geoSurge

What geoSurge does

geoSurge is an AI-applied deep-tech company that provides a platform for brands and agencies to measure, understand, and improve how they are represented inside large language models and AI search. It tracks brand visibility across major AI systems like ChatGPT, Claude, and Gemini, offering insights into mentions, sources, competitors, and trends. geoSurge distinguishes between parametric visibility (what a model knows from training) and dynamic visibility (what a model retrieves live) and pioneers 'corpus engineering' to help brands shape the model's memory.

Products

• Free (BYOK)Connect your OpenRouter account or bring your own keys to access the full measurement loop, including tracking prompts, visibility, competitors, sources, trends, and mentions. You only pay for your own tokens.
• EnterpriseFor brands that want to move the model's memory, not just measure it. Includes everything in Free, plus corpus engineering, probabilities at the logit level, tokenizer, Boost, Crawls, and Rephraser.

Key capabilities

• Tracking across ChatGPT, Claude, Gemini
• Visibility metrics (Selected Brand Visibility Rate, Mention Density, Visible Responses, Current Rank Position)
• Provider Comparison performance metrics
• Visibility Over Time and Mentions Over Time tracking
• Prompt tracking (questions buyers ask)
• Measurement of parametric vs. dynamic visibility
• Corpus engineering (shaping model memory)
• Competitor analysis
• Source identification (what models cite)
• Trend analysis (brand's rank position over time)
• Probabilities at the logit level (Enterprise)
• Tokenizer (Enterprise)
• Boost, Crawls and Rephraser (Enterprise)
• API-level tracking
• Unlimited prompts tracked (user pays API costs)
• All-time data history
• Custom tracking cadence (Daily, every two days, weekly)
• REST API data access (upper tiers)
• CSV / JSON export (mid tiers up)
• Model Context Protocol (MCP) for querying geoSurge data from AI agents (upper tiers)
• Token-level output probabilities
• Real-time AI traffic classification
• Corpus-engineering toolkit (amplify content, monitor AI crawler activity, rephrase copy)
• Dedicated account manager (Enterprise)

Use cases

• Measuring brand representation in large language models and AI search
• Understanding how brands appear in AI-generated answers
• Improving brand visibility and accuracy in AI systems
• Shaping model memory through corpus engineering
• Monitoring competitor presence in AI search
• Identifying sources AI models use to describe a brand
• Analyzing trends in brand rank position over time
• Optimizing content for AI crawlers and agents

AI approach

geoSurge is an AI-applied deep-tech company that helps brands shape how they are represented inside generative AI systems. They track how brands appear in AI-generated answers across major LLMs (ChatGPT, Claude, Gemini) and offer "Corpus Engineering" to influence how models learn about and recall brands during training. They distinguish between "parametric visibility" (what a model knows from training) and "dynamic visibility" (what a model retrieves live).

Tech named: large language models, neural networks, machine learning infrastructure, OpenAI, Anthropic, Google, ChatGPT, Claude, Gemini, OpenRouter, Model Context Protocol

What it says sets it apart

• Pioneered the concept of Parametric vs Dynamic Visibility
• Pioneered Corpus Engineering, a discipline for structuring and deploying information to help AI systems better understand and represent a brand
• Focuses on the representation layer inside AI systems, not just surface-level prompt tracking or traditional search optimization
• Offers real API-level tracking from day one, even in the free tier
• Allows users to bring their own API keys (BYOK) for cost control
• Measures both parametric and dynamic visibility
• Provides token-level output probabilities for deeper insights into model behavior

Funding rounds we track

From the AI funding tracker — rounds as reported by the linked publications.