Why Explainability Matters More Than Accuracy in Audit Decisions

Shyam Choudhary
CEO, Finspectors
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Audit
Jan 22, 2026
5 min read

Summary

  • Accuracy alone does not create confidence in audits.
  • This article explains why explainability is essential for reviewer trust, defensibility, and effective sign-off in modern audits.
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Shyam Choudhary
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Answers

Frequently

Asked Questions

Is explainability more important than accuracy?
Finspectors.ai

They are complementary, but explainability is what enables reliance.

Can explainability slow down audits?
Finspectors.ai

No. It usually reduces rework during review.

Do all reviewers need technical explanations?
Finspectors.ai

No. They need audit-aligned explanations, not technical ones.

Does explainability reduce professional skepticism?
Finspectors.ai

It strengthens it by making reasoning explicit.

Can explainability replace reviewer judgment?
Finspectors.ai

No. It supports judgment, it does not replace it.

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