Methodology

How We Review and Score AI Tools — AiGreenTools Methodology

AiGreenTools is an independent directory. We do not accept payment from vendors to influence reviews, scores, or rankings. This page explains exactly how we evaluate and classify the tools listed on our platform.


Our Editorial Independence

No vendor can pay to improve their score, ranking, or classification on AiGreenTools. Tool profiles are produced based on publicly available information, verified third-party sources, and independent editorial analysis.

If a vendor contacts us to correct factual inaccuracies, we will review the claim and update the relevant information if it is supported by evidence. This does not affect scores or rankings.


How We Select Tools

We list AI tools that serve professionals in ESG, EHS, QHSE, sustainability, compliance, carbon management, energy transition, and industrial performance.

A tool is considered for listing when it meets the following criteria:

  • It is a commercially available software product
  • It has a documented presence in at least one of our covered categories
  • Sufficient publicly available information exists to produce a factually accurate profile
  • It demonstrates meaningful adoption or recognition in its market segment

We do not list tools we cannot verify through reliable sources.


Our ESG Score — How It Is Calculated

Each tool receives an ESG Score between 0 and 10. This score is an editorial assessment, not a certification. It reflects how well a tool performs across the following criteria, weighted by category relevance:

CriterionWeight
Functional depth in stated category25%
AI capability — native or enhanced20%
Regulatory framework coverage20%
Third-party recognition (Verdantix, Gartner, IDC, G2, Capterra)15%
Data quality and audit-readiness10%
Ease of implementation10%

Scores are assigned by the AiGreenTools editorial team based on publicly available information at the time of writing. They are reviewed and updated when significant new information becomes available.

Important: The ESG Score is an editorial opinion, not a certified rating. It should be used as one input among many in your evaluation process, not as a definitive assessment.

The ESG Score is not an environmental compliance score for the vendor. It does not assess, measure, or reflect the vendor’s own ESG performance, carbon footprint, sustainability practices, or regulatory compliance as an organization. It solely evaluates the quality, depth, and capabilities of the software product they offer to their customers.


AI Classification

Every tool listed on AiGreenTools is classified as either AI Native or AI Enhanced.

AI Native — Artificial intelligence is embedded in the core architecture of the platform. The primary workflows — data collection, analysis, reporting, or automation — are designed around AI from the ground up. The platform would function fundamentally differently without its AI components.

AI Enhanced — The platform is built on a non-AI foundation with AI features added to specific functions, such as anomaly detection, report drafting assistance, or predictive alerts. These features add meaningful value but are not central to the platform’s core operation.

This classification is an editorial assessment based on publicly available product documentation, vendor communications, and third-party analyst reports. It is not an official certification and does not imply endorsement of any kind.


Sources We Use

All factual claims in AiGreenTools profiles are based on one or more of the following source types:

Primary sources

  • Official vendor websites and product documentation
  • Vendor press releases and newsroom publications
  • Official pricing pages

Independent analyst sources

  • Verdantix Green Quadrant and Smart Innovators reports
  • Gartner Magic Quadrant and Market Guide publications
  • IDC MarketScape evaluations
  • Forrester Wave reports

User review platforms

  • G2 (ratings and review summaries)
  • Capterra (ratings and review summaries)
  • Gartner Peer Insights

Industry sources

  • Regulatory body publications (EFRAG, SEC, FCA)
  • Industry association reports
  • Peer-reviewed research where applicable

When information cannot be verified through any of these sources, we state this explicitly in the profile using the phrase: “Information was not publicly available at the time of writing.”

We do not invent, estimate, or assume pricing, customer counts, certifications, or feature capabilities.


What We Do Not Do

  • We do not simulate hands-on experience with tools we have not tested
  • We do not reproduce vendor marketing copy
  • We do not invent ratings, awards, or partnerships
  • We do not accept payment to improve scores or rankings
  • We do not guarantee that information remains accurate after publication — software products change frequently

Keeping Information Current

Tool profiles include a Last Reviewed date. We aim to review and update profiles when:

  • A major product update is announced by the vendor
  • Analyst recognition changes significantly
  • Pricing or availability information changes materially
  • A reader or vendor submits a factual correction with supporting evidence

To submit a factual correction, contact us at: contact@aigreentools.com


Affiliate Links

Some links on AiGreenTools — including Try links on tool profiles — may be affiliate links. If you click on an affiliate link and make a purchase or sign up for a service, AiGreenTools may receive a commission at no additional cost to you.

Affiliate relationships do not influence our editorial scores, classifications, or rankings. A tool with an affiliate agreement receives the same independent evaluation as a tool without one.

For full details, see our Terms and Conditions.


Last updated: June 2026