Chapter 2: I am an AI model

I am an AI model: Online References and Recommended Readings

Core AI Technologies and Applications

This section provides resources that explain the underlying technologies and practical applications of various AI features, from personalized recommendations and conversational AI to image recognition and fraud detection.

(n.d.). Learn Introduction | Detecting Spam. Retrieved from https://codefinity.com/courses/v2/24d76e82-e376-49a2-947d-fc0e1a9b9bb7/42fd601a-c767-4e87-b62d-7c07b0927f3d/fb410829-10a6-4476-aef7-40b9d10a19db
(n.d.). What are AI, ML, and IoT?. Retrieved from https://www.crayon.com/resources/insights/ai-iot-ml/
Datrics AI. (n.d.). What is Anomaly Detection| Machine learning used cases. Retrieved from https://www.datrics.ai/articles/anomaly-detection-definition-best-practices-and-use-cases
(n.d.). Next Word Prediction with Deep Learning in NLP. Retrieved from https://www.geeksforgeeks.org/nlp/next-word-prediction-with-deep-learning-in-nlp/
(n.d.). Nlp Algorithms. Retrieved from https://www.geeksforgeeks.org/nlp/nlp-algorithms-1/
(n.d.). What is Natural Language Processing (NLP) Chatbots?. Retrieved from https://www.geeksforgeeks.org/nlp/what-is-natural-language-processing-nlp-chatbots/
Google for Developers. (n.d.). Collaborative filtering | Machine Learning. Retrieved from https://developers.google.com/machine-learning/recommendation/collabor/basics
Google Cloud. (n.d.). Vision AI: Image and visual AI tools. Retrieved from https://cloud.google.com/vision
(n.d.). What Is Deep Learning?. Retrieved from https://www.ibm.com/think/topics/deep-learning
(n.d.). What is content-based filtering?. Retrieved from https://www.ibm.com/think/topics/content-based-filtering
Kapture CX. (n.d.). Understanding Natural Language Processing: How AI Agents Work. Retrieved from https://www.kapture.cx/blog/inside-the-ai-agent-brain-how-natural-language-processing-works/
(n.d.). What Is Neural Machine Translation? Explained Simply. Retrieved from https://lokalise.com/blog/neural-machine-translation/
(n.d.). (PDF) Spam Detection Using Natural Language Processing. Retrieved from https://www.researchGate.net/publication/388163807_Spam_Detection_Using_Natural_Language_Processing
(n.d.). (PDF) Towards a Context Awareness System Using IoT, AI, and Big Data Technologies. Retrieved from https://www.researchgate.net/publication/389461139_Towards_a_context_awareness_system_using_IoT_AI_and_big_data_technologies
com. (n.d.). What Algorithms Are Used In NLP For Search Ranking? Retrieved from https://www.youtube.com/watch?v=tYrA-R5aGck
(n.d.). Understanding Chatbots and Natural Language Processing. Retrieved from https://smythos.com/developers/agent-development/chatbots-and-natural-language-processing/

AI in Business and Entrepreneurship

This section covers the practical applications of AI for entrepreneurs, focusing on workflow automation, productivity, content creation, customer relationship management, data-driven decision-making, and adoption rates in SMEs.

