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"unmanned",
"platform",
"products",
"services",
"software",
"solution",
"systems"
] | [
"api",
"app",
"application",
"platform",
"product",
"products",
"service",
"services",
"software",
"solution"
] | {
"offre": {
"fill": 1,
"score": 20,
"weight": 20
},
"identite": {
"fill": 0.5700000000000001,
"score": 5.7,
"weight": 10
},
"indicateurs": {
"fill": 0,
"score": 0,
"weight": 20
},
"processus_methodes": {
"fill": 0,
"score": 0,
"weight": 15
},
"structure_technique": {
"fill": 0.30000000000000004,
"score": 3,
"weight": 10
},
"contenus_pedagogiques": {
"fill": 1,
"score": 10,
"weight": 10
},
"engagements_conformite": {
"fill": 1,
"score": 15,
"weight": 15
}
} | AYA Registry by AI Visionary | https://ai-visionary.com/aya/e/241c5dac-a052-5707-91d2-91af15d250cc | https://ai-visionary.com/aya | |
246aba3c-93f4-5eb7-9519-0d2aaa4eab38 | PIMCO | PIMCO | https://www.pimco.com/ch/en | BR | Finance & Banque | company | 50 | false | AYA-BOT | [
"professionals",
"institutions",
"individuals",
"methodology",
"Investment",
"Management",
"conditions",
"providing",
"solutions",
"financial",
"worldwide",
"millions",
"products",
"services",
"solution",
"articles",
"product",
"service",
"Finance",
"Banque"
] | [
"api",
"app",
"cloud",
"menu",
"product",
"products",
"service",
"services",
"solution",
"solutions"
] | {
"offre": {
"fill": 1,
"score": 20,
"weight": 20
},
"identite": {
"fill": 0.5700000000000001,
"score": 5.7,
"weight": 10
},
"indicateurs": {
"fill": 0,
"score": 0,
"weight": 20
},
"processus_methodes": {
"fill": 1,
"score": 15,
"weight": 15
},
"structure_technique": {
"fill": 0.4,
"score": 4,
"weight": 10
},
"contenus_pedagogiques": {
"fill": 1,
"score": 10,
"weight": 10
},
"engagements_conformite": {
"fill": 1,
"score": 15,
"weight": 15
}
} | AYA Registry by AI Visionary | https://ai-visionary.com/aya/e/246aba3c-93f4-5eb7-9519-0d2aaa4eab38 | https://ai-visionary.com/aya | |
24cbb732-c7b4-5af9-8414-029ed6d40f9a | Tucows | Tucows | https://www.tucows.com/ | XX | Média & Communication | company | 50 | false | AYA-BOT | [
"headquartered",
"Communication",
"businesses",
"Internet",
"Services",
"software",
"solution",
"through",
"Domains",
"company",
"Toronto",
"service",
"Tucows",
"Making",
"Better",
"offers",
"Domain",
"Wavelo",
"Canada",
"Since"
] | [
"app",
"service",
"services",
"software",
"solution"
] | {
"offre": {
"fill": 1,
"score": 20,
"weight": 20
},
"identite": {
"fill": 0.5700000000000001,
"score": 5.7,
"weight": 10
},
"indicateurs": {
"fill": 0,
"score": 0,
"weight": 20
},
"processus_methodes": {
"fill": 0,
"score": 0,
"weight": 15
},
"structure_technique": {
"fill": 0.4,
"score": 4,
"weight": 10
},
"contenus_pedagogiques": {
"fill": 1,
"score": 10,
"weight": 10
},
"engagements_conformite": {
"fill": 1,
"score": 15,
"weight": 15
}
} | AYA Registry by AI Visionary | https://ai-visionary.com/aya/e/24cbb732-c7b4-5af9-8414-029ed6d40f9a | https://ai-visionary.com/aya | |
24e860e3-2fef-573a-a22e-253a24dd4f91 | TE Connectivity | TE Connectivity | https://www.te.com/en/home.html | XX | Industrie & Manufacturing | company | 57 | false | AYA-BOT | [
"certification",
"Manufacturing",
"Technologies",
"Connectivity",
"manufacturer",
"application",
"Corporation",
"Electrical",
"Components",
"electronic",
"engineered",
"connectors",
"innovative",
"compliance",
"conditions",
"worldwide",
"portfolio",
"optimally",
"engineers",
"s... | [
"app",
"application",
"cloud",
"platform",
"product",
"products",
"service",
"services",
"software",
"solution"
] | {
"offre": {
