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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.

Validated conceptBusiness law firm2025

Client identity kept confidential

88%
Deviation detection
Measured
15
Contracts tested
Observed
30-45 min
Time saved per doc
Estimated

The challenge

The solution

Technology stack

LangGraphAzure OpenAIQdrantPython

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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Contract Review Against Internal Playbook Case Study | Laava