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Sentiment · Reputation Control

Control how AI represents your brand

Lumeo Shield steers sentiment, citation, and attribution. Your brand voice, enforced by metadata.

Control how AI represents your brand—reduce misattribution by 92%.

Why This Matters in 2026

AI models cite, summarize, and attribute—often incorrectly. Sentiment drift, misquotes, and out-of-context snippets can damage your brand. You need a metadata layer that steers how agents represent you.

Features

Sentiment Guardrails

Meta tags and JSON-LD that nudge agents: neutral-to-positive, factual-only, no speculation.

Citation Policy

Define how agents should attribute you. Link to your preferred snippets and preferred context.

Misquote Detection

We scan for out-of-context or misattributed citations. Get alerts when AI gets you wrong.

Brand Voice Presets

Templates for professional, friendly, technical—consistent tone across agent interactions.

Benefits

92%

Misattribution cut

Sites with Shield see far fewer incorrect citations.

Brand safety

You decide how agents describe you. No more surprise snippets.

How It Works

1

Define policy

Set sentiment guardrails, citation rules, and preferred wording.

2

Deploy metadata

We generate meta tags and JSON-LD. You add them to your pages.

3

Monitor

Ongoing scans catch misattribution. You correct; we learn.

The Result

Before

AI freely hallucinates your brand voice

After Lumeo

Guarded representation, policy-enforced

Technical Integration

<!-- Sentiment Shield metadata -->
<meta name="lumeo-sentiment" content="brand-positive" />
<meta name="lumeo-citation-policy" content="https://yoursite.com/citation" />

Pricing

RecurringBest for: Enterprise/PR-sensitive

No hidden fees. Transparent, value-based tiers.

Sentiment & Reputation

$49/mo

  • 24/7 Ghost Monitoring
  • Protection from model hallucinations
  • Sentiment guardrails & citation policy
  • Misquote detection & alerts
  • Free Reputation Snapshot report

Ready to get started?

See How Agents See You