Every programmatic SEO tool starts at step two.
They take a dataset and turn it into pages, and they do it well. Step one is having a dataset worth publishing, and there is no tool for that because it is not a tooling problem. It is data engineering, per category, every time.
Where the line is
Tools are not the problem. The input is.
This is not an argument against buying software. It is an argument about which half of the work you are actually stuck on.
What a tool does well
- Take a spreadsheet and render it against a template
- Handle publishing, routing and basic on-page markup
- Spin variations of a sentence so pages are not byte-identical
- Push the result into a CMS on a schedule
What no tool does
- Find the public source your category is actually documented in
- Reconcile three registers that disagree about the same operator
- Deduplicate records where the name is unreliable and the address is worse
- Geocode well enough for proximity and city pages to be possible
- Decide which rows do not deserve a page at all
If you have the dataset, buy a tool and keep the money. If you do not, no tool will get you one.
Programmatic SEO examples
Three built this way, with the numbers
A national treatment directory
9,585 facilities across 50 states, 13,735 URLs over 4,180 cities. The federal source reported 1,071 counties as having zero facilities. Each was re-checked against a second source and 427 of them turned out to have facilities after all.
An interstate exit network
22,800 highway exits crossed against 19,000 towing companies, with proximity search returning real distances rather than a list of names that happen to share a state.
A car rental platform
37,411 locations with live geo search, seeded entirely from public records so the supply side existed before launch rather than after a year of sales calls.
The pattern
In all three, the verification step is what the pages are worth.
Anyone can publish a federal file. Publishing it after checking the counties it claims are empty is the part that produces pages nobody else has, and it is the part that never appears in a tool comparison.
Pricing
Book the capacity, or buy one build
If this is ongoing rather than a single set of pages, take a seat. $8,000 a month, six month minimum, full capacity on whatever you sequence. Agencies and product teams running more than one of these a year end up here.
For one set, buy the build. Static from $5,000, Core $12,000, Full $22,000, set by page count and how many sources have to be reconciled. Nothing is billed before the phase it covers is live and reviewable.
FAQ
Programmatic SEO questions
What are programmatic SEO services?
Building a large set of pages from a structured dataset instead of writing them individually. The term usually gets used to mean the generation step, which is the easy half. The half that decides whether it works is acquiring and cleaning the data the pages are made of.
Why not just use programmatic SEO tools?
Use them, they are good at what they do. Every one of them starts from a dataset you supply. If you already have a clean, deduplicated, geocoded dataset, a tool will publish it and you do not need me. Almost nobody has that dataset, and building it is the job.
Can you show programmatic SEO examples?
Three are listed on this page with their real record counts, all in production, all built this way. The treatment directory is public and safe to inspect, including the verification step where 427 counties the federal source called empty were found to have facilities.
Does programmatic SEO still work?
Generating thin pages at scale stopped working a long time ago and gets more punished every year. Publishing pages that each carry records nobody else has published works, because the value is in the data rather than in the volume. The method is the same. What changed is that the shortcut is now actively penalised.
How many pages will I get?
Whatever the data supports after rows that do not deserve a page are removed. A national register in a licensed trade usually lands in the low thousands once thin locations are folded upward. Anyone quoting you a page count before looking at the source is guessing.
Do I need an agency or a developer for this?
A programmatic SEO agency will usually bring strategy and outsource the engineering. If you already have the strategy, which most agencies and most in-house teams do, you need the engineering only, which is what this is.
What does it cost?
Static from $5,000, Core $12,000, Full $22,000, decided by page count and how many sources have to be reconciled. Before any of it, naming your category gets you a free answer on whether the data exists at all.
Next step
Name the category
Thirty minutes, then a couple of days of checking, at no charge. You get the record count, how clean the source is, and whether the category supports this at all. If it does not, that is the answer and there is nothing to sell you.