Blog/Markets
AI-Assisted Comparable Company Screens
·~6 min read
Using LLMs to accelerate peer selection and footnote reconciliation—while keeping your comps defensible and version-controlled.
Speed without semantic drift
Comparable-company work is half judgment and half housekeeping: normalizing adjustments, reconciling fiscal periods, and catching restatements. LLMs can accelerate footnote reconciliation and peer suggestions when guided by a firm-level data dictionary.
The control is simple: machines propose peers and adjustments; humans approve; comps stay versioned for IC defense.
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