Case study 2

JEV cut our SEO and GEO costs by 90%

Paul-Marie ran the same SEO/GEO audit and fix for a client and watched the cost fall from about $250 to about $25, same output, by making the boring parts 30x faster.

Original post "Jev just killed 90% of my seo/geo costs. this is insane. one agent run that audits and fixes a client's seo/geo used to cost us ~$250. now it's ~$25. same output. not a better prompt. not a new workflow. not a cheaper freelancer. just 30x faster on the boring parts" Read the original post on X

The numbers

beforeafter
cost per agent run~$250~$25
outputsamesame
what changednot the prompt, not the workflow, not the freelancer30x faster on the boring parts

Reported reach: 65,490 impressions, 783 likes, 1,275 bookmarks.

Why JEV is doing the work here

The expensive part of an SEO/GEO audit is not the writing. It is the per-page judgment: does this page deserve a link, is this query from a buyer, does this page satisfy the intent. Hundreds or thousands of small decisions. A large model answers each one by generating text, which is why the bill scales with the number of pages.

Separating the deciding from the creating is what moves the cost. The creative model still writes the fixes. The decision model makes the calls.

How to copy it

  1. Find the step in your own service where you pay per page, per keyword, or per item.
  2. Split it into the creation half and the decision half.
  3. Move the decision half to a decision model and keep the creative model for what it is good at.

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