40+ Modules. One Objective: Get You Cited.
Every engagement includes access to our proprietary platform — tracking every dimension of AI visibility across ChatGPT, Claude, Perplexity, and Gemini.
Built In-House. 40+ Modules.
Every client gets a dedicated dashboard. Here's what you see.
51 of 63 prompts citing brand
Actual dashboard — anonymized. Every client sees their own real-time data.
Citation Intelligence
Real-time tracking of your citation rate across every prompt and model. See exactly where you're cited, where you're not, and what changed after the last model update.
- ✓ Citation Rate: 81.4% (51/63 prompts)
- ✓ Per-model breakdown (ChatGPT, Claude, Perplexity, Gemini)
- ✓ Citation Delta tracking at 30/60/90 days
- ✓ Framing analysis: positive, neutral, or negative citation
Brand Memory
Your Brand Memory is the structured knowledge representation that AI models retrieve when processing prompts. We help you build, measure, and reinforce it continuously.
- ✓ Brand Memory Score: 87/100
- ✓ Entity assertions active: 42
- ✓ Signal degradation alerts
- ✓ Last model sync tracking
Entity Intelligence
Entity Intelligence maps, constructs, and weights brand entities for AI retrieval optimization. Entities are the atoms of AI knowledge — we make sure yours are defined, linked, and cited.
- ✓ Entity definition and relationship mapping
- ✓ Knowledge graph construction
- ✓ Entity linkage density scoring
- ✓ Cross-model entity persistence tracking
Competitive Citation Tracking
Know exactly who else is being cited for your prompts — and how your citation share compares. Track competitive movements across model updates.
- ✓ Your brand vs. Competitor A vs. Competitor B
- ✓ Citation share: You 81% / Comp A 12% / Comp B 7%
- ✓ Competitive movement alerts
- ✓ Gap analysis: where competitors are cited and you're not
Signal Scoring Engine
Our proprietary multi-dimension signal evaluation system that scores every potential citation signal by its actual retrieval impact. Not all signals are equal — the engine knows which ones matter. Published in full as open source.
Built in-house.
40+ modules deep.
Every module — from Brand Memory to Citation Intelligence — was built by our engineering team. No white-label, no API wrapper.
Brand Memory Engine
Structured knowledge graphs that AI models retrieve and cite. Entity definitions, factual assertions, relationship maps, citation anchors — all built as machine-readable data.
42 entity assertions activeKnowledge Base
Curated, versioned, exportable repository of your brand's structured knowledge. JSON-LD export at any time. Portable to any system.
Full JSON-LD exportCitation Intelligence
Real-time citation rate tracking per prompt, per model. Framing analysis, Citation Delta at 30/60/90 days, per-model breakdowns.
756 tests per cyclePrompt Discovery
Mine GSC, competitor citation data, LLM query patterns, and buyer journeys to build comprehensive prompt maps.
63 prompts discoveredPrompt Tracking
Continuous monitoring across all 4 models. Prompt-by-prompt citation presence with historical trendlines and anomaly detection.
4 models × 63 promptsContent Gap Analyzer
Identify which prompts cite competitors but not you. Prioritized gap report with signal-level recommendations — not "write more."
Competitor gap scoringAI Content Production
Entity-optimized content designed for AI retrieval. Structured for RAG systems, built for vector proximity, deployed across semantic surfaces.
Entity-structured outputSignal Scoring Engine
Multi-dimensional evaluation: authority (25%), consistency (20%), linkage (15%), persistence (12%), freshness (12%), frequency (10%), differentiation (6%). Published in whitepaper.
Open source algorithmCompetitive Citation Map
Real-time competitive intelligence. See who's cited for every prompt on every model. Track Citation Share over time.
You 81% / Comp A 12% / Comp B 7%See the Platform in Action
Book a 15-minute walkthrough. We'll show you exactly how the platform tracks and improves your AI visibility — using your brand or a case study. Or read the published methodology first.
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