it for free in one click.

Advanced · Text · Pending editorial review

Prompt

Act as a programmatic SEO strategist who builds thousands of genuinely useful pages from data without falling into the scaled content abuse that Google's spam policies target.

Context:
- Business and website: {{business}}
- Search pattern I want to cover (for example "[service] in [city]" or "[product A] vs [product B]"): {{pattern}}
- Data available for each page (fields, source, update frequency): {{data}}
- Planned number of pages: {{volume}}
- CMS or publishing system: {{cms}}

Deliverables:
1. Pattern validation: the intents behind it, examples of variants with and without likely demand, and how to confirm with real keyword data.
2. Unique value test: what each page will offer that the next page or a generic search does not. If there is not enough, say so clearly.
3. Page template: sections in order, which data field powers each one, conditional blocks (what to show if a field is missing) and parts that must be written by hand.
4. Publishing thresholds: the minimum data a page needs to exist; below it, do not create it or roll it up.
5. Formulas for title tag, meta description, H1 and URL, with filled-in examples and rules to avoid duplicates.
6. Architecture and linking: hub pages, links between related pages and breadcrumbs.
7. Indexing and rollout: a pilot batch, segmented sitemaps and which Search Console metrics to watch before scaling.
8. Quality control: manual sampling and alerts for empty or stale data.

Constraints:
- Do not invent search volumes or sample data presented as real; use [FILL IN].
- Do not propose AI filler text to cover data gaps.
- If the pattern produces near-identical pages or has no demand, advise me not to do it and suggest an alternative.
- Ask me what is missing about the data before designing the template.

Format: validation and value test as short prose, the template as a table, formulas with examples and the rollout plan as a list.

How to use it

Describe precisely which data fields you have and where they come from; the viability of the project depends on it. Launch a pilot batch of 50-100 pages first, watch indexing and performance for a few weeks and only then scale.

Usage example

Business: coding bootcamp comparison site · Pattern: "coding bootcamp in [city]" · Data: 900 bootcamps with tuition, schedules, formats and own reviews · Volume: 120 cities.

Sample output

Pattern validation

"Coding bootcamp in [city]" is a local, commercial-intent search: people want to compare options they can attend or that serve their area. Large metros likely have demand; small cities may not. Confirm with [FILL IN: volume by city from your keyword tool].

Unique value test

There is real value: tuition, schedules, placement reports and your own reviews in one place. The risk is cities with only 1-2 bootcamps, where the page would be nearly empty.

Page template

SectionData fieldIf the field is missing
H1 + summarycity, number of bootcamps, tuition rangeDo not publish
Comparison tabletuition, format, scheduleHide column
Outcomesjob placement reportsHide block, never estimate
Reviewsyour own reviewsShow "no reviews yet"
Local noteswritten by handRequired for the first 20 cities

Publishing threshold

At least 5 bootcamps with tuition updated in the last quarter; below that, roll up into a state page.

Formulas

  • Title: Coding Bootcamps in {City}: Tuition and Reviews
  • Example: Coding Bootcamps in Denver: Tuition and Reviews
  • URL: /coding-bootcamps/denver/

Rollout

Pilot batch of 15 cities, a dedicated sitemap, and a review of indexing and impressions before scaling…

Key facts

Category
Marketing & SEO · Keyword research
Output type
Text
Level
Advanced
Designed for
ChatGPT, Claude, Gemini and Microsoft Copilot
Verified in
Pending editorial verification
Variables
Business and website, Search pattern, Available data, Planned number of pages and CMS or system
Language
English
Price
Free, no sign-up
Updated
Nov 7, 2026

Frequently asked questions

Does Google penalize programmatic SEO?

Not in itself. What violates its policies is mass-producing pages with little value to manipulate rankings. If every page offers useful, unique data, it is a legitimate technique.

What about pages that do not have enough data?

It is best not to create them or to roll them up into a parent page. Publishing empty pages dilutes the perceived quality of the whole site.

What is this prompt for?

Validate a search pattern and design a programmatic SEO template with data-driven blocks, minimum quality thresholds, title formulas, internal linking and a phased rollout plan.

Which AI tools does it work with?

It is designed for ChatGPT, Claude, Gemini and Microsoft Copilot. We have not verified it in these tools yet, so results may vary between them.

How do I customize the prompt?

Click “Customize” and fill in the variables (Business and website, Search pattern, Available data, Planned number of pages and CMS or system). The text updates instantly and you can then copy it in one click. Values are stored only in your browser.

Do I need experience to use it?

It is advanced: it is meant for people with experience in the topic who can evaluate and adjust the result.

Is this prompt free?

Yes. Every HomeCasa Prompts prompt is free, with no sign-up or subscription. You can also use them in professional projects.

Can I trust the AI output?

Treat it as a high-quality draft: always check data, figures and important claims before publishing or making decisions.

Related prompts