Signs a problem needs AI solutions

Certain clues suggest a problem might benefit from AI:

• Look for situations where traditional approaches have repeatedly failed despite efforts to improve them. Email spam filtering evolved from simple rules to AI because spammers kept finding ways around static rules.
• Consider problems with many "gray areas" that need careful judgment rather than yes/no decisions. Content moderation across different cultures shows this need, as community standards involve subtle interpretations that rigid rules can't handle.
• Check if the problem involves analyzing more data than humans can reasonably process, like studying millions of customer interactions to find patterns.
• See if the problem requires adapting to changing conditions in real time, such as pricing models that respond to market changes.
• Consider whether personalization significantly improves the user experience, as with learning platforms that adjust difficulty based on individual progress.