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A full content audit is a routing problem with four possible answers. Here is how to run every page through a local Laya decision, plan the throughput, and avoid the two ways this workflow produces confident nonsense.
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Score what ChatGPT, Perplexity, and the other engines say about your category without sending any of it to a third party. Here is the offline GEO scoring workflow, the presence taxonomy, and how to set a threshold on a model whose confidence runs high.
Similarity search finds passages that look related. It does not find passages that actually answer the question. Here is how to add a local Laya reranking stage, how to measure whether it helped, and where it fits in SEO work.
Fine-tuning is the one capability that makes an open decision model genuinely different from a hosted one. Here is how to build a label set from your own review decisions, train on a laptop, and avoid the trap that inflates every published benchmark.
Classify thousands of queries by intent with a local model, including the cascade design that works around Laya's twenty-option limit, the confidence threshold you set from your own data, and how to measure whether it is actually right.
Laya has no per-call cost, but self-hosting is not free. Here is the real cost model: latency by hardware tier, throughput planning, a break-even calculation, and the point where a hosted API is still the better choice.
Laya is a free, open-source decision model you can run on your own laptop. Here is what it does, how to install it, how to wire it into your agent, and the two failure modes that will bite you if you skip the setup.
Laya is a free decision model you can run on your own machine. This is the complete getting-started guide: what it does, how to install it, the eight SEO and GEO jobs it is good at, and the ones it is not.
Three agents, three different strengths. This is a job-by-job routing guide: when to use Grok Bot's persistent browser, when to use a code agent, and when to use neither.
Most teams analyze a sample of Search Console data because a full export is too much to sort by hand. Here is a workflow that classifies the whole export with Jev, plus the three traps that will quietly produce confident wrong answers.
Reddit is one of the most cited sources in AI answers, and one of the hardest to monitor at scale. Here is a workflow that uses Jev to decide which threads matter, which are already saturated, and which are worth engaging.
A complete walkthrough for building one Grok Bot that audits your site, reads Search Console, and reports back, without giving it permission to change anything until you have verified it.
Not on Shopify? You still own the plumbing that makes an AI agent able to find, trust, and buy from you. Here is the WooCommerce, BigCommerce, and custom-storefront workflow.
