One-Liner
Cross-tool behavioral analytics platform helping CDOs distinguish genuine AI adoption from compliance theater across all AI tools the enterprise uses — not just Microsoft products.
AI Thinking Process
54% of C-suite say AI is tearing their company apart (WRITER 2026 survey, 2,400 respondents). CDO manages AI adoption via quarterly surveys (28% response rate), vendor dashboards (show logins not productive use), listening tours (employees don't admit resistance in front of managers). 6 weeks per assessment cycle, produces misleading results.
Verb Transplant (solution side): product analytics (Mixpanel/Amplitude behavioral patterns) → organizational AI adoption. Measure usage depth, workflow integration signals, resistance patterns, manager behavior correlation. An 'AI Adoption Health Map' showing genuine adoption vs. compliance theater.
Microsoft Viva Insights only tracks Microsoft tools — confirmed. Pendo/WalkMe measure single-product adoption. Culture Amp survey-based only. No single vendor seen in memory bridges cross-tool organizational AI adoption analytics.
WHO: CDO or VP Enterprise AI at 2,000+ employee company with 3+ AI tools. CURRENT: surveys (28% response rate, socially biased), vendor dashboards (logins not use), listening tours (nobody admits resistance in front of manager). WHY-SURPRISED: Tools for engagement (Culture Amp) and product adoption (Pendo) exist but nobody connected behavioral analytics to AI-specific organizational change management. AI adoption uniquely political — threatens jobs, creates rational employee resistance that surveys cannot capture.
Enterprise AI Organizational Adoption Intelligence — 50% conviction. Biggest worry: Microsoft Viva Insights could expand to cross-tool analytics within 12-18 months.
CRITICAL: Larridin (larridin.com) — 'The AI execution intelligence platform.' Already measures AI adoption, fluency, and impact across 3,000+ AI tools. Cross-vendor visibility, four-layer measurement (usage, depth, breadth, segmentation), shadow AI detection, enterprise positioning, published comparison content against Viva Insights, active product releases (Mid-March 2026).
Enterprise AI Organizational Adoption Intelligence KILLED IN DEEPENING. Larridin is a direct, purpose-built competitor with 3,000+ tool integrations. The specific differentiators from Pass 1 (compliance theater detection, manager behavior correlation, resistance patterns) are features within Larridin's existing framework — behavioral analysis on existing adoption data is one development sprint for Larridin, not a new product category.
Kill Reason
Larridin (larridin.com) is a direct, purpose-built competitor already serving this exact market with a 3,000+ tool library, four-layer adoption measurement framework, shadow AI detection, and enterprise positioning. The core Pass 1 thesis ('nobody bridges cross-tool AI adoption analytics with organizational-level intelligence') was false. Larridin had already built and launched the product (active Mid-March 2026 release documented) with published comparison content against Microsoft Viva Insights.
Risk Analysis
Risk analysis available for latest engine ideas.
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