Case Study

Case Study

Building the Foundation for Data-Driven Growth with Candela Scout

Context

Context

A global manufacturer of advanced cutting tools set out to transform how it engaged with a strategically critical — but historically underserved — customer segment: small to mid-sized machining and manufacturing businesses.

This segment represented a large portion of market potential but was fragmented, opaque, and primarily served through third-party distributors. The company lacked visibility into who these customers were, what they needed, or how to prioritize them effectively.

The Challenge

The Challenge

The core issue was data: while the company knew this segment was important, it didn’t have the concrete information required to act on it.

Nearly 400,000 potential accounts in the U.S. alone, with limited centralized records.

Many customers categorized generically (e.g., "machine shop") with no insight into true potential or needs.

Incomplete and inconsistent data across systems (CRM, distributor point-of-sale, industry databases).

No scalable way to prioritize accounts or align GTM efforts accordingly.

The Solution

The Solution

Building a Unified Account Database with Candela Scout to address these gaps, the company partnered with Candela and leveraged Scout, Candela’s GTM intelligence platform, to build a comprehensive and structured view of the total serviceable addressable market (SAM).

What We Delivered

What We Delivered

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Comprehensive Account Consolidation

Candela developed a de-duplicated, site-level database of over 390,000 accounts, including both customers and prospects.

Distributor POS sales records

The company’s own CRM

Machine purchase filings

Third-party firmographic data

Revenue Potential Estimation

Each account was assigned a revenue potential using four different methods

Industry-based estimates

Machine purchase data

Direct and distributor sales history

Peer benchmarking

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Fit Scoring Based on Account Attributes

In parallel, a fit score was calculated for each account based on:

Industry and end-market alignment (e.g., aerospace, die & mold, defense)

Other firmographic attributes such as size and location

History and type of machines purchased (higher-complexity machines suggested better product fit)

Resulting Database: A Single Source of Truth

The output was a robust, structured, and scalable account database that allowed the client to

Identify high-potential targets previously invisible in CRM

Prioritize customers across multiple dimensions (value + fit)

Localize opportunity by region and territory

Power segmentation, sales planning, and targeted marketing campaigns

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Impact

Impact

This foundational work didn’t just support segmentation — it became the bedrock for a pilot program designed to transform the company’s broader GTM approach.

Better Segmentation

Six strategic segments were defined using the revenue and fit data, guiding sales, marketing, and service motions

Data-Backed Sales Enablement

Candela Scout-powered territory planning gave sales reps and channel partners prioritized account lists with clear rationale

Immediate Marketing Activation

High-value segments were targeted with industry-specific campaigns, driven by machine type and product need.

Why It Matters

Why It Matters

Too often, B2B companies skip straight to segmentation or campaign design without first investing in a reliable view of their market. In this case, building the customer database with Candela Scout was the enabling step — turning a fragmented, underutilized dataset into a strategic asset.