NeousAxis/aya-business-dataset

AYA Business Dataset

Structured data on 367,055 businesses worldwide, scored for AI readability (AIO score 0-100).

Description

The AYA Business Dataset is a curated collection of structured business data extracted from the AYA Registry, maintained by AI Visionary (Geneva, Switzerland). Each entry represents a business entity with standardized fields covering identity, sector, geographic location, AI-readability score, and extracted keywords.

The AIO score (AI-readability Intelligence Optimization) measures how well a website communicates structured information to AI systems, on a scale from 0 to 100. It is computed across 7 weighted blocks: Identity, Offer Clarity, Processes, Trust & Compliance, Indicators, Pedagogy, and Technical Foundation.

Source

Data is sourced from:

• Public directory ingestion (Web Data Commons): domain-keyed organization records, the large majority of entries
• AYA Bot: automated crawling and analysis of business websites
• AYO Diagnostic: AI-readability audits run on a website, either by its owner or by an AI agent querying the registry

Registry URL: https://ai-visionary.xyz/aya

Snapshot: 367,055 entities, uploaded 1 October 2026. The live registry is slightly ahead; query /api/aya/stats for the current count.

Fields

CSV format (aya_business_dataset.csv)

Field	Type	Description
name	string	Business display name
website	string	Primary website URL
country	string	ISO 2-letter country code (e.g., CH, FR, US)
sector	string	Macro sector classification (e.g., technology, finance, healthcare)
entity_type	string	Organization type: company, association, public_body
aio_score	integer	AI-readability score (0-100)
certified	boolean	Whether the entity is a paying AYA-certified member
keywords	string	Semicolon-separated keywords extracted from the website
source	string	Always "AYA Registry by AI Visionary"
url	string	Direct link to the entity's AYA certificate page

JSONL format (aya_business_dataset.jsonl)

The JSONL format includes all CSV fields plus:

Field	Type	Description
entity_id	string	Unique UUID identifier
legal_name	string	Legal/registered name of the entity
description	string	Short description extracted from the website
data_origin	string	Data source: FUSION-WDC / FUSION-WDC-MIN3 (public directory ingestion), AYA-BOT (crawled), AYO-SCAN / AYO (diagnostic)
keywords	array	List of extracted keywords
services	array	List of detected services/products
aio_blocks	object	Individual scores per AIO block (identity, offer, process, trust, indicators, pedagogy, technical)
registry_url	string	URL of the full AYA registry

Usage

Load with pandas

import pandas as pd

# CSV
df = pd.read_csv("aya_business_dataset.csv")
print(f"{len(df)} businesses from {df['country'].nunique()} countries")

# JSONL
df = pd.read_json("aya_business_dataset.jsonl", lines=True)

Load with HuggingFace datasets

from datasets import load_dataset

dataset = load_dataset("NeousAxis/aya-business-dataset")

Filter by country or sector

swiss = df[df["country"] == "CH"]
tech = df[df["sector"] == "technology"]
high_score = df[df["aio_score"] >= 60]

Use Cases

• Business intelligence: Analyze AI-readiness across industries and geographies
• Text classification: Train models to classify businesses by sector from structured data
• Question answering: Build QA systems over structured business data
• Recommendation systems: Use AIO scores and keywords for business matching
• Research: Study how well businesses communicate structured data to AI systems

Data Quality

• Adult-content entities are excluded from the public registry and from this dataset
• Names are cleaned (slogans, generic titles, encoding issues removed)
• Countries are normalized to ISO 2-letter codes
• Contact emails are not included (privacy protection)
• Raw ASR payloads are not included (size optimization)

License

This dataset is released under the Creative Commons Attribution 4.0 International License (CC-BY-4.0).

You are free to share and adapt this dataset for any purpose, provided you give appropriate credit to AI Visionary and the AYA Registry.

Citation

@dataset{aya_business_dataset_2026,
  title={AYA Business Dataset: AI-Readability Scores for Global Businesses},
  author={AI Visionary},
  year={2026},
  url={https://ai-visionary.xyz/aya},
  license={CC-BY-4.0}
}

Contact

• Website: ai-visionary.xyz
• Registry: ai-visionary.xyz/aya
• API documentation: ai-visionary.xyz/developers
• For AI agents: ai-visionary.xyz/for-agents (remote MCP, no auth)