Last updated: March 2026

AI VISIBILITY INTELLIGENCE ENGINE

RAIVE Engine: Score, Analyze & Outrank Every Competitor Across 7 AI Systems

The only AI visibility engine that doesn't just monitor — it scores your brand with a 4-factor algorithm, maps real-time share of voice, surfaces every claim AI makes about you, delivers per-platform SWOT analysis, tracks your positioning matrix against competitors, and feeds all intelligence directly into RAISA's autonomous strategy and your Content Engine. See exactly where you stand on ChatGPT, Gemini, Perplexity, Claude, DeepSeek, Grok, and Meta Llama — and execute on it automatically.

Live AI Visibility Scores
ChatGPT87/100
Gemini72/100
Perplexity91/100
Claude68/100

7 AI Systems. One Unified Intelligence Layer.

ChatGPT

Score and analyze how OpenAI's ChatGPT positions, cites, and recommends your brand across training data, browsing citations, and plugin surfaces — the highest-traffic AI system on the planet.

Google Gemini

Track brand presence across all Gemini surfaces simultaneously: AI Overviews in Search, Knowledge Graph entries, Workspace integrations, and Shopping recommendations — Google's entire AI ecosystem in one score.

Perplexity

Measure citation position, URL prominence, and source authority in Perplexity answers — the platform where high-intent research buyers make purchase decisions based on AI-curated citations.

Claude

Analyze how Anthropic's Claude positions your brand in reasoning chains, multi-step analysis responses, and enterprise-context conversations. Claude's users are technically sophisticated buyers with executive purchasing authority.

DeepSeek

Monitor brand visibility in DeepSeek's global training corpus, open-source deployment variants, and developer API usage — a fast-growing AI ecosystem with distinct geographic and technical audience dynamics.

Grok

Track how xAI's Grok weaves real-time X (Twitter) signals into brand mentions — the only major AI that synthesizes live social discourse with conversational responses, creating unique sentiment dynamics.

Meta Llama

Audit brand visibility not just in Meta's reference deployments but across the entire Llama fine-tune ecosystem — thousands of enterprise systems running custom variants that mainstream tools never detect.

How RAIVE Intelligence Works

The methodology behind the only AI visibility engine that monitors all 7 major platforms with a proprietary 4-factor scoring algorithm.

The AI Visibility Blind Spot

AI assistants now mediate over 67% of B2B purchase research — not as search replacements, but as trusted advisors that deliver direct brand recommendations. Buyers no longer search; they ask. In that answer, your brand is either present, absent, or actively disadvantaged. RAIVE was built to eliminate this blind spot entirely.

Query Simulation at Scale

Every 6 hours, RAIVE executes thousands of queries across all 7 AI systems — mapped to 4 real buyer intent categories: brand, category, comparison, and recommendation. Every response is captured verbatim and processed through RAIVE's NLP pipeline, ensuring scores reflect how real buyers actually encounter your brand in AI conversations.

4-Factor Visibility Score Algorithm

Every captured AI response is scored across 4 factors: mention frequency, sentiment classification, recommendation strength, and citation accuracy. These are weighted and combined into the 0–100 RAIVE Visibility Score — one authoritative metric per AI system that shows exactly how far you are from category dominance.

Complete Cross-Platform Coverage

Otterly monitors 4 AI systems; Profound monitors 3. RAIVE monitors all 7 simultaneously, revealing cross-platform divergences partial tools miss entirely. A brand at RAIVE 85 on ChatGPT but 23 on Perplexity faces two completely different strategic situations — requiring two completely different playbooks.

The 5-Stage RAIVE Pipeline

1

Language Detection & Regional Calibration

RAIVE identifies the target language, regional context, and AI system locale settings for each scan. AI models behave differently across languages and regions — ChatGPT in French produces different brand associations than ChatGPT in English for the same query. Regional calibration ensures scores reflect the audience that actually matters to your business.

2

Sitemap Validation & Content Indexing

The engine crawls your sitemap to build a real-time picture of what content is currently published, indexed, and eligible to be cited by AI systems. This identifies content gaps — topics your brand should own but has no indexable content for — that become direct inputs to the Keywords Intelligence engine and Content Engine brief queue.

3

Topic Extraction & Authority Mapping

Using your brand profile, competitor set, and keyword targets, RAIVE generates a topic authority map: the complete landscape of subject areas where your brand should hold AI visibility, ranked by commercial opportunity. This map defines which queries the engine generates and becomes the baseline for measuring topic-level share of voice against competitors.

4

Prompt Generation Across 4 Intent Categories

RAIVE generates a query library across four buyer intent categories: brand queries (direct brand mentions), category queries (service/product exploration), comparison queries (head-to-head competitor comparisons), and recommendation queries (best-in-class requests). Each query type captures different buyer moments and surfaces different types of visibility gaps.

5

AI Response Collection & NLP Processing

Queries are submitted to all 7 AI systems in parallel. Every response is captured verbatim, then processed through RAIVE's NLP pipeline: mention detection, sentiment classification, recommendation strength scoring, citation accuracy verification, and positioning analysis. Results are aggregated into your RAIVE Visibility Score and surface in the full intelligence dashboard within minutes.

