Hybrid: live + demo

Live LLM mini matrix

A small, cost-aware LLM matrix already shows in the free version how selected models interpret the submitted website.

What is measured here

When enabled on the server, this module uses a handful of carefully chosen LLMs with a very small prompt set. It measures whether the brand, URL, site type and value proposition are already recognized correctly. It also assigns simple sentiment, accuracy and hallucination-risk labels.

Why this module matters for AI / LLM visibility

This is where the web demo starts to look like a real AI-visibility product: not just technical checks, but what models actually make of the available web signals.

What the free online version can already inspect here
  • up to 3 live models with a tight cost ceiling
  • classification of brand, product, website type and offer
  • labels for sentiment, accuracy and hallucination risk
What the full version adds
  • much larger multi-LLM matrix
  • more prompt packs and competitor prompts
  • raw answers, citations and historical changes
Demo evaluation for the last checked URL

If you already checked a URL on the start page, CheckCom shows a live or demo evaluation for this exact module here. Without a previous check, a bundled sample evaluation is loaded automatically.

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Need deeper data, real model tests and full reports?

The full version adds real LLM tests, deeper SERP and competitor analysis, export formats, action plans and individual interpretation.