Tasteful Programmatic SEO
Scale templated search pages while preserving usefulness and human quality
- Difficulty
- Advanced
- Time to result
- ~months to results
- Steps
- 6
- Confidence
- 96%
Tasteful Programmatic SEO uses a reusable page template, structured data, and AI assistance to create many useful pages for recurring search patterns such as services by industry or attractions by location. Its central control is restraint: the team begins with hundreds or thousands of reviewed pages rather than flooding the index with millions of thin variations. Every page must contain information that genuinely changes with the query and helps a human complete a task. Once quality is stable, the same page context can drive programmatic conversion-rate optimization. An AI model reads each page and generates a short, relevant call to action rather than displaying one generic button everywhere. Rankings, conversion rates, and manual QA findings determine whether the system expands, pauses, or revises its templates.
Origin
Eric Siu described the approach on Marketing Against The Grain using Single Grain client work that expanded bottom-funnel keyword coverage and contextual calls to action.
Core principles
- 01Scale page structure without scaling empty content
- 02Judge automation by usefulness to humans
- 03Use a controlled volume rather than maximizing page count
- 04Match conversion actions to each page's context
- 05Keep humans responsible for quality assurance
How to run it
- 1
Select a Repeatable Pattern
Choose a family of valuable searches that can share a structure while still receiving genuinely distinct information.
Pro tip Start with bottom-funnel queries tied to services, locations, or use cases.
Watch out A repeated keyword alone does not justify a new page.
- 2
Define the Value Template
Specify the data, explanations, proof, and user actions every page needs, including which fields must vary by query.
Pro tip Require at least one useful element that cannot be produced by swapping place names.
Watch out Thin substitutions turn scale into spam.
- 3
Generate a Controlled Batch
Use structured inputs and AI to produce a limited set of pages before expanding the system.
Pro tip Choose a batch small enough for close manual review.
Watch out Do not launch millions of pages before proving quality.
- 4
Run Human QA
Check factual accuracy, duplication, readability, intent satisfaction, and usefulness before indexing pages.
Pro tip Record recurring defects and correct the template or prompt globally.
Watch out Spot checks that are too sparse can miss systematic hallucinations.
- 5
Contextualize Conversion Actions
Scan each page's subject and generate a concise call to action aligned with that context.
Pro tip Keep the call to action under six words and test it against a generic control.
Watch out A clever label is not useful if the destination does not fulfill its promise.
- 6
Measure Before Scaling
Evaluate indexed coverage, qualified traffic, conversion lift, and QA failures, then expand only the patterns that work.
Pro tip Scale in stages so defects remain reversible.
Watch out Ranking growth without conversions or user value is not success.
In the wild
A client began with roughly 500 bottom-funnel keyword rankings. Single Grain produced a controlled amount of programmatic content rather than millions of pages, helping the client rank for about 7,000 terms.
→ The client substantially expanded its transactional search footprint without an indiscriminate publishing campaign.
On a Single Grain page about conversion-rate optimization for e-commerce, the generic call to action “work with us” was replaced with the context-specific “optimize your conversions.” OpenAI's API was used to scan page context and generate short alternatives.
→ The contextual calls to action increased conversions on those pages by about 50%.
Common mistakes
Publishing at Maximum Volume
Generating millions of pages before validating their usefulness magnifies thin content, factual errors, and index waste.
Automating Without Close QA
A polished template can hide repeated inaccuracies, so humans must inspect both individual pages and systemic patterns.
Using One Generic CTA
A universal call to action ignores the intent that brought a visitor to a specific page and can suppress conversions.
Is it for you?
Best for
Businesses with repeatable location, service, product, integration, or comparison page patterns.
Not ideal for
Sites lacking unique data, meaningful variation, or the capacity to review generated pages.
From the transcript
“this programmatic content to me is still a way of spamming but it's a way of spamming where you're adding value I believe to the…”
“I think some people tend to over index or just not do it at all it's like oh I'm not going to do AI content…”
“we try to make it like less than six words to call the action”
From the episode
Surprising AI-Marketing Opportunities Driving INSANE Results ft. Neil Patel & Eric Siu
Eric Siu