Banner-dark.webp

Software Finder is launching the Excellence Award to celebrate products that deliver value, driven by real buyer data, verified reviews, and expert validation.

Unlike popularity-based rankings, our award program recognizes solutions that demonstrate true market performance, measurable user satisfaction, and expert confidence. Experts include Software Finder’s in-house advisory team and verified buyer consultation network. 

Every recognition is earned through verified outcomes, ensuring buyers can trust the technology they choose, and vendors are acknowledged for meaningful results, not marketing noise.  

    Awards are based on verified data collected over a 12-month cycle, including: 

    • Over 12,000+ verified user reviews gathered via Software Finder's in-house review ecosystem 
    • Analysis of 1,000+ monthly buyer consultation transcripts, drawn from recorded calls with qualified software buyers. Transcripts are anonymized and tagged using a standardized recommendation model that identifies product mentions, sentiment, and expert endorsements 
    • Behavioral analytics across Software Finder’s platform, including unique visitors to product pages, click-throughs on product comparisons, demo requests, and inquiry volumes. These numbers are normalized to product category averages to ensure fairness across varying market sizes 

Scoring Framework

We evaluate every eligible product across four categories, each weighed to reflect its importance in a software buyer’s journey. 

Metrics.webp

From The Buyer Perspective: Customer Happiness Index (CHI)

For buyers, the Customer Happiness Index (CHI) measures satisfaction where it matters most: how people experience the product. Using verified reviews data, CHI scores reflect performance across:

  • Ease of Use
  • Customer Support
  • Value for Money
  • Functionality

 

Products achieving CHI scores above 80% in these categories are recognized for reliable user experiences. Each score is derived from verified engagement, ensuring that recognized products are the ones buyers trust, research, and enjoy using. 

From The Vendor Perspective: Market Engagement Index (MEI) & Feature Impact Score (FIS)

For vendors, the Excellence Award represents proof of genuine traction and buyer success. The Market Engagement Index (MEI) measures how effectively a software solution captures market attention and engagement, incorporating:

  • Monthly unique visitors to the product’s Software Finder page 
  • Product comparison click-throughs 
  • Demo and inquiry-to-conversion ratios 

 

This ensures that recognition is based on real market activity, not exaggerated impressions or ad spend. 

The Feature Impact Score (FIS) assesses the product’s ability to deliver steady value through its functionality. Based on a text analysis of user reviews, it identifies the balance between positive and negative mentions across 50+ verified reviews, focusing on usability success and feature satisfaction. 

Together, MEI and FIS capture the performance and depth of a product’s market and user impact, rewarding vendors for delivering solutions that perform effectively. 

From The Expert Perspective: Expert Confidence Index (ECI)

The Expert Confidence Index (ECI) adds human insight to the equation. 

Rather than relying solely on user reviews, ECI quantifies how often Software Finder’s expert advisors recommend a product to qualified buyers during live consultation calls.  

It measures: 

  • The percentage of calls where an expert recommended or directed a buyer towards the product 
  • Behavioral follow-through, such as demo requests and fit confirmations, following those recommendations 

 

With insights gathered from 1,000+ monthly call transcripts, this dataset is a quantified reflection of expert trust, not subjective opinion, showing how frequently category specialists endorse a product based on fit, performance, and buyer outcomes. 

Methodology And Data Integrity

    Our methodology is designed with transparency and objectivity in mind: 

    • Independent scoring: We do not allow vendor sponsorship or payments to influence inclusion, ranking, or award decisions 
    • Recent & relevant data: We use a 12-month rolling window to keep awards timely and reflective of current performance 
    • Review verification: Each user review is vetted to ensure authenticity and relevance; duplicate, suspicious or low-value reviews are excluded 
    • Audit process: An internal review panel validates the scoring results, investigates anomalies (e.g., sudden spikes in traffic or reviews), and issues corrections if needed 
    • Annual review of criteria: We revisit weightages, minimum data thresholds, and scoring thresholds each year to account for evolving market dynamics and maintain fairness 

Why It Matters

The Software Finder Excellence Award is designed to build trust in software, data, and decision-making. 

  • For buyers, it’s a sign that the product delivers measurable satisfaction and value 
  • For vendors, it’s validation of success and credibility in the market 
  • For experts, it’s a framework rooted in authentic buyer outcomes, not assumptions 

How Buyers Should Use The Badge

When you see a product with our Excellence Award badge, it is a clear signal that the software solution has demonstrated strong market performance, high user satisfaction, rich functionality, and expert-level endorsement. 

The Excellence badge complements, not replaces, peer reviews, demos, and customer references. It is a symbol of consistent, data-backed performance across user satisfaction, market traction, and expert validation.  

Frequently Asked Questions

No. Vendor sponsorship or advertising has no bearing on the award eligibility, scoring, or decision-making process.

The process for the award is conducted annually, covering the previous 12 months of data. A new list of winners is published each year.

Yes. Each year is evaluated independently. Past winners must still meet the same criteria and deliver performance in the new measurement period.

Categories mirror Software Finder’s established taxonomy and are reviewed annually to reflect evolving software markets.

Yes. Vendors may submit an appeal within 15 business days of the results’ publication. Appeals are reviewed by the analytics team for methodological errors only.

Only award recipients are published. Individual data inputs remain confidential.

Yes! Winners will receive access to a media kit, so they can promote their achievement.