A real build teardown: how a Jev-powered internal-link analyzer crawls a site, narrows candidates with TF-IDF, extracts the exact sentence to link from, and proposes anchor text that already exists on the page — for about the price of a coffee.
Meta's Muse can now search Shopify Catalog and check out with Shop Pay, and Amazon has blocked it for exactly that kind of access. Here is the product-data workflow that gives Muse something accurate to recommend.
Three myths that will get your site into trouble: that no hallucination means no errors, that a high confidence score means good work, and that cheap per call means cheap per decision. Here is the guardrail design that actually holds.
A scored prompt log that turns raw AI answers into a fix-first worklist. Capture answers first, let Jev judge mention, competitor, citation, and framing, then map every low score to a page-level action.
AI citations are a brand-memory signal, not a traffic channel. Here are the three signals to track instead of referral clicks — plus a GEO scorecard you can run this week.
Six repeatable Jev jobs that turn a flat URL inventory into a routed content plan: intent tagging, mismatch detection, originality scoring, keep/update/merge/remove disposition, schema checks, and redirect matching.
A runnable pipeline that turns a crawl export into a reviewed internal-link and merge worklist. Two-stage candidate selection, exact Jev question schemas, confidence routing, and the checks that keep you from shipping bad links at scale.
Jev is not a better writer. It is a cheap, fast judge that turns repeated SEO and GEO decisions into typed answers with confidence scores. Here is what it does, how to wire it into Codex, Claude Code, Hermes, OpenClaw, and Pi, and where it will quietly mislead you.
A citation map tells you which pages an AI engine actually pulled from, rather than just whether your brand got mentioned. Here is the full method, plus a runnable setup for Codex, Claude Code, ChatGPT, and Hermes Agent.
A runnable workflow for planning an international publisher site with Codex, Claude Code, ChatGPT, and Hermes Agent: pick the right URL architecture, run a country and language audit, and verify the result before you build anything.