Artificial Intelligence (AI) Statistics for Small Business (Updated for 2025). (n.d.). ColorWhistle. Retrieved from https://colorwhistle.com/artificial-intelligence-statistics-for-small-business/
Arion Research. (n.d.). AI-Driven Decision Making: Transforming Business Strategies with Data. Retrieved from https://www.arionresearch.com/blog/ai-driven-decision-making-transforming-business-strategies-with-data-analytics
Emerge and Rise. (2025, June 25). Generative AI: A game-changer for entrepreneurs. Retrieved from https://emergeandrise.org/news/generative-ai-a-game-changer-for-entrepreneurs
Enterprise Nation. (2025, April 17). Adopting AI could increase small business productivity by up to 133%. Retrieved from https://www.enterprisenation.com/learn-something/adopting-ai-could-increase-small-business-productivity-by-up-to-133-per-cent/
ESCP Business School. (2025, January 13). AI and Productivity: Transforming Modern Workflows. Retrieved from https://escp.eu/news/artificial-intelligence-and-productivity-transforming-modern-workplace
(2025, January 23). Usage of AI technologies increasing in EU enterprises - News articles. Retrieved from https://ec.europa.eu/eurostat/web/products-eurostat-news/w/ddn-20250123-3
(n.d.). Use of artificial intelligence in enterprises - Statistics Explained. Retrieved from https://ec.europa.eu/eurostat/statistics-explained/index.php/Use_of_artificial_intelligence_in_enterprises
(n.d.). Ai browser automation: Web Automation vs Desktop Automation Comparison. Retrieved from https://fellou.ai/blog/ai-browser-automation-web-vs-desktop-automation-comparison/
(2025, March 31). How AI Is Transforming Business Process Automation in 2025. Retrieved from https://www.flowforma.com/blog/ai-business-process-automation
G7 ITALY. (2024, March 15). G7 INDUSTRY, TECHNOLOGY AND DIGITAL MINISTERIAL MEETING. Retrieved from https://www.g7italy.it/wp-content/uploads/G7-Industry-Tech-and-Digital-Ministerial-Declaration-Annexes-1.pdf
go.jp. (2024, March 18). Results of G7 Industry, Technology and Digital Ministerial Meeting. Retrieved from https://www.digital.go.jp/en/news/fb5e5973-1eb0-43c8-90c1-543533b2d496
(n.d.). Streamline Your Entire Business With a Free CRM. Retrieved from https://www.hubspot.com/products/crm
(n.d.). Analytics Tools and Solutions - IBM. Retrieved from https://www.ibm.com/solutions/analytics
(2024, January 18). Benefits of Chatbots | IBM. Retrieved from https://www.ibm.com/think/insights/unlocking-the-power-of-chatbots-key-benefits-for-businesses-and-customers
(2025, April). Artificial Intelligence and Productivity in Europe, WP/25/67. Retrieved from https://www.imf.org/-/media/Files/Publications/WP/2025/English/wpiea2025067-print-pdf.ashx
gov.it. (2024, October 15). The G7 Tech and Digital Ministerial Meeting in Cernobbio on 15 October 2024. Retrieved from https://innovazione.gov.it/notizie/articles/en/the-g7-tech-and-digital-ministerial-meeting-in-cernobbio-on-15-october-2024/
ai. (n.d.). Instantly.ai - Sales Engagement & Lead Intelligence. Retrieved from https://instantly.ai/
(2025, April 8). AI Can Improve US Small Business Productivity. Retrieved from https://itif.org/publications/2025/04/08/ai-can-improve-us-small-business-productivity/
Linkody's Blog. (2024, March 15). Is generative AI the future of content marketing. Retrieved from https://blog.linkody.com/marketing/generative-ai-for-content-marketing
(2025, June 23). Best AI CRM Platforms for Startup Founders (2025 Guide). Retrieved from https://marketful.com/blog/best-ai-crm/
Master of Code. (n.d.). AI Workflow Automation: Boost Productivity by 4.8x | 2025 Guide. Retrieved from https://masterofcode.com/blog/ai-workflow-automation
(n.d.). Artificial Intelligence in SMEs: Enhancing Business Functions Through Technologies and Applications. Retrieved from https://www.mdpi.com/2078-2489/16/5/415
(2025, January 24). The 30 Best AI Automation Tools (+ How to Boost Efficiency). Retrieved from https://www.moveworks.com/us/en/resources/blog/best-ai-automation-tools-for-efficiency
PricewaterhouseCoopers (PwC). (n.d.). AI and the workforce: The changing nature of work. Retrieved from https://www.pwc.com/gx/en/issues/data-analytics/artificial-intelligence/ai-and-the-workforce.html
(n.d.). AI in Small Business: Decoding the Benefits for SMEs. Retrieved from https://profiletree.com/ai-in-small-business/
(n.d.). (PDF) The Role of AI in Transforming SMEs: Boosting Competitiveness through Digital Innovation. Retrieved from https://www.researchgate.net/publication/384441687_The_Role_of_AI_in_Transforming_SMEs_Boosting_Competitiveness_through_Digital_Innovation
(n.d.). (PDF) AI-Powered Decision-Making in Business: Unlocking Insights for Operational Excellence and Market Innovation. Retrieved from https://www.researchgate.net/publication/385906631_AI-Powered_Decision-Making_in_Business_Unlocking_Insights_for_Operational_Excellence_and_Market_Innovation
com. (n.d.). The Benefits of AI in Business Management for SMEs. Retrieved from https://sphinxjsc.com/blog/the-benefits-of-ai-in-business-management-for-smes
(2025, July 25). Generative AI for Marketing Content Creation. Retrieved from https://www.turboinnovate.com/stories/generative-ai-for-marketing-content-creation
University of St Andrews. (2025, April 17). Adopting AI could boost the productivity of small and medium businesses by up to 133%. Retrieved from https://news.st-andrews.ac.uk/archive/adopting-ai-could-boost-the-productivity-of-small-and-medium-businesses-by-up-to-133/
Ujwary-Gil, A., & Florek-Paszkowska, A. (Eds.). (2025). AI, Analytics and Strategic Decision-Making (1st ed.). https://doi.org/10.4324/9781003507840

AI Workforce and Skills Development

This section provides resources related to the AI skills gap, workforce readiness, and the perception of AI among employees and employers in small and medium-sized enterprises.

