How We Rank Providers

The criteria and weights

Every provider is scored out of 100 against the same weighted criteria:

Practical, role-based learning (20%)
Depth of tool coverage (15%)
Evidence of measurement and follow-up (15%)
Governance and safe use (15%)
Price transparency (10%)
Delivery flexibility (10%)
Team and expertise shown publicly (10%)
Scope of services beyond the course (5%)

Where the information comes from

Scores use what each provider publishes on its own website: services, tools covered, formats, locations, prices where published, and any evidence of results. We do not use paid placements or provider fees. Each provider profile links to the page it was taken from.

How scores are kept current

Provider pages are re-checked when a ranking page is updated. Each page shows the date it was last reviewed. Providers can send corrections at any time (see Contact).

Ownership

Operated by Paloren. Paloren is an AI consulting, training and implementation company and is included in these rankings. Other providers are assessed from their public websites using the same published criteria. Paloren is scored with the same criteria as every other provider, and its profile states its published prices so readers can compare.

The criteria and weights

Where the information comes from

How scores are kept current

Ownership

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