The RAIVE Visibility Score: 4-Factor Algorithm

0–20
Invisible:Your brand does not exist in this AI system's responses. AI assistants never mention or recommend you across any query category. This score reflects a complete absence of AI visibility infrastructure — immediate action required.
21–40
Marginal:Occasional incidental mentions, never the primary recommendation. You appear in comparisons but are consistently outranked. The content signals AI systems need to confidently recommend you are missing or contradictory.
41–60
Competitive:Regularly mentioned with mixed sentiment but not leading the conversation. You're recognized, not recommended. The gap from 50 to 80 is almost entirely content depth, citation accuracy, and claim quality.
61–80
Strong:Frequently recommended with predominantly positive sentiment. You're winning a material share of AI-mediated buyer interactions. Strategy shifts from building visibility to defending and extending it.
81–100
Dominant:Top recommendation position across query categories on this AI system. You hold category authority — the hardest score to achieve and the most commercially valuable to maintain.

Platform-by-Platform Intelligence

ChatGPT

RAIVE tracks ChatGPT across three layers: training data mentions, real-time browsing citations in GPT-4o, and plugin ecosystem presence. With 200M+ active users, it delivers the highest direct commercial impact of any monitored platform. Insights differentiate web, API, and enterprise deployment contexts — which can produce meaningfully different brand associations.

Google Gemini

Gemini spans five Google surfaces simultaneously: AI Overviews, Knowledge Graph, Workspace, Shopping, and YouTube. A brand can dominate AI Overviews yet be absent from the Knowledge Graph — RAIVE catches both gaps in parallel. The platform where SEO and GEO (Generative Engine Optimization) strategies converge.

Perplexity

Research-first AI search where citations are the primary trust signal — not just the answer, but the attributed source. RAIVE measures citation position, URL domain authority, and content freshness. Perplexity's high-intent B2B research base makes citation presence disproportionately valuable for brands targeting decision-makers.

Claude

Claude produces structured responses with explicit reasoning chains — brand recommendations carry detailed justifications with more persuasive weight. RAIVE analyzes how your brand appears in reasoning structures vs. direct recommendations. Enterprise user base skews toward technically sophisticated buyers with high purchasing authority.

DeepSeek

Global training corpus and open-source architecture create visibility dynamics unlike Western AI systems. RAIVE monitors technical citation patterns and brand presence across thousands of DeepSeek derivative models deployed globally by developers. Critical for brands targeting APAC markets or developer audiences.

Grok

Uniquely integrated with X real-time data — brand crises on social become Grok positioning problems within hours. RAIVE tracks the feedback loop between X engagement patterns and Grok brand scores. The AI platform where PR strategy and AI visibility intersect most directly.

Meta Llama

The dominant open-source foundation model, deployed across thousands of enterprise systems via API. RAIVE monitors not just reference deployments but the full community fine-tune ecosystem — invisible to closed-model tools. Critical for healthcare, legal, financial services, and developer tool brands.

The Complete RAIVE Intelligence Suite

RAIVE Visibility Score (0-100) per AI system with aggregate cross-platform index
Share of Voice percentage vs. each tracked competitor across all 7 AI systems
Mention frequency, position, and context quality per query category
Sentiment polarity breakdown: positive / neutral / negative per platform
Recommendation strength classification: explicit endorsement vs. incidental mention
Citation rate and citation position tracking (1st, 2nd, 3rd source cited)
Claim-level audit: every specific assertion AI systems make about your brand
Citation accuracy scoring: correct vs. outdated vs. inaccurate AI claims
SWOT analysis per AI platform: strengths, weaknesses, opportunities, threats
Positioning matrix: how each AI frames you vs. competitors in your category
Topic authority map: which subject areas you own, contest, or are absent from
Historical trend tracking with weekly and monthly delta scoring
Prompt-level drill-down: see exactly which query prompts trigger your mentions
Competitor movement alerts: flag when a competitor gains or loses AI visibility
Integration feed: RAIVE data flows live into Observer, Keywords, and Content Engine

Intelligence That Drives Action

RAIVE doesn't stop at a dashboard. Every scan cycle feeds RAISA's Observer brain 4x per day, updates your Keywords Intelligence opportunity scores, and pre-populates Content Engine briefs with AI-specific optimization targets. You don't just know your score — you have a system that acts on it.

5,000+
AI Queries Executed / Mo
7
AI Systems Scored
Daily Observer Syncs
4
Buyer Intent Categories
4
Score Algorithm Factors
100
Max Visibility Score

RAIVE is the intelligence core of the Rankfender OS. Every scan feeds RAISA's Observer agent (4x/day), updates Keywords Intelligence opportunity scores, pre-populates Content Engine briefs with AI-specific optimization targets, and supplies Competitor Tracking with real-time share of voice data across all 7 AI systems.

Start Scoring Your Brand Across Every AI That Matters

Your competitors are already being evaluated by ChatGPT, Gemini, Perplexity, Claude, DeepSeek, Grok, and Llama — right now, in real conversations with real buyers. RAIVE tells you exactly where you stand, what every AI is saying about your brand at the claim level, and what to do to gain ground. The scan takes minutes. The intelligence compounds daily.

Run Your Free RAIVE Scan

RAIVE Engine vs. Traditional SEO Tools

Traditional SEO tools track Google rankings. RAIVE tracks where it actually matters next.

Feature
Rankfender
SEO Tools
ChatGPT visibility tracking
Gemini mention monitoring
Perplexity citation tracking
AI Share of Voice score
Real-time AI response analysis
Google rankings
7 AI systems in one dashboard
Brand sentiment in AI responses

Frequently Asked Questions