Client Story

Mapping the current status of Mannheim startup center companies

Using webAI, we analyzed former Mannheim startup center tenants to update domains, registrations, hyperlink structures, industry codes, and activity descriptions. The City of Mannheim received a detailed Excel file with actionable company insights.

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Product
ISTARI Markets
Customer segment
Economic Developers
Geography
Mannheim, Germany
The challenge

Lack of visibility into former startup tenants

The City of Mannheim wanted to better understand the current status of former startups from municipal innovation hubs such as MAFINEX and C-HUB. Key questions included: Are these companies still active? Where are they registered today? What industries do they operate in, and what online presence do they maintain? The city’s initial dataset - a list of company website URLs - was insufficient to derive meaningful trends or strategic insights for economic development planning. Without reliable insights, the city risked missing opportunities to measure the long-term impact of its startup ecosystem and identify success stories.

Our solution

Data enrichment and network analysis powered by webAI

ISTARI deployed its proprietary webAI technology to validate, enrich, and analyze the dataset provided by the City of Mannheim. This included identifying current domain statuses, analyzing hyperlink structures, and determining geographical server redirections. We also applied NLP-based classification to generate concise activity descriptions and assign each company a relevant industry code. The enriched dataset was delivered in a structured data file, enabling clear exploration of business status, activity levels, industries, and online engagement.

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The impact

Actionable insights into the startup ecosystem

With a detailed and up-to-date dataset in hand, the City of Mannheim now has a clear view of how its former startup tenants have evolved. The enriched insights allow for stronger reporting on the long-term effects of innovation centers, better support for regional business development, and a clearer mapping of Mannheim’s role within the broader startup ecosystem. The project showcased how AI can transform static records into actionable intelligence that benefits cities, innovation hubs, and economic development organizations alike.

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