AI Intent Indicator

AI Intent Indicator is a Firefox browser sidebar extension that performs deterministic, rule-based analysis of linguistic intent indicators in AI-related text.

Critical Distinction: This tool highlights linguistic indicators, it does NOT detect, infer, or classify intent. The description "Indicator" (not "Detector") is deliberate and precise.

Purpose: The tool detects and highlights linguistic patterns that may indicate different types of communicative intent in AI-related text: • Instruction: Direct commands and procedures. • Obligation: Mandatory requirements and duties. • Suggestion: Recommendations and options. • Uncertainty: Hesitation and possibilities. • Warning: Cautions and risks. • Prohibition: Things to avoid and restrictions.

What This Tool Does: • Accepts any text input for analysis. • Detects linguistic INDICATORS using explicit, transparent pattern matching. • Highlights detected indicators with color coding across 6 categories. • Counts occurrences per category with colored summary badges. • Produces reproducible, explainable results. • Works fully offline with no external dependencies. • Uses deterministic pattern matching (NO machine learning or AI inference). • Supports export of highlighted text for documentation.

What This Tool Does NOT Do: • Does NOT detect, infer, or classify intent. • Does NOT interpret or understand meaning. • Does NOT judge text quality or effectiveness. • Does NOT predict AI behavior or responses. • Does NOT infer implicit meaning or context. • Does NOT modify text automatically. • Does NOT use AI or machine learning inference.

Limitations & Caveats: • Indicators, not intent detection: This tool highlights linguistic INDICATORS to assist human review. It does NOT detect, infer, or classify intent. Results are indicative, not exhaustive or definitive. • Ambiguity inherent in language: Ambiguity is a property of natural language. Some words may legitimately indicate multiple categories, and some indicators may be missed or misclassified. • Static, rule-based analysis: The analysis is static and rule-based. It evaluates visible wording only and does not infer context, tone, compliance, or speaker motivation. • Word form coverage: Rules account for common grammatical variations (e.g., tense, plurality, capitalization). Not all linguistic forms or synonyms are guaranteed to be detected. • No guarantee of accuracy or completeness: This is a language analysis aid. Even dynamic language analysis tools misfire occasionally. Use as a starting point for review, not as a definitive analysis. • Heuristic signals only: Indicators are heuristic signals only. Apply your own judgment and critical thinking. The tool provides data points, not conclusions.

Pattern Coverage: The tool recognizes extensive linguistic patterns in U.S. English and captures common word forms: • Instruction Patterns (150+ patterns with forms): Direct commands, verification procedures, creation instructions, analysis directives. • Obligation Patterns (100+ patterns with forms): Mandatory requirements, duties, expectations, commitments. • Suggestion Patterns (80+ patterns with forms): Recommendations, options, considerations, potential actions. • Uncertainty Patterns (70+ patterns with forms): Hesitation, ambiguity, possibilities, likelihoods, speculation. • Warning Patterns (80+ patterns with forms): Cautions, dangers, risks, problems, critical issues. • Prohibition Patterns (70+ patterns with forms): Restrictions, bans, avoidance, prevention, limitations.

Security & Privacy: 🔒 Security-First Design: Unlike web tools that require internet, might track your text or use unreliable AI inference, AI Intent Indicator is: • Private: 100% offline, no data collection, no telemetry. • Deterministic: Same input → same output every time. • Professional: Designed for critical review, not casual use. • Transparent: Detection patterns are indicated in category tooltips. If a word isn't highlighted, it's not in the rule set. No hidden logic or unknowns. The tool makes no claims of completeness.

• Minimal permissions. • No network connections: Everything bundled locally, 100% offline. • No tracking or telemetry: Zero analytics, 100% private. • No data collection: Your text never leaves your browser. • Secure implementation and coding. • Local processing: All analysis happens in your browser. • Privacy by design: Built for air-gapped, high-security environments.

Target Audience: AI Intent Indicator is designed for professional users who need to analyze linguistic patterns in: • AI prompt engineering: Reviewing prompt structure and directive language. • AI governance: Analyzing policies, guidelines, and requirements. • Content review: Assessing AI-generated text for directive patterns. • Security analysis: Identifying command language in AI interactions. • Research: Studying linguistic patterns in AI communication.