Hyland Software. (n.d.). Effective Strategies to Bridge the AI Skills Gap. Retrieved from https://www.hyland.com/en/resources/articles/ai-skills-gap
plos.org. (n.d.). Navigating the AI landscape in SMEs: Overcoming internal challenges and external obstacles for effective integration. Retrieved from https://journals.plos.org/plosone/article/file?type=printable&id=10.1371/journal.pone.0323249
Personnel Today. (2024, September 10). One-third of SMEs think AI can positively transform workplaces. Retrieved from https://www.personneltoday.com/hr/smes-ai-positive/
(n.d.). Building AI Competency in SMEs: Training and Development Strategies. Retrieved from https://www.researchgate.net/publication/392027257_Building_AI_Competency_in_SMEs_Training_and_Development_Strategies
(n.d.). The Impact of AI on SME Workforce Productivity and Skill Development. Retrieved from https://www.researchgate.net/publication/389031092_The_Impact_of_AI_on_SME_Workforce_Productivity_and_Skill_Development

AI Legal Compliance (EU AI Act)

This section contains resources specifically detailing the European Union's AI Act, including its risk-based approach, categories of AI systems, key mandated principles, and challenges for European SMEs.

Autoriteit Persoonsgegevens. (n.d.). EU AI Act risk groups. Retrieved from https://www.autoriteitpersoonsgegevens.nl/en/themes/algorithms-ai/eu-ai-act/eu-ai-act-risk-groups
European Court of Auditors. (n.d.). Special report 08/2024: EU Artificial intelligence ambition. Retrieved from https://www.eca.europa.eu/en/publications?ref=sr-2024-08
EU Artificial Intelligence Act. (n.d.). Article 14: Human Oversight. Retrieved from https://artificialintelligenceact.eu/article/14/
EU Artificial Intelligence Act. (n.d.). EU Artificial Intelligence Act | Up-to-date developments and analyses of the EU AI Act. Retrieved from https://artificialintelligenceact.eu/
EU AI Act. (n.d.). Key Issue 5: Transparency Obligations. Retrieved from https://www.euaiact.com/key-issue/5
European Union. (n.d.). AI Act | Shaping Europe's digital future. Retrieved from https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai
europa.eu. (n.d.). EU AI Act: first regulation on artificial intelligence | Topics. Retrieved from https://www.europarl.europa.eu/topics/en/article/20230601STO93804/eu-ai-act-first-regulation-on-artificial-intelligence
(n.d.). Impact of EU Regulations on AI Adoption in Smart City Solutions: A Review of Regulatory Barriers, Technological Challenges, and Societal Benefits. Retrieved from https://www.mdpi.com/2078-2489/16/7/568
Pinsent Masons. (n.d.). A guide to high-risk AI systems under the EU AI Act. Retrieved from https://www.pinsentmasons.com/out-law/guides/guide-to-high-risk-ai-systems-under-the-eu-ai-act#:~:text=For%20example%2C%20AI%2Dbased%20biometric,in%20the%20context%20of%20law
um.si. (n.d.). ENHANCING AI ADOPTION IN EUROPEAN SMES: A R EFERENCE MODEL FOR SECURE AND ETHICAL INTEGRATION. Retrieved from https://press.um.si/index.php/ump/catalog/view/947/1465/5321
Sopra Steria. (n.d.). Your EU AI Act Summary: 8 things leaders need to know. Retrieved from https://www.soprasteria.be/newsroom/blog/details/your-eu-ai-act-summary-8-things-leaders-need-to-know
Trail-ML. (n.d.). EU AI Act: Risk-Classifications of the AI Regulation. Retrieved from https://www.trail-ml.com/blog/eu-ai-act-how-risk-is-classified

AI Adoption Frameworks and Readiness

This section provides resources on theoretical frameworks, such as the Technology–Organization–Environment (TOE) Model, and practical considerations for assessing an organization's readiness to adopt AI technologies effectively.

ncl.ac.uk. (n.d.). Technology-Organization-Environment Framework - TheoryHub - Academic theories reviews for research and T&L. Retrieved from https://open.ncl.ac.uk/academic-teries/23/technology-organization-environment-framework/

AI Solution Evaluation and Procurement

This section compiles resources on best practices and critical considerations for choosing and evaluating AI features, covering aspects like accuracy, data quality, legal compliance, transparency, security, and vendor assessment.

