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AI Implementation Capability Assessment and Development Planning: Towards a Tool for SMEs

Year of publication

2025

Authors

Kudryavtsev, Dmitry; Moilanen, Teemu; Laatikainen, Elisa; Khan, Umair Ali

Abstract

Small and medium-sized enterprises (SMEs) lag behind in AI adoption and require support to assess and enhance their AI implementation capabilities. Such support is often provided via advisory sessions, but there is a potential to automate these tasks partially. Needs analysis identified the following key requirements for the supporting tool: 1. Ability to suggest and select improvement actions (prescriptive functionality) in addition to the assessment of current state (descriptive functionality); 2. SMEs-focus, which is mostly reflected in the selection of maturity assessment indicators and emphasis on low maturity levels; 3. Completeness justification of AI implementation capability assessment. The existing AI maturity models do not satisfy all these requirements, so there is a need to develop a new tool. The paper presents an ongoing research project aiming to create an AI implementation capability development planning tool for SMEs (AICapDev). This tool will include a prescriptive maturity model for AI implementation capability and roadmap drafting component to prioritise and plan improvement action. The current paper presents the preliminary research results, more specifically problem definition and requirements specification, description of the AICapDev tool and its usage demonstration. The future work presented in the conclusion.
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Organizations and authors

Haaga-Helia University of Applied Sciences

Laatikainen Elisa

Moilanen Teemu

Kudryavtsev Dmitry Orcid -palvelun logo

Khan Umair Orcid -palvelun logo

Publication type

Publication format

Article

Parent publication type

Conference

Article type

Other article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A4 Article in conference proceedings

Open access

Open access in the publisher’s service

No

Self-archived

No

Other information

Fields of science

Computer and information sciences

Keywords

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Publication country

United States

Internationality of the publisher

International

Language

English

International co-publication

No

Co-publication with a company

No

DOI

10.1109/sami63904.2025.10883262

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes