NDAMode.com

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AI Trust | IP Protection
NDAGateway™ Easy Access
AI Adoption Hurdles:2025

NDAMode.com

NDAMode.comNDAMode.comNDAMode.com
AI Trust | IP Protection
NDAGateway™ Easy Access
AI Adoption Hurdles:2025
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  • AI Trust | IP Protection
  • NDAGateway™ Easy Access
  • AI Adoption Hurdles:2025
  • AI Trust | IP Protection
  • NDAGateway™ Easy Access
  • AI Adoption Hurdles:2025

User Approach to Sensitive Business/Work LLM Sessions

  • To gain a broader perspective on current user behaviours and concerns surrounding the use of Large Language Models (LLMs) for sensitive and confidential tasks, NDAMode™ conducted an analytical exercise. We presented a structured query to over a dozen diverse LLMs (including publicly available and local quantized models), asking them to estimate the distribution of business users across predefined categories of AI engagement and security posture.


  • Disclaimer: "The following data represents an aggregated consensus from these AI models and should be viewed as a speculative, directional illustration of the market landscape rather than definitive, statistically validated market research. Its purpose is to highlight the multifaceted nature of the AI trust challenge that NDAMode™ aims to address."

NDAMode™: Addressing the Hurdles, Unlocking AI's Full Potential

This LLM-informed perspective on current AI adoption hurdles paints a clear picture: a significant majority of potential users are either too risk-averse to engage with AI for sensitive tasks, remain unaware of how to do so safely, or are deeply frustrated by the security compromises currently required. These hurdles prevent organisations from fully realising the transformative benefits of advanced AI for their most critical operations.

NDAMode™ is specifically architected to dismantle these barriers by providing a comprehensive, verifiable trust framework:

  • For the large segments of users who currently "Don't Use LLMs (Too Risky)" or are in the "Unaware/Underutilising Group,"NDAMode™ offers the foundational security and verifiable assurance needed to confidently engage with advanced AI for high-value work, protecting everything from patentable IP and trade secrets to sensitive personal and corporate data.
  • For the many users currently "Walking on Eggshells," NDAMode™ aims to eliminate the need for compromising workarounds and self-censorship. It allows for full contextual input and maximizes AI utility by ensuring interactions occur within a cryptographically secure and verifiably confidential session.
  • NDAMode™ presents a superior, more agile alternative to relying solely on static "Company Sandboxes" by enabling secure, verified access to the latest, most capable AI models—including those with real-time browsing capabilities—thereby keeping innovation at the cutting edge.
  • It provides the missing layer of cryptographic proof and transparency for users who may currently "Believe Their Team Plan is Fully Secure" based on contractual policies alone, offering a higher standard of verifiable assurance.
  • Furthermore, NDAMode™ is designed to complement advanced hardware security like Trusted Execution Environments (TEEs) by adding critical layers of verifiable session governance, biometric-free human verification (Kluso™), and immutable output provenance (Echo Hash™) within those secure enclaves.


By establishing a new standard for secure, compliant, and attributable AI interactions, NDAMode™ empowers organisations and innovators to move beyond current limitations and confidently harness the full transformative power of artificial intelligence.

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  • AI Trust | IP Protection

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