Chat Intelligence

Overview

Chat Intelligence provides comprehensive AI platform monitoring using Python-based analysis and massive parallel processing:

Multi-Platform Analysis

Track across ChatGPT, Claude, Gemini, Perplexity, and Grok

Massive Scale Processing

150 parallel workers querying AI platforms simultaneously

Natural Question Generation

Generate 100+ question variations to probe AI responses

Sentiment & Context Analysis

Understand how AI platforms portray your brand

How FAII Chat Intelligence Works

Advanced AI Analysis Architecture

FAII uses sophisticated Python-based processing to analyze AI platform responses at massive scale: Massive Parallel Processing:

150 parallel workers querying AI platforms simultaneously
Clean session management - no conversation memory between queries
Natural question generation - 100+ variations per topic
Multi-layer response analysis - brand mentions, sentiment, positioning

AI Platform Integration:

OpenAI API for ChatGPT analysis (Tier 5 access)
Anthropic API for Claude conversations
Google AI API for Gemini responses
Perplexity API for research-oriented queries
xAI API for Grok analysis (planned)

Data Collection Process:

Question Generation - Create 100+ natural variations for each topic
Parallel Querying - 150 workers ask questions simultaneously
Clean Sessions - Each query uses a fresh conversation context
Response Capture - Complete AI responses preserved for analysis
Multi-Layer Analysis - Brand mentions, sentiment, competitors, citations
Pattern Detection - Identify trends and opportunities across responses
Storage & Reporting - Supabase PostgreSQL with trend analysis

What Makes FAII Different

Massive Scale Processing: Unlike manual checking or small-scale tools, FAII processes thousands of queries daily using 150 parallel workers, enabling pattern detection impossible at smaller scales. Authentic Question Generation:

Generates natural, human-like questions that sound like real users
100+ variations per topic avoid detection patterns
Each question appears as a unique user session

Key Features

Brand Mention Detection

Monitor when and how your brand is mentioned across AI platforms with comprehensive coverage:

{
  "brand": "YourBrand",
  "industry": "project management software",
  "platforms": ["chatgpt", "claude", "gemini", "perplexity"],
  "question_templates": [
    "What are the best {industry} tools?",
    "Can you recommend {industry} solutions?",
    "How do I choose {industry} software?"
  ],
  "workers": 150,
  "frequency": "daily"
}

Advanced Sentiment Analysis

Understand the context and sentiment of brand mentions across AI responses:

Positive Mentions
Neutral Mentions
Negative Mentions

✅ Recommendations - When AI suggests your brand as a solution ✅ Feature Praise - Positive mentions of specific capabilities ✅ Solution Positioning - When you’re presented as the answer

Citation Source Tracking

See which of your content gets referenced by AI platforms:

Blog posts and articles - Track which content influences AI responses
Documentation pages - Monitor technical content citations
Case studies - See if success stories are being referenced
Product pages - Track product information accuracy
Social media content - Monitor broader content influence

Comprehensive Competitor Analysis

Compare your AI visibility and positioning against competitors:

Add Competitor Brands

Track up to 10 competitor brands alongside yours

Compare Mention Frequency

See how often each brand is mentioned across AI responses

Analyze Positioning Context

Understand how AI positions you vs. competitors (leader, alternative, etc.)

Identify Content Gaps

Find topics where competitors are mentioned but you aren’t

Track Sentiment Differences

Compare sentiment analysis across all tracked brands

Use Cases

Brand Monitoring & Reputation Management

Track how your brand appears in AI conversations: Example Campaign:

{
  "name": "Brand Reputation Monitoring",
  "type": "chat",
  "brand": "YourBrand",
  "industry": "project management",
  "question_count": 1000,
  "frequency": "daily",
  "platforms": ["chatgpt", "claude", "gemini"],
  "alerts": {
    "negative_sentiment": true,
    "competitor_mention_increase": true
  }
}

Content Strategy Optimization

Identify content gaps and opportunities based on AI responses: Example Setup:

Track which topics AI discusses but doesn’t mention your content
Identify frequently asked questions that need better answers
Monitor competitor content that’s influencing AI responses
Find emerging topics before they become competitive

Competitive Intelligence

Understand how you stack up against competitors in AI recommendations: Monitoring Focus:

Brand mention frequency vs. competitors
Positioning context (market leader, alternative, niche player)
Sentiment comparison across all tracked brands
Content citation analysis for competitive advantage

Configuration

Creating a Chat Intelligence Campaign

Web Interface
API

Navigate to Campaigns → Create Campaign
Select Chat Intelligence
Define your brand and industry
Configure question templates and platforms
Set worker count and frequency
Add competitor brands for comparison
Configure alert thresholds
Launch campaign

curl -X POST https://app.faii.ai/api/campaigns \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "type": "chat",
    "name": "Brand Monitoring",
    "brand": "YourBrand",
    "industry": "project management software",
    "platforms": ["chatgpt", "claude", "gemini"],
    "question_count": 500,
    "frequency": "daily",
    "competitors": ["competitor1", "competitor2"]
  }'

Campaign Settings

Setting	Description	Options
`platforms`	AI platforms to monitor	chatgpt, claude, gemini, perplexity
`question_count`	Questions per campaign run	100-2000
`workers`	Parallel workers for processing	50-150
`frequency`	How often to run campaigns	daily, weekly, monthly
`brand`	Primary brand to track	Your brand name
`competitors`	Competitor brands to compare	Up to 10 brands

