AI isn't perfect. Knowing the risks helps you implement safely. Here's what can go wrong and how to prevent it.

Key AI Risks

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RiskWhat HappensMitigation
Errors/ HallucinationsAI gives wrong answers confidentlyHuman oversight, fact-checking
Over-automationRemoving humans from decisions they should makeKeep humans in critical loops
Data securitySensitive data exposed to AI platformsEnterprise tools, access controls
Staff resistanceTeam doesn't adopt or actively resistsChange management, communication
DependencyCan't operate if AI failsBackup procedures, alternatives
BiasAI reflects biases in training dataDiverse testing, monitoring

Risk: AI Errors

AI generates plausible but incorrect outputs:

  • Cause: Ambiguous prompts, training data gaps, model limitations
  • Prevention: Test thoroughly, human review for important outputs
  • Recovery: Easy correction workflow, feedback loops

Risk: Over-Automation

Automating things that need human judgment:

  • Cause: Over-enthusiasm, cost-cutting pressure
  • Prevention: Define what AI shouldn't touch
  • Principle: AI executes, humans decide

Risk Mitigation Framework

  • ☐ Define high-risk vs. low-risk processes
  • ☐ Human oversight for all high-risk areas
  • ☐ Test thoroughly before deployment
  • ☐ Monitor outputs continuously
  • ☐ Have rollback plans ready
  • ☐ Train team on escalation procedures
  • ☐ Choose secure, enterprise platforms

How Greene Solutions Manages Risk

353+
Implementations with zero critical failures
100%
Human oversight on high-stakes processes
Always
Rollback plans in place

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