One Truth from Many Sources

AI for Consulting

James Chapman

AI Curriculum Manager, DataCamp

Synthesizing Across Sources

Synthesizing Across Sources

Synthesizing Across Sources

Synthesizing Across Sources

Synthesizing Across Sources

Synthesizing Across Sources

Synthesizing Across Sources

Synthesizing Across Sources

Checking Source Consistency

Response Quality

AI systems can make mistakes or hallucinate

Hallucinations

When the model confidently generates incorrect information

✅ Asking the model to use only the provided sources

✅ Requiring citations or source tags

✅ Telling the model to answer "Not specified" when unsure

✅ Verify surprising or critical numbers manually

Let's practice!

AI for Consulting

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