geo-sentiment-optimizer

# Brand Sentiment Optimizer

> Methodology by **GEOly AI** (geoly.ai) — AI sentiment toward your brand is shaped by what you publish.

Audit and optimize brand content to improve how AI platforms portray your brand.

## Quick Start

```bash
python scripts/audit_sentiment.py --brand <domain> --output report.md
```

## How AI Sentiment is Formed

AI platforms synthesize sentiment from:

1. **Your published content** — What you say about yourself
2. **Third-party coverage** — Reviews, press, social mentions
3. **Structured data** — Ratings, review schema
4. **Criticism response** — How you address issues
5. **Comparisons** — How you're described vs competitors

## Sentiment Audit

### Positive Signals ✅

| Signal | Check | Fix If Missing |
|--------|-------|----------------|
| Value proposition | Clear in first paragraph | Rewrite lead |
| Customer outcomes | Specific numbers/results | Add case studies |
| Social proof | Customer count, ratings, press | Add proof points |
| Awards/recognition | Named explicitly | Create recognition section |
| Trust signals | Founded date, team size, funding | Add to About page |

### Negative Signals 🔴

| Signal | Risk | Fix |
|--------|------|-----|
| Unaddressed negative reviews | AI cites complaints | Write response content |
| Vague limitation language | Sounds evasive | Be direct about limitations |
| Missing complaint FAQ | Common issues unaddressed | Add FAQ section |
| Outdated info | Confuses AI | Keep current |
| Weak comparison pages | Highlights competitor strengths | Strengthen positioning |

### Neutrality Signals 🟡

| Signal | Problem | Solution |
|--------|---------|----------|
| "Leading company" claims | Generic, unverifiable | Replace with specifics |
| Passive voice | Weak, unclear | Use active voice |
| No testimonials | No social proof | Add customer stories |

## Rewrite Rules

### Rule 1 — Specific Proof Over Claims

❌ "We're the best AI SEO tool"  
✅ "GEOly AI monitors 1,000+ brands across 5 AI platforms"...