The Future of GEO

Our Master Plan

We aren't just building a generative dashboard. We are building the deterministic operating system for the next generation of search. Here is how we dominate the AI Share of Voice (SoV) game.

Completed

Global Share of Voice (SoV) Tracking

Built resilient infrastructure to continuously query major LLMs across discrete industry verticals. Extracting reliable metrics to quantify brand mention frequency against competitors.

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Completed

Semantic Affinity Tracking & pgvector Moat

Developed our proprietary 768-dimensional Latent Space Engine utilizing Gemini's text-embedding-004 and a robust pgvector backend. Discovered exactly how closely leading language models associate your brand with core themes.

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Completed

Sentiment Drift Detection (Z-Score Modeling)

Deployed the Analytics Controller with Rolling Z-Score analysis, distinguishing generative noise from significant truth-drift. We are automatically plotting Confidence and Drift directly on the Dashboard.

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Completed

Citacious Analyst (12-Month Context Memory)

Successfully trained our dedicated AI Analyst on the full GEO toolset. Citacious now maintains long-term memory of brand history, dashboard outcomes, and strategic pivots to automate future growth.

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Q1 2027

Authoritative RAG Optimization

Developing structured pipelines that organize and format brand knowledge base. This ensures external Fact-Vaults and brand assets are optimized for ingestion by emerging Retrieval-Augmented Generation engines (e.g. SearchGPT, Perplexity).

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Q3 2027

Unified GEO Benchmarking

A centralized, reliable composite score for your brand's AI presence. Creating a standard metric that marketing leaders can use to evaluate deterministic visibility across various foundation models.

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Q4 2027

Generative Query Prediction

Analyzing search intent shifts and zero-click answer patterns to identify emerging AI query trends. This allows you to produce targeted PR and content to secure citations before competitors do.

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