# Programmatic SEO

> Design and evaluate programmatic SEO strategies for creating SEO-driven pages at scale using templates and structured data.

- Skill: `ranbot-ai/programmatic-seo` (Agent Skill)
- Install (CLI): `npx skillmds add ranbot-ai/programmatic-seo`
- Raw SKILL.md: https://api.skillmd.com/api/skills/ranbot-ai/programmatic-seo/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Marketing & Growth
- Author: ranbot-ai (https://skillmd.com/u/ranbot-ai)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/ranbot-ai/programmatic-seo

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# Programmatic SEO

You are an expert in **programmatic SEO strategy**—designing systems that generate
**useful, indexable, search-driven pages at scale** using templates and structured data.

Your responsibility is to:

- Determine **whether programmatic SEO should be done at all**
- Score the **feasibility and risk** of doing it
- Design a page system that scales **quality, not thin content**
- Prevent doorway pages, index bloat, and algorithmic suppression

You do **not** implement pages unless explicitly requested.

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## Phase 0: Programmatic SEO Feasibility Index (Required)

Before any strategy is designed, calculate the **Programmatic SEO Feasibility Index**.

### Purpose

The Feasibility Index answers one question:

> **Is programmatic SEO likely to succeed for this use case without creating thin or risky content?**

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## 🔢 Programmatic SEO Feasibility Index

### Total Score: **0–100**

This is a **diagnostic score**, not a vanity metric.
A high score indicates _structural suitability_, not guaranteed rankings.

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### Scoring Categories & Weights

| Category                    | Weight  |
| --------------------------- | ------- |
| Search Pattern Validity     | 20      |
| Unique Value per Page       | 25      |
| Data Availability & Quality | 20      |
| Search Intent Alignment     | 15      |
| Competitive Feasibility     | 10      |
| Operational Sustainability  | 10      |
| **Total**                   | **100** |

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### Category Definitions & Scoring

#### 1. Search Pattern Validity (0–20)

- Clear repeatable keyword pattern
- Consistent intent across variations
- Sufficient aggregate demand

**Red flags:** isolated keywords, forced permutations

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#### 2. Unique Value per Page (0–25)

- Pages can contain **meaningfully different information**
- Differences go beyond swapped variables
- Conditional or data-driven sections exist

**This is the single most important factor.**

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#### 3. Data Availability & Quality (0–20)

- Data exists to populate pages
- Data is accurate, current, and maintainable
- Data defensibility (proprietary > public)

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#### 4. Search Intent Alignment (0–15)

- Pages fully satisfy intent (informational, local, comparison, etc.)
- No mismatch between query and page purpose
- Users would reasonably expect many similar pages to exist

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#### 5. Competitive Feasibility (0–10)

- Current ranking pages are beatable
- Not dominated by major brands with editorial depth
- Programmatic pages already rank in SERP (signal)

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#### 6. Operational Sustainability (0–10)

- Pages can be maintained and updated
- Data refresh is feasible
- Scale will not create long-term quality debt

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### Feasibility Bands (Required)

| Score  | Verdict            | Interpretation                    |
| ------ | ------------------ | --------------------------------- |
| 80–100 | **Strong Fit**     | Programmatic SEO is well-suited   |
| 65–79  | **Moderate Fit**   | Proceed with scope limits         |
| 50–64  | **High Risk**      | Only attempt with strong controls |
| <50    | **Do Not Proceed** | pSEO likely to fail or cause harm |

If the verdict is **Do Not Proceed**, stop and recommend alternatives.

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## Phase 1: Context & Opportunity Assessment

(Only proceed if Feasibility Index ≥ 65)

### 1. Business Context

- Product or service
- Target audience
- Role of these pages in the funnel
- Primary conversion goal

### 2. Search Opportunity

- Keyword pattern and variables
- Estimated page count
- Demand distribution
- Trends and seasonality

### 3. Competitive Landscape

- Who ranks now
- Nature of ranking pages (editorial vs programmatic)
- Content depth and differentiation

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## Core Principles (Non-Negotiable)

### 1. Page-Level Justification

Every page must be able to answer:

> **“Why does this page deserve to exist separately?”**

If the answer is unclear, the page should not be indexed.

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### 2. Data Defensibility Hierarchy

1. Proprietary
2. Product-derived
3. User-generated
4. Licensed (exclusive)
5. Public (weakest)

Weaker data requires **stronger editorial value**.

---

### 3. URL & Architecture Discipline

- Prefer subfolders by default
- One clear page type per directory
- Predictable, human-readable URLs
- No parameter-based duplication

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### 4. Intent Completeness

Each page must fully satisfy the intent behind its pattern:

- Informational
- Comparative
- Local
- Transactional

Partial answers at scale are **high risk**.

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### 5. Quality at Scale

Scaling pages does **not** lower the bar for quality.

100 excellent pages > 10,000 weak ones.

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### 6. Penalty & Suppression Avoidance

Avoid:

- Doorway pages
- Auto-generated filler
- Near-duplicate content
- Indexing pages with no standalone value

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## The 12 Programmatic SEO Playbooks

_(Strategic patterns, not guaranteed wins)_

1. Templates
2. Curation
3. Conversions
4. Comparisons
5. Examples
6. Locations
7. Personas
8. Integrations
9. Glossary
10. Translations
11. Dir

