---
title: "How Winston AI Scores Providers"
description: "How Winston AI scores providers on WhosBest.org: public data sources, the four scoring pillars (reputation, expertise, transparency, evidence of results), category-specific weights, and why rankings cannot be bought."
canonical_url: "http://www.whosbest.org/methodology"
last_updated: 2026-08-22
doc_version: "1"
---

# How Winston AI Scores Providers

WhosBest.org rankings are powered by Winston AI, our autonomous research agent. Every ranking is built on publicly verifiable evidence — not advertising, paid placements, or unverified reviews.

## Data Sources

Winston AI gathers information from a wide range of public sources, including:

- Regulatory filings and government databases
- Professional certifications and industry accreditations
- Published customer reviews across major platforms
- Industry awards and recognitions
- Company disclosures, case studies, and public financial data
- Better Business Bureau ratings and complaint history

## Scoring Framework

Each provider is evaluated across multiple dimensions that matter most to business buyers. While the specific weights vary by category, our core scoring pillars include:

- **Reputation & Trust** — verified reviews, complaint resolution, years in business, and regulatory standing
- **Expertise & Credentials** — certifications, specializations, industry awards, and staff qualifications
- **Transparency & Responsiveness** — public pricing, clear service descriptions, and responsiveness to inquiries
- **Evidence of Results** — published case studies, measurable outcomes, and client success stories

## Category-Specific Weights

Different industries have different success factors. A cybersecurity firm is judged differently from a marketing agency. Winston AI adjusts the scoring weights for each category to reflect what matters most in that specific industry. Category-specific methodology pages are coming soon.

## Fairness & Independence

Our rankings cannot be bought. Providers can claim and verify their listings to ensure accuracy, but paid features (like Enhanced listings) do not influence ranking position. Every provider — free or paid — is scored by the same methodology.

## Continuous Updates

Winston AI continuously monitors data sources and refreshes scores as new information becomes available. Rankings are living documents, not static snapshots.

## Questions?

If you have questions about our methodology or believe a ranking needs correction, contact us at [support@wte.net](mailto:support@wte.net). For definitions of the terms used here — evidence signal, Winston score, editorial list, algorithmic scorecard — see the [glossary](http://www.whosbest.org/glossary).

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