Hugging Face
Hugging Face · Platform
A platform where models, datasets and AI apps are shared and hosted.
GOOD AI PRISM · DIRECTORY OF AI OFFERINGS
This directory has one profile per AI offering. It shows what the offering does, how it is billed, where data is stored, whether it trains AI on your data and which certificates it names. Every fact has a source and a date. Start with a business function or an industry, or search for a task.
Bring your question. Together you agree the next step and its scope.
485 catalogue entries. Counts show membership in each category; entries can belong to several categories.
The map shows a selection of offerings; open a topic area to see all of them. Offerings with the most documented facts appear first, then in alphabetical order. The order shows only how much is documented; check the profile to see whether an offering fits you.
Catalogue snapshot: . Offerings as of 23 Oct 2026. Every fact shows its source and date; before you decide, check whether it applies to your use.
Good AI Prism artwork © 2026 ETHORITY & STEN.AI LLC, by Sten Franke & ETHORITY®. CC BY-NC-ND 4.0. ETHORITY additionally permits unchanged editorial and press use with credit. Commercial licences: ETHORITY. Data, software and third-party logos and trademarks are not covered.
Put AI to work, with evidence.
YOUR MARKET CONTEXT
This area connects business use, the data it works with and the technology underneath. Select a name to inspect its documented conditions and sources.
Learn about our methods →Each mark shows what kind of source backs a fact. Open the fact to read the source, the date it was checked and any conditions.
Figures marked 'Scenario' are calculated from stated assumptions. Results measured in practice are shown separately.
Choose an offering to inspect its evidence and conditions. Products with more useful documented facts appear first.
Hugging Face · Platform
A platform where models, datasets and AI apps are shared and hosted.
Databricks · Data platform
Unified platform for data, analytics and AI; provider of AI/BI Genie.
Snowflake · Data platform
Data cloud provider for AI, data engineering, applications and analytics; products include Snowflake Cortex.
Pinecone · Data platform
Fully managed vector database for AI search and retrieval.
Weaviate · Data platform
Open-source platform for vector search, retrieval-augmented generation and agent memory.
Qdrant · Data platform
Open-source vector search engine.
Common Crawl · Dataset
Open repository of web crawl data that anyone can access and analyse; widely used to train language models.
Hugging Face · Dataset
Open dataset of more than 18.5 trillion tokens of cleaned, deduplicated English web text from Common Crawl, for language-model pretraining research.
LAION · Dataset
Open dataset of 5.85 billion image-text pairs for training image models.
AI DECISION BRIEF
You get the facts that matter for your decision, each with its source, the questions to ask each vendor and a cost estimate based on your own numbers. First you agree your three most important criteria with Sten Franke.
We deliver your brief by email within a maximum of five working days after payment is confirmed and we have agreed the question and minimum information needed to begin. ETHORITY confirms the start date and delivery date and delivers earlier when the reviewed brief is ready. Missing optional information is recorded and assessed; it does not require you to research the solution yourself. Review before delivery and email support are included.
The buttons open an email draft you can edit before sending. You agree the work and timing directly with Sten Franke.