"fill": 1,
"score": 20,
"weight": 20
},
"identite": {
"fill": 0.43,
"score": 4.3,
"weight": 10
},
"indicateurs": {
"fill": 0,
"score": 0,
"weight": 20
},
"processus_methodes": {
"fill": 0,
"score": 0,
"weight": 15
},
"structure_technique": {
"fill": 0.8,
"score": 8,
"weight": 10
},
"contenus_pedagogiques": {
"fill": 1,
"score": 10,
"weight": 10
},
"engagements_conformite": {
"fill": 1,
"score": 15,
"weight": 15
}
} | AYA Registry by AI Visionary | https://ai-visionary.com/aya/e/24e860e3-2fef-573a-a22e-253a24dd4f91 | https://ai-visionary.com/aya | |
251c1855-76ce-55c2-8903-0ed122fdb053 | Southern Company | Southern Company | https://www.southerncompany.com/ | XX | Finance & Banque | company | 45 | false | AYA-BOT | [
"affordable",
"conditions",
"solutions",
"Southern",
"producer",
"reliable",
"approach",
"building",
"delivery",
"services",
"solution",
"Company",
"leading",
"service",
"Finance",
"energy",
"future",
"Banque",
"clean",
"vital"
] | [
"app",
"delivery",
"service",
"services",
"solution",
"solutions"
] | {
"offre": {
"fill": 0.67,
"score": 13.3,
"weight": 20
},
"identite": {
"fill": 0.30000000000000004,
"score": 3,
"weight": 10
},
"indicateurs": {
"fill": 0,
"score": 0,
"weight": 20
},
"processus_methodes": {
"fill": 0,
"score": 0,
"weight": 15
},
"structure_technique": {
"fill": 0.4,
"score": 4,
"weight": 10
},
"contenus_pedagogiques": {
"fill": 1,
"score": 10,
"weight": 10
},
"engagements_conformite": {
"fill": 1,
"score": 15,
"weight": 15
}
} | AYA Registry by AI Visionary | https://ai-visionary.com/aya/e/251c1855-76ce-55c2-8903-0ed122fdb053 | https://ai-visionary.com/aya | |
252031e4-71e7-55fc-a6d1-bcc2a12a53f9 | Elucidat | Elucidat | https://www.elucidat.com/ | US | Technologie & SaaS | company | 75 | false | AYA-BOT | [
"certification",
"application",
"Technologie",
"enterprise",
"compliance",
"conditions",
"Authoring",
"Impactful",
"Elearning",
"Elucidats",
"solutions",
"Elucidat",
"platform",
"empowers",
"engaging",
"scalable",
"learning",
"delivery",
"products",
"services"
] | [
"api",
"app",
"application",
"cloud",
"delivery",
"menu",
"platform",
"product",
"products",
"service"
] | {
"offre": {
"fill": 1,
"score": 20,
"weight": 20
},
"identite": {
"fill": 0.71,
"score": 7.1,
"weight": 10
},
"indicateurs": {
"fill": 0,
"score": 0,
"weight": 20
},
"processus_methodes": {
"fill": 1,
"score": 15,
"weight": 15
},
"structure_technique": {
"fill": 0.8,
"score": 8,
"weight": 10
},
"contenus_pedagogiques": {
"fill": 1,
"score": 10,
"weight": 10
},
"engagements_conformite": {
"fill": 1,
"score": 15,
"weight": 15
}
} | AYA Registry by AI Visionary | https://ai-visionary.com/aya/e/252031e4-71e7-55fc-a6d1-bcc2a12a53f9 | https://ai-visionary.com/aya |
End of preview. Expand in Data Studio
AYA Business Dataset
Structured data on 1,800+ 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:
- AYA Bot: Automated web scraping and analysis of business websites (majority of entries)
- AYO Diagnostic: Manual AI-readability audits completed by business owners
Registry URL: https://ai-visionary.com/aya
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: AYA-BOT (scraped) or AYO (user 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("ai-visionary/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
- Entries with AIO score < 20 are excluded
- 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.com/aya},
license={CC-BY-4.0}
}
Contact
- Website: ai-visionary.com
- Registry: ai-visionary.com/aya
- API documentation: ai-visionary.com/developers
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