Reliability•6 min read•
Reduce AI Hallucinations with Better Context
Practical techniques to reduce fabricated or unsupported AI claims by improving prompt context and constraints.
Why Hallucinations Happen
When context is incomplete, models fill gaps with plausible guesses. This is useful for creativity but risky for business, legal, or factual outputs.
You can reduce this behavior by making uncertainty explicit in your prompt.
Context Controls That Work
Ask the model to separate facts from assumptions, cite confidence level, and mark unknowns clearly. Add source boundaries when needed.
These controls make output safer and easier to review.
- State known facts first
- List unavailable information
- Require uncertainty labels
- Ask for short evidence notes
- Force a final self-check section