Metrics & Analytics

Key Metrics

Brand Mention Rate

Percentage of AI responses mentioning your brand

Sentiment Score

Overall sentiment across all mentions (positive/neutral/negative)

Platform Visibility

Which platforms mention you most frequently

Competitor Comparison

How you rank vs. competitors in AI responses

Content Citations

How often your content is referenced by AI

Question Coverage

Percentage of questions that mention your brand

Trend Analysis

Track changes in your AI visibility over time:

Daily mention trends - See how AI conversations about your brand evolve
Platform-specific patterns - Identify which AI platforms favor your brand
Competitor movement tracking - Monitor when competitors gain/lose AI visibility
Content influence analysis - Track which content drives AI mentions

Best Practices

Pro Tip: Focus on question variety rather than volume. 100 well-crafted, natural questions provide better insights than 1000 repetitive queries that AI platforms may filter.

Question Template Strategy

Effective Question Patterns:

Direct recommendations: “What are the best project management tools?”
Comparison queries: “How does Brand A compare to Brand B?”
Problem-solution: “I need help with team collaboration, what should I use?”
Feature-specific: “What tools have good reporting features?”
Industry-specific: “Best project management for software development teams”

Platform Selection

Platform	Best For	Update Frequency
ChatGPT	General recommendations	Daily
Claude	Technical analysis	Daily
Gemini	Creative/research tasks	Weekly
Perplexity	Fact-checking/research	Weekly

Alert Configuration

Set up intelligent monitoring for important changes:

{
  "alerts": {
    "mention_frequency_drop": {
      "threshold": 20,
      "notify": ["email", "slack"]
    },
    "negative_sentiment_increase": {
      "threshold": 15,
      "notify": ["email"]
    },
    "competitor_mention_spike": {
      "threshold": 30,
      "notify": ["slack"]
    }
  }
}

API Integration

Integrate Chat Intelligence data into your applications:

// Get brand mentions across platforms
const mentions = await faii.chat.getBrandMentions({
  brand: 'YourBrand',
  start_date: '2025-10-01',
  end_date: '2025-10-18',
  platforms: ['chatgpt', 'claude']
});

// Analyze sentiment trends
const sentiment = await faii.chat.getSentimentAnalysis({
  brand: 'YourBrand',
  platform: 'chatgpt',
  timeframe: '30d'
});

// Compare with competitors
const comparison = await faii.chat.compareCompetitors({
  brand: 'YourBrand',
  competitors: ['competitor1', 'competitor2'],
  metric: 'mention_frequency'
});

View full API documentation →

Pricing

Chat Intelligence is included in all FAII plans:

Starter: 100 questions/week, 2 platforms
Professional: 500 questions/week, 4 platforms
Enterprise: 2,000+ questions/week, all platforms
Agency: Unlimited questions, custom configurations

Support

Need help with Chat Intelligence?

📧 [email protected]
📚 API Documentation
💬 Community support (coming soon)

Getting Started

Core Features

Overview

Multi-Platform Analysis

Massive Scale Processing

Natural Question Generation

Sentiment & Context Analysis

How FAII Chat Intelligence Works

Advanced AI Analysis Architecture

What Makes FAII Different

Key Features

Brand Mention Detection

Advanced Sentiment Analysis

Citation Source Tracking

Comprehensive Competitor Analysis

Use Cases

Brand Monitoring & Reputation Management

Content Strategy Optimization

Competitive Intelligence

Configuration

Creating a Chat Intelligence Campaign

Campaign Settings

Metrics & Analytics

Key Metrics

Brand Mention Rate

Sentiment Score

Platform Visibility

Competitor Comparison

Content Citations

Question Coverage

Trend Analysis

Best Practices

Question Template Strategy

Platform Selection

Alert Configuration

API Integration

Pricing

Support

Getting Started

Core Features

​Overview

Multi-Platform Analysis

Massive Scale Processing

Natural Question Generation

Sentiment & Context Analysis

​How FAII Chat Intelligence Works

​Advanced AI Analysis Architecture

​What Makes FAII Different

​Key Features

​Brand Mention Detection

​Advanced Sentiment Analysis

​Citation Source Tracking

​Comprehensive Competitor Analysis

​Use Cases

​Brand Monitoring & Reputation Management

​Content Strategy Optimization

​Competitive Intelligence

​Configuration

​Creating a Chat Intelligence Campaign

​Campaign Settings

​Metrics & Analytics

​Key Metrics

Brand Mention Rate

Sentiment Score

Platform Visibility

Competitor Comparison

Content Citations

Question Coverage

​Trend Analysis

​Best Practices

​Question Template Strategy

​Platform Selection

​Alert Configuration

​API Integration

​Pricing

​Support

Overview

How FAII Chat Intelligence Works

Advanced AI Analysis Architecture

What Makes FAII Different

Key Features

Brand Mention Detection

Advanced Sentiment Analysis

Citation Source Tracking

Comprehensive Competitor Analysis

Use Cases

Brand Monitoring & Reputation Management

Content Strategy Optimization

Competitive Intelligence

Configuration

Creating a Chat Intelligence Campaign

Campaign Settings

Metrics & Analytics

Key Metrics

Trend Analysis

Best Practices

Question Template Strategy

Platform Selection

Alert Configuration

API Integration

Pricing

Support