๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜โ€™๐˜€ ๐—ก๐—ฒ๐˜„ ๐—ง๐—ผ๐—ผ๐—น ๐˜๐—ผ ๐—–๐—ผ๐—ฟ๐—ฟ๐—ฒ๐—ฐ๐˜ ๐—”๐—œ ๐—›๐—ฎ๐—น๐—น๐˜‚๐—ฐ๐—ถ๐—ป๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€: ๐—” ๐—ฅ๐—ฒ๐—ฎ๐—น ๐—™๐—ถ๐˜… ๐—ผ๐—ฟ ๐— ๐—ผ๐—ฟ๐—ฒ ๐—–๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜…๐—ถ๐˜๐˜†?

Microsoftโ€™s new ๐‚๐จ๐ซ๐ซ๐ž๐œ๐ญ๐ข๐จ๐ง service attempts to address AI hallucinations by using ๐ฌ๐ฆ๐š๐ฅ๐ฅ ๐ฅ๐š๐ง๐ ๐ฎ๐š๐ ๐ž ๐ฆ๐จ๐๐ž๐ฅ๐ฌ (๐’๐‹๐Œ๐ฌ) alongside larger ones to ensure that AI-generated content aligns with verified sources. (๐ผ ๐‘š๐‘’๐‘Ž๐‘› ๐‘กโ„Ž๐‘œ๐‘ ๐‘’ ๐‘œ๐‘“ ๐‘ข๐‘  ๐‘Ž๐‘™๐‘Ÿ๐‘’๐‘Ž๐‘‘๐‘ฆ ๐‘‘๐‘œ๐‘–๐‘›๐‘” ๐‘กโ„Ž๐‘–๐‘ , ๐‘๐‘Ž๐‘™๐‘™ ๐‘กโ„Ž๐‘–๐‘  ๐ด๐ผ ๐ถโ„Ž๐‘Ž๐‘–๐‘›๐‘–๐‘›๐‘” ๐‘œ๐‘Ÿ ๐‘€๐‘œ๐‘‘๐‘’๐‘™ ๐ถโ„Ž๐‘Ž๐‘–๐‘›๐‘–๐‘›๐‘”) But hey Microsoft does what they do ๐Ÿ˜…

Microsoft Research states that ๐‚๐จ๐ซ๐ซ๐ž๐œ๐ญ๐ข๐จ๐ง flags potentially inaccurate content, cross-references it with grounding documents, and then rewrites the problematic sections.

This might seem like a step toward fixing the ๐ข๐ง๐Ÿ๐š๐ฆ๐จ๐ฎ๐ฌ ๐€๐ˆ ๐ก๐š๐ฅ๐ฅ๐ฎ๐œ๐ข๐ง๐š๐ญ๐ข๐จ๐ง ๐ข๐ฌ๐ฌ๐ฎ๐ž, but experts remain cautious. AI models don’t “know” anything, they predict patterns based on training data. ๐‚๐จ๐ซ๐ซ๐ž๐œ๐ญ๐ข๐จ๐ง may help reduce obvious errors, but it’s not solving the underlying issue: AI’s inherent tendency to hallucinate. As one expert noted, โ€œ๐“๐ซ๐ฒ๐ข๐ง๐  ๐ญ๐จ ๐ž๐ฅ๐ข๐ฆ๐ข๐ง๐š๐ญ๐ž ๐ก๐š๐ฅ๐ฅ๐ฎ๐œ๐ข๐ง๐š๐ญ๐ข๐จ๐ง๐ฌ ๐Ÿ๐ซ๐จ๐ฆ ๐€๐ˆ ๐ข๐ฌ ๐ฅ๐ข๐ค๐ž ๐ญ๐ซ๐ฒ๐ข๐ง๐  ๐ญ๐จ ๐ž๐ฅ๐ข๐ฆ๐ข๐ง๐š๐ญ๐ž ๐ก๐ฒ๐๐ซ๐จ๐ ๐ž๐ง ๐Ÿ๐ซ๐จ๐ฆ ๐ฐ๐š๐ญ๐ž๐ซ.โ€

Even if ๐‚๐จ๐ซ๐ซ๐ž๐œ๐ญ๐ข๐จ๐ง takes AI accuracy from 90% to 99%, the real challenge is in that 1% of undetected errors. ๐–๐จ๐ซ๐ฌ๐ž, ๐ญ๐ก๐ž “๐Ÿ๐ข๐ฑ” ๐ฆ๐ข๐ ๐ก๐ญ ๐ ๐ข๐ฏ๐ž ๐ฎ๐ฌ๐ž๐ซ๐ฌ ๐š ๐Ÿ๐š๐ฅ๐ฌ๐ž ๐ฌ๐ž๐ง๐ฌ๐ž ๐จ๐Ÿ ๐ฌ๐ž๐œ๐ฎ๐ซ๐ข๐ญ๐ฒ, ๐ฆ๐š๐ค๐ข๐ง๐  ๐ญ๐ก๐ž๐ฆ ๐ญ๐ก๐ข๐ง๐ค ๐ญ๐ก๐ž ๐€๐ˆ ๐ข๐ฌ ๐ฆ๐จ๐ซ๐ž ๐ซ๐ž๐ฅ๐ข๐š๐›๐ฅ๐ž ๐ญ๐ก๐š๐ง ๐ข๐ญ ๐ซ๐ž๐š๐ฅ๐ฅ๐ฒ ๐ข๐ฌ.

Then thereโ€™s the business angle: Correction is free only for limited use, but beyond 5,000 text records, it comes at a cost. With businesses increasingly concerned about AI accuracy, this adds more complexity, and yet again another layer of unknown cost to the bottom line.

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Doug Shannon

Doug Shannon, a top 50 global leader in intelligent automation, shares regular insights from his 20+ years of experience in digital transformation, AI, and self-healing automation solutions for enterprise success.