What exactly is AiVIS Cite Ledger?

AiVIS Cite Ledger is an evidence-backed AI citation audit and remediation system. It measures how AI models, ChatGPT, Perplexity, Claude, and Google AI, interpret, trust, and cite your web content. The result is a 0–100 CITE LEDGER score across seven weighted dimensions, with BRAG evidence-linked findings and prioritized fixes.

How is this different from Semrush, Ahrefs, or Clearscope?

Traditional SEO tools optimize for keyword ranking in traditional search results. AiVIS Cite Ledger audits citation readiness, the specific signals that determine whether AI answer engines retrieve and cite your content. A page can rank #1 on Google and be completely invisible to AI answer synthesis.

What is BRAG and how does it make findings trustworthy?

BRAG stands for Based-Retrieval-Auditable-Grading. It ties every audit finding to a real, traceable element on your page, a specific heading, schema block, meta tag, or content section, each carrying a unique evidence ID. You can open the element, verify the finding, and recheck it after a fix. No black boxes.

Is the free tier genuinely useful, or just a teaser?

The Observer (free) plan gives you a full composite CITE LEDGER score and all seven dimension letter grades, so you can see exactly where you stand and which categories are hurting you. BRAG evidence IDs and prioritized fix packs require a paid plan. Three audits per month, no credit card.

Images Without Alt Text - Invisible to AI | AiVIS Cite Ledger

AI models can't see your images, they read your alt text. Without descriptive alt attributes, every image on your site is a black box that AI completely ignores.

Why Alt Text Matters for AI

AI language models process text, not pixels. Alt text is the only way they understand what an image shows, why it's relevant, and whether it supports the surrounding content.

The Impact of Missing Alt Text

Images without alt text are invisible to AI models. If your key evidence, charts, infographics, or product photos lack alt text, AI can't incorporate them into answers.

Pages with many images but no alt text may be perceived as thin content by AI models, since the visual information they display can't be processed.

Writing Effective Alt Text for AI

Describe what the image shows factually and specifically. 'Bar chart showing 40% increase in organic traffic from January to June 2025' is better than 'chart'.

Include relevant keywords naturally, alt text is a legitimate optimization signal for both SEO and AI visibility.

Don't use alt text for decorative images, set alt='' (empty string) for purely decorative elements.

Frequently Asked Questions

Do AI models actually read alt text?: Yes, AI language models that process web content treat alt text as descriptive content associated with images. Multimodal models may also process the image directly.
What makes good alt text for AI?: Specific, factual descriptions that convey the image's information value. Include data points for charts, product details for product photos, and context for screenshots.
Does decorative image alt text matter?: No, decorative images (backgrounds, separators) should have empty alt attributes (alt='') to tell AI models they carry no informational value.