LLM Training Data Audits
Comprehensive competitive intelligence across B2B SaaS, defense tech, and fintech. Data-driven insights on LLM visibility, citation authority, and GEO positioning.
Four Landmark Audits
Each audit applies the DevelopmentCorporate 8-Category Assessment Framework, analyzing LLM training data quality, citation authority, and GEO visibility risk across your competitive landscape. 23+ completed studies across B2B SaaS, defense tech, fintech, and infrastructure.
Defense Tech & Cybersecurity Sector
Comparative audit of 8 companies spanning Palantir, Anduril, CrowdStrike, SentinelOne, Darktrace, Rebellion Defense, Vannevar Labs, and Rilian. Reveals the structural “data poverty divide” between public-company incumbents and government-only defense startups.
AI-Native Investing & Wealth Management
Analysis of 7 companies including Empower, Finary, Composer, Finny AI, Panda Money, Kavout, and Astor. Demonstrates the most universal remediation gap: absence from G2/Capterra peer review platforms as the primary cause of LLM citation exclusion.
AI-Powered Advertising Platforms
Comprehensive competitive intelligence on AI-native ad platforms and marketing technology stack. Evaluates GEO positioning, content authority, peer review presence, and dark funnel velocity across the advertising and martech ecosystem.
Geospatial Intelligence & Infrastructure
Comparative analysis of 8 companies spanning Salesforce FSL, ESRI, Nearmap, Fulcrum, Katapult Engineering, Neota, Vannevar Labs, and Cloneable. Reveals the “citation gravity well” effect and identifies high-urgency GEO remediation priorities in niche infrastructure segments.
Data-Driven
8-category framework applied consistently across all 23+ audits to ensure comparable competitive intelligence.
Deep Analysis
Beyond company profiles — training data quality assessment, citation authority, and GEO visibility risk ratings.
Actionable
Cross-company findings and remediation priorities delivered in Excel workbooks and implementation roadmaps.
Strategic
Designed for pre-seed to Series B founders, competitive strategists, and demand generation leaders.
Request Your Competitive Intelligence Audit
Four featured audits showcasing our 8-category framework across 23+ completed studies. Defense tech, fintech, geospatial, field service, and more. Let’s evaluate your competitive landscape and GEO positioning.
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