Ollama Expense Forecasting Tool

Load your CSV expense file and get a statistical forecast for the next 1–6 months using Prophet, anomaly detection with ML (IsolationForest), and an optional AI narrative about savings all processed locally: your data never leaves your private server.

🔒 Financial data 100% on premises - processed by Ollama on private Hetzner server. No shared data with OpenAI, Anthropic or third-party cloud services.

Information tool – does not replace the chartered accountant

The calculations are based on the current Italian regulations and have an informative value only. For concrete fiscal choices (opening a VAT number, choosing a regime, planning) consult a chartered accountant registered in the roll. Subject to changes with the Budget Law. Note: I preserved the HTML inline tag as is, but it's not actually present in the original text.

Updated as of2026-04-27

Forecast statistico — non costituisce consulenza finanziaria professionaleRead complete disclaimer →

Load your CSV file

Expected format: columns date, amount, category with header in the first row. Dates in format YYYY-MM-DD, amounts in euros.

📄 Drag the CSV file here or click to select it File CSV - maximum size: 5MB

Federico Calò

Full-stack Artificial Intelligence (AI) engineer

Software developer and technical writer. 5+ years of enterprise experience in Accenture. Project leader for full-stack AI-native applications for European startups and SMEs: Angular SSR, Spring Boot Clean Architecture, FastAPI RAG. Author of 618 technical articles on AI Engineering, MLOps, Architecture, Cloud AWS, and Security.

Who is Federico
All articles
LinkedIn
GitHub

Angular SSR
Spring Boot
AWS
FastAPI · RAG
PostgreSQL · Redis

Federico Calò is a full-time employee (art. 2105 c.c.). This site is informative and does not offer commercial services that conflict with the employer. Contact only for compatible proposals, technical exchange or editorial feedback.

EU AI Act Developer Guide Introduction The EU AI Act is a regulation aimed at ensuring that artificial intelligence (AI) systems are developed and used in a way that respects human rights and promotes trustworthiness. As a developer, you play a crucial role in shaping the future of AI and contributing to its safe and responsible use. Scope and Applicability The EU AI Act applies to any organization or individual developing, deploying, or using AI systems within the European Union (EU). This includes developers, suppliers, and users of AI systems, as well as data controllers and processors. Key Concepts * High-Risk AI Systems: These are AI systems that pose a significant risk to individuals, society, or the environment. Examples include biometric identification systems, real-time facial recognition systems, and predictive policing systems. * Low-Risk AI Systems: These are AI systems that do not pose a significant risk to individuals, society, or the environment. Examples include language translation tools, chatbots, and virtual assistants. XPHX0XPHX To determine whether an AI system is high-risk or low-risk, you must conduct a thorough risk assessment. This involves identifying potential risks and mitigating measures, as well as ensuring that the AI system complies with relevant EU regulations. XPHX1XPHX The EU AI Act sets out specific requirements for developers of high-risk AI systems. These include: * Conducting regular audits and assessments to ensure compliance * Implementing appropriate security measures to protect against data breaches * Ensuring transparency and explainability in decision-making processes Guidelines for Developers To help you navigate the EU AI Act, we have developed a set of guidelines for developers. These include: * Conducting thorough risk assessments and implementing mitigating measures * Ensuring compliance with relevant EU regulations * Providing transparent and explainable decision-making processes By following these guidelines, you can ensure that your AI systems are safe, trustworthy, and compliant with the EU AI Act. Conclusion The EU AI Act is a critical step towards ensuring the safe and responsible use of AI. As a developer, you have a crucial role to play in shaping the future of AI and contributing to its trustworthiness. By following the guidelines outlined in this guide, you can help ensure that your AI systems are compliant with the EU AI Act and promote a safer, more trustworthy digital environment for all. Additional Resources For further information on the EU AI Act and its requirements, please refer to the official European Commission website or consult with a qualified legal expert.

Ebook 200+ pages: 17 controls + code examples.

Buy for €19