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Internal Link Audit and Placement

Jev audited 586 site pages, rebuilt the internal link map, placed 584 links, and refused to force links onto 139 pages where nothing fit.

View on X cost$0.21time45.1 seconds
Warden@wwardenn𝕏
We’ve been massively overpaying for AI marketing work that doesn’t need frontier intelligence. I ran Jev across 586 pages of a site for an internal linking audit. In 45.1 seconds, it processed every page, rebuilt the internal link map, placed 584 links, and refused to force links onto 139 pages where nothing actually fit. Total cost: $0.21. I gave Claude Opus 5 the same 586 pages, same queue, same rubric, same clock. It got through 21 pages and spent $1.43 before the run stopped. That works out to roughly 190x more cost per page. A full Opus pass at that rate would have cost around $43. Th
Sep 24, 2026X postsView on X
Warden compared the run with Claude Opus 5 using the same pages, queue, rubric, and clock. Opus processed 21 pages and spent $1.43 before the run stopped.

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