Unverified50% confidenceOpinionExact time
One of the reusable ideas suggested by the AT&T case is: the measure of success should be the expansion of the scope covered by lawyers' judgment, not growth in the number of documents processed.
1
Sources
50%
Confidence
Long-term
Relevance
10/21/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedPractical recommendations include: shift from pairwise win rates to rubric-based or pointwise verdicts; explicitly declare the reference baseline before claiming any gain; make "actually look at what happened" cheap; and do not trust a single aggregate score.61% similarUnverifiedValue-based billing benefits partners and senior attorneys, but creates career-path uncertainty for junior associates who rely on repetitive work to accumulate experience.59% similarUnverifiedWhen business stakeholders request high-level conclusions, they are in System 1 mode; when those conclusions involve major decisions, System 2 is activated and actively seeks supporting evidence.59% similarUnverifiedJudge calibration is not a one-time task; as the product iterates and user behavior changes, the Judge's judgment criteria may drift and need to be recalibrated periodically with new human annotations.59% similarUnverifiedIn product copy, 'analyzing policy' outperforms 'loading' in conversion in legal workflows.58% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1082873API
curl https://kongchang.com/api/v1/knowledge/claims/1082873MCP
get_claim(id=1082873)