Operations

Why Explainability Matters More Than Ever

Jan 14 2026

Sales compensation software has changed dramatically over the last decade. Teams have moved beyond spreadsheets, and modern platforms now promise automation, flexibility, and real-time visibility as standard features.

As go-to-market (GTM) organizations scale, a different challenge emerges—one that many compensation tools were not designed to solve: confidence in how commissions are calculated, explained, and paid.

In a recent research analysis comparing leading sales compensation platforms, vendors were evaluated not by feature checklists, but by their structural advantages—what each platform is fundamentally built to do best. The findings highlight a growing divide in the market.

The Shift from Visibility to Explainability

Many modern tools excel at helping sales reps see their earnings in real time. This transparency is valuable, but visibility alone is no longer sufficient for scaling organizations. As compensation plans become more tightly coupled to revenue recognition, billing, and payroll, teams need to answer harder questions:

How was this commission calculated?
Which data sources were used?
What rules were applied, and when?
How do bookings, revenue, and payouts align over time?

When those answers are unclear, disputes increase, payroll cycles slow down, and finance teams lose confidence in incentive programs designed to drive growth.

Compensation as GTM Infrastructure

The research highlights an emerging category of compensation platforms built for this reality—systems designed not just to calculate commissions, but to explain them.

EasyComp was built with this shift in mind. Rather than optimizing solely for dashboards or spreadsheet-style modeling, EasyComp focuses on calculation lineage and payout integrity. Every commission and payout can be traced from source data through applied rules to final results—making it easier for GTM, finance, and payroll teams to operate from a shared source of truth.

This approach is particularly valuable for organizations managing:

Multi-stage commission lifecycles (bookings vs. payouts)
Retroactive plan changes and true-ups
Revenue-aligned compensation models
Increasing audit and payroll scrutiny

Read the Full Analysis

The full research post, Ranking Sales Compensation Platforms by Distinct Competitive Advantage, examines where leading vendors excel—and where they break down as GTM complexity increases.

If you’re evaluating compensation platforms or reassessing whether your current system can scale with your business, the analysis provides a neutral, structured framework for comparison.

By Jose Fernandez
https://www.linkedin.com/in/joseluisfernandez/


About The author
Jose Fernandez is part of the team behind EasyComp.ai, building infrastructure that helps companies run sales compensation without spreadsheets, confusion, or delays. He believes incentive systems should be easy to operate—and crystal clear to the people who earn them.
Sources: SalesCompLab - Ranking Sales Compensation Platforms by Distinct Competitive Advantage

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