From raw data to reliablemarket insights

Developed over nearly a decade, our proprietary webAI technology turns open-source data into verified, decision-grade intelligence.

Science-based 360°Open-Source Intelligence

Market intelligence is only as strong as the data behind it. Traditional providers rely on standardized databases that are rarely updated and built on rigid industry codes and predefined filters. ISTARI takes a fundamentally different approach: Instead of pulling data from existing databases, we generate it specifically for each client, on demand from all open web sources.

Built on a decade of research into web-based market analysis

ISTARI's webAI technology is built on over a decade of foundational research in web-based market intelligence, led by PhD-level founders who helped shape the field. Unlike conventional providers that rely on standard AI models, ISTARI develops its own scientifically validated methodology. This approach is supported by more than 25 peer-reviewed publications and continuously validated through collaborations with leading international research partners.

Learn about our Research Partner Program
ETH Zürich
Harvard University
TU Munich
OECD
ZEW
LUISS University
Fraunhofer
FFG
LISER

The webAI method: Precision data through 100% OSINT

WebAI is based exclusively on Open Source Intelligence (OSINT). We use systematic analysis of publicly accessible web data — without gray markets, opaque sources, or compliance risks. This allows us to generate a customized, highly current data foundation for each of your specific questions.

The limits of general-purpose chatbots in strategicmarket intelligence

With the rise of powerful large language models, many organizations consider using chatbots for strategic market analysis. The limitation lies in their underlying architecture. While general-purpose models are designed to generate broad and versatile outputs, they face clear constraints when applied to specialized, high-stakes market intelligence, constraints that webAI is built to overcome.

01

Grounding

The problem of outdated training data

Standard models answer queries primarily from their training data, so essentially from "memory." As a result, the information generated this way can be outdated or plausibly fabricated ("hallucination").

WebAI always generates responses through live analysis. We validate facts in real time against official registries and current web data, and back every data point with transparent source references.

The Global Organization Index (GOI)

Our proprietary organization-level dataset and the foundation of everything we do. Comprising approximately 20 million active, verified organizations across 232 countries and territories, it is one of the most rigorously curated global indexes of its kind, built on validated and deduplicated data.

ISTARI platform – Global Organization Index

400M

Registry Collection

Systematic querying of national registries worldwide, enriched with open data sources.

40M

Domain Attribution

Attribution to identifiable web domains. Inactive or non-operational organizations are filtered out.

20M

Activity Verification

Verification of actively operated domains. Only active organizations remain in the final dataset.

Top countries by coverage

1
USA
3.6M
2
Germany
1.8M
3
UK
1.0M
4
Netherlands
778K
5
Italy
626K
6
Australia
602K

232

Countries and territories

Top industries (NACE)

Professional & Scientific18.03%
Wholesale & Retail13.05%
Manufacturing11.69%
Healthcare & Social8.39%
IT & Computing7.39%

22

Industry sectors (NACE)

Distribution of organizations by size

42.8%

Micro

0–9 employees

43.7%

Small

10–49 employees

8.8%

Medium

50–249 employees

4.8%

Large

250+ employees

See what a decade of data work reveals about your market

ISTARI.AI - Trusted Market Intelligence