Company Comparable Analysis Automation

Accurate valuation - Automate data extraction for any operation metrics, for all industries. Save analysts' precious time for quality work.

Challenges

Comparative analysis breaks at scale. Agentic AI is required to convert scattered financial and operational data into "apples-to-apples" intelligence without manual spreadsheet drudgery.

Inconsistent Data Taxonomies

Every company reports metrics differently (e.g., "Subscription Revenue" vs. "Recurring Services"). Manually mapping these to a standard model is prone to interpretation errors.

Manual Data Scavenging

Analysts spend 80% of their time hunting through 10-Ks, earnings transcripts, and press releases for specific KPIs. This leaves only 20% for actual strategic analysis.

Stale Market Intelligence

By the time a comprehensive benchmarking report is finalized, the data is often a quarter behind. Rapid market shifts are missed due to report lag.

Surface-Level Comparisons

Manual bandwidth limits analysis to top-line revenue and EBITDA. granular operational metrics—like CAC, Net Retention, or R&D efficiency—are ignored due to the difficulty of extraction.

What Defines Us

Redefining market research with Agentic AI – where data integrity meets normalization, speed, and depth.

Automate metric extraction
Normalize financial taxonomies
Track real-time shifts
Granular KPI comparison
Instant peer cohorts

AI-Powered Benchmarking for Accuracy and Scale

Reimagine competitive strategy with AI agents that work autonomously to ingest and normalize data from thousands of public filings, investor presentations, and earnings calls. By understanding financial context rather than just keywords, the system intelligently maps disparate reporting labels to a unified standard taxonomy for true comparison.

With built-in outlier detection, currency normalization, and source linking, achieve investment-grade accuracy and instant cohort analysis. Gain real-time visibility into operational efficiency, margin trends, and growth drivers. Beyond data gathering, the system delivers intelligence by contextualizing why a peer’s metric changed (e.g., M&A impact vs. organic growth) and surfacing strategic gaps.

Template-Free, Granular Peer Comparison – in a Few Clicks

Extract and normalize complex KPIs like Rule of 40, Magic Number, and CAC payback without manual modeling. AI-driven accuracy that scales seamlessly with your coverage universe.

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reduction in data gathering time

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traceability to source documents

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deeper metric granularity

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taxonomy mismatches

See Company Comparable Analysis in Action

Watch how data is extracted from various sources, metrics are analyzed, and comparable insights are generated — all with traceability to original documents.

Normalize Data Instantly

Automatically convert non-GAAP, adjusted, and varied fiscal year data into a standardized view for fair comparison.

Audit Every Number

Click on any data point to instantly view the exact source sentence in the original regulatory filing or transcript.

Scale Coverage

Expand analysis from 5 direct competitors to 50 industry players without increasing analyst headcount.

Align Strategy and Finance

Create a shared source of truth for competitive positioning, ensuring M&A and corporate strategy teams use the same numbers.

Normalize Data Instantly
Audit Every Number
Scale Coverage
Align Strategy and Finance

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