DSAIN Reliability Lens

Independent AI output reliability assessment. Detects sycophancy, unsourced claims, and confidence-evidence gaps.

Independent AI output reliability assessment. Detects sycophancy, unsourced claims, and the gap between how confident AI sounds and how much evidence it actually provides. Every AI chatbot is designed to sound confident. None are designed to tell you when they're guessing. DSAIN Reliability Lens makes that gap visible — instantly, for free. How It Works A reliability grade (A through F) appears on every AI chatbot response automatically One glance tells you if the response is well-grounded or epistemically empty Tap the grade to see the full nine-dimension breakdown Works on all major AI chatbot platforms — no setup, no accounts What It Detects Confidence-Evidence Gap — how much more confident the AI sounds than the evidence supports Sycophancy — AI flattering or agreeing with you instead of challenging your thinking Missing Sources — factual claims with no citations or verifiable references False Precision — invented statistics like "34.7% growth rate" with no source behind them Unsourced Diagnostics — psychological or medical assessments made without professional basis This Is Not a Fact-Checker Fact-checkers verify individual claims. The Reliability Lens measures something different — the structural quality of an AI response. An output can contain no verifiable facts at all and still sound completely authoritative. The Reliability Lens catches that pattern. Why This Matters In 2025, seven families filed lawsuits after an AI chatbot reinforced delusions, acted as an unlicensed therapist, and contributed to psychiatric crises. The AI sounded certain when it had no basis to be. Nobody could see the difference — until now. Privacy Runs 100% in your browser — nothing is transmitted, stored, or tracked No accounts, no subscriptions, no data collection Your conversations stay completely private About DSAIN Research Labs Built by DSAIN Research Labs, based at the Haskayne School of Business, University of Calgary. Grounded in peer-reviewed research into AI reliability and released as a free public tool for public benefit. What's Coming Next This version provides fast heuristic analysis based on linguistic patterns. Future releases will include source verification against authoritative databases, cross-model assessment, and domain-specific evaluation for finance, healthcare, and legal contexts. Visit dsain.ca for updates. Install it. See what your AI isn't telling you.