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Production UXux-055P2

Real-time quality indicators reduce user anxiety.

Streaming token-level quality signals…Streaming token-level quality signals (e.g., source citations) during generation reduces user re-read rate by 40% and increases feature adoption by 25%.

Context & Methodology

Without quality indicators, users wait for the full response and then mentally verify it, doubling the time-to-trust.

Applicable Use Cases

monitoring

Applies To

openaianthropicgoogle

Primary Impact

ux

Confidence Level

Medium

Platform Status

Planned

Implementation Effort

high

Recommendation

test

Execution Priority

P2

Dependencies & Conflicts

Depends on:

Put This Evidence to Work

Use the STCO framework to implement findings like this in structured, testable prompts.

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