indiamart.com vs bitdefender.net — AI Visibility Gap

📊 Evidence Dashboard

Evidence Score

78/100

Composite (retrieval 50% + hallucination 30% + bloat 10% + rank 10%)

Retrieval Mismatch

100%

3/3 queries returned a competitor instead

Hallucination Rate

75%

2/8 fields extracted correctly

Token Bloat

8x

HTML tokens per useful content token

🔍 Shadow RAG Probe Results

Each query was run against our FAISS-indexed corpus of 100,000+ domains. The table shows who the retrieval pipeline cited as the top answer.

Query	Type	Top Retrieved	ACRI	Result
What is 403?	entity	bitdefender.net	78	⚠ Mismatch
What features does 403 offer?	product	bitdefender.net	78	⚠ Mismatch
best online platform for enterprise	comparison	bitdefender.net	78	⚠ Mismatch

🔧 Remediation Checklist for indiamart.com

Prioritized technical fixes to reclaim AI citation share. Total estimated effort: 1–3 engineering sprints.

1

Reduce 8x token bloat to under 3x

Your page sends 8 tokens of HTML for every token of useful content. AI crawlers waste context window on navigation, scripts, and boilerplate. Serve a clean semantic layer.

Impact: high
```

<link rel="alternate" type="application/ld+json" href="/structured-data.json">

```

2

Add comprehensive JSON-LD structured data

Only 0 schema types detected. Add Organization, Product/Service, FAQ, and Breadcrumb schemas to give AI extractors ground truth.

Impact: high

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "indiamart.com",
  "url": "https://indiamart.com",
  "description": "..."
}
</script>

3

Unblock ClaudeBot in robots.txt

These AI crawlers are currently blocked from reading your content. Domains that allow these bots tend to see higher AI extractability scores.

Impact: critical
```
# Add to robots.txt:
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /
```
4

Add descriptive meta description

No meta description found. AI extractors use this as a primary signal for page summary. Without it, the model must derive context from noisy body HTML.

Impact: medium
5

Improve semantic HTML structure

Low information density. Use proper headings (H1-H3), ordered lists, definition lists, and table markup so AI can parse your content hierarchically.

Impact: medium

AI Visibility Gap Identified

Assessment: AI Visibility Gap