Balancing Value and Limitations for Stakeholders

The Associate as Bridge

An Associate is often the person between Claude and colleagues or clients -- the one who has to explain what Claude actually does well and where it falls short. That role requires communicating both sides honestly, not picking one.

Value

• Saves time on drafting, summarizing, and research-heavy work
• Improves consistency across repeated outputs
• Enables new capacity -- work that wouldn't have gotten done at all

Limitations

• **Hallucination risk** -- Claude can produce confident, wrong claims
• The need for verification -- especially for factual content
• Context limits -- Claude can't hold unlimited material in view at once
• Data-sensitivity constraints -- not all data should be shared with Claude
• Human review for high-stakes output -- some decisions need a person checking before they go out

Why Balance Matters

Setting realistic expectations prevents two opposite failure modes:

• Over-trust: shipping unverified output because Claude was presented as infallible
• Under-use: stalling adoption entirely because only limitations were presented, missing genuine gains

This balance is itself the skill, and it connects directly to responsible adoption practices covered elsewhere in the exam (Domain 6).

Common exam traps

• Overselling Claude as infallible, which sets up over-trust and downstream errors when the confident answer turns out to be wrong.
• Presenting only limitations and stalling adoption where Claude clearly helps -- the correct answer is always to share both value and limitations, never one alone.