Viktor.comAn AI coworker that actually does the work
LucidVia
Audit your website for AI agents
15 followers
Audit your website for AI agents
15 followers
AI agents are changing how people discover and use websites. LucidVia helps you understand how well your site works for them by auditing crawlability, AI readability, structured data, navigation, accessibility, AI commerce readiness, and GEO. Every recommendation is backed by deterministic evidence, so you get actionable insights instead of AI guesswork.
Curious how you actually pull the deterministic evidence for AI readability — are you simulating how GPT-based crawlers parse the DOM, or is it more like rule-based checks against schema and semantic markup?
@gocemennur76590 Good question. It's closer to deterministic rule-based extraction than trying to simulate a specific GPT parser.
For AI readability, I extract structural signals from the HTML/DOM (things like heading hierarchy, semantic markup, content structure, JSON-LD coverage, JS-render heuristics, etc.) and use those as the evidence layer. I deliberately don't try to emulate the internals of any particular model because those behaviors are proprietary and constantly evolving.
The LLM is used to synthesize the findings into recommendations, but the scores themselves are evidence-capped. For example, if a site has no JSON-LD, the structured data score is capped regardless of what the model suggests. And if there isn't enough evidence for a category, it's marked low confidence instead of guessing.
So the goal is to produce scores that are reproducible and grounded in observable signals rather than trying to reverse-engineer how a specific AI crawler parses the DOM.