(n.d.). AI Model Lifecycle Checklist · Healthcare AI Procurement Guide. Retrieved from https://coda.io/@aspen-tech-policy-hub/diagnosing-bias/ai-model-lifecycle-checklist-30
(n.d.). AI Vendor Questionnaire: Essential Questions to Ask. Retrieved from https://fairnow.ai/ai-vendor-questionnaire-questions/
Google Cloud. (n.d.). Responsible AI - Google Cloud. Retrieved from https://cloud.google.com/responsible-ai
Google Cloud. (n.d.). Responsible AI: Reliability and safety. Retrieved from https://cloud.google.com/responsible-ai/reliability-safety
(n.d.). What is AI accuracy?. Retrieved from https://www.ibm.com/topics/ai-accuracy
(n.d.). Responsible AI. Retrieved from https://www.ibm.com/artificial-intelligence/ai-ethics
ai. (n.d.). The Framework for Responsible AI. Retrieved from https://kore.ai/responsible-ai-framework/
(2025, March 7). Responsible AI checklist (updated 2025) | Ensure fairness and transparency in AI. Retrieved from https://lumenalta.com/insights/responsible-ai-checklist-updated-2025
Microsoft AI. (n.d.). Responsible AI Principles and Approach. Retrieved from https://www.microsoft.com/en-us/ai/principles-and-approach
(2025, March 12). Ethical AI Usage Checklist. Retrieved from https://www.novelvista.com/resources/pdf/blogs/other/Ethical-AI-Usage-Checklist.pdf
(n.d.). Responsible AI checklist and framework by Rupa Chaturvedi. Retrieved from https://www.reforge.com/artifacts/responsible-ai-checklist-and-framework-by-rupa-chaturvedi
Solutions Review. (2025, July 3). An AI Readiness Model Checklist with Recommended Web Tools. Retrieved from https://solutionsreview.com/an-ai-readiness-model-checklist-with-recommended-web-tools/

Large Language Models (LLMs) for Business

This section provides resources for understanding, selecting, and integrating Large Language Models (LLMs) for various business applications, including considerations for cost, privacy, customization, and scalability.

Bacancy Technology. (n.d.). How to Choose the Right LLM Model: 8 Factors & Models to Consider. Retrieved from https://www.bacancytechnology.com/blog/how-to-choose-the-right-llm-model
(n.d.). LLM Comparison: Choosing the Right Model for Your Use Case. Retrieved from https://botscrew.com/blog/llm-comparison-choosing-the-right-model/
Erre Quadro. (2025, July 14). How to Customize an LLM to Fit Your Company's Needs?. Retrieved from https://www.errequadro.ai/en/how-to-customize-an-llm/
(2025, May 28). ChatGPT vs Gemini vs Claude: A Detailed Comparison. Retrieved from https://kanerika.com/blogs/chatgpt-vs-gemini-vs-claude/
(n.d.). ChatGPT vs Claude vs Gemini: Feature Comparison. Retrieved from https://magai.co/chatgpt-vs-claude-vs-gemini-feature-comparison/
(n.d.). Public vs Private LLMs: Secure AI for Enterprises. Retrieved from https://www.matillion.com/blog/public-vs-private-llms-enterprise-ai-security
(n.d.). What measures ensure LLM compliance with data privacy laws like GDPR?. Retrieved from https://milvus.io/ai-quick-reference/what-measures-ensure-llm-compliance-with-data-privacy-laws-like-gdpr
Protecto AI. (n.d.). Enterprises Are Hesitant To Share Data With LLMs. Here's Why. Retrieved from https://www.protecto.ai/blog/enterprise-llm-privacy-concerns/
Research AIMultiple. (2025, August 5). LLM Fine-Tuning Guide for Enterprises in 2025. Retrieved from https://research.aimultiple.com/llm-fine-tuning/
(2025, August 5). Large Language Models (LLMs) Integration: How To Do It and Why. Retrieved from https://springsapps.com/knowledge/large-language-models-integration-how-to-do-it-and-why
(2025, February 4). Fine-tuning large language models (LLMs) in 2025. Retrieved from https://www.superannotate.com/blog/llm-fine-tuning
That API Company. (2025, August 8). Why You Shouldn't Just Use ChatGPT for Your Business (And What to Do Instead). Retrieved from https://thatapicompany.com/the-costs-of-using-chatgpt-in-your-business-and-what-to-use-instead/
(2025, February 21). Large Language Models (LLM) Integration Guide: A Business-Friendly Approach. Retrieved from https://yellow.systems/blog/llm-integration

AI Procurement, Contracts, and Internal Policies

This section provides resources on various types of contracts for AI software and services, considerations for LLM usage costs, intellectual property rights, and guidelines for establishing internal policies for responsible AI and LLM use within organizations.