Project context
Contract Review Against Internal Playbook
AI review workflow that checks contracts against a firm's own playbook, flags deviations, and gives lawyers a usable first-pass risk summary before detailed review starts.
Client identity kept confidential
Evidence
Validated on 15 contracts against an internal playbook. Detection was measured on the test set; time savings are estimated from reviewer comparisons.
The challenge
The solution
Technology stack
The result
The workflow cut first-pass contract scanning time by roughly half and saved lawyers an estimated 30 to 45 minutes per document on the tested set. That is meaningful leverage in a practice where review pressure is constant and senior attention is expensive.
The limitation is also clear, which makes the case study more believable: complex multi-party agreements still need careful human reading. The value is strongest where the contract types are standard enough for the playbook to do real work.
Next step
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