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AI/ML

Web app

Hugo Assist

Hugo Assist is an AI-powered platform that guides entrepreneurs in shaping their business ideas and strategies. Avinto developed the AI-driven system and integrated Miro Board to facilitate structured business planning.

Project Scope

The project involved designing and delivering an AI-powered strategy platform that could be easily embedded into external ecosystems.



  • Frontend development
  • Backend & infrastructure
  • Security & compliance
Problem 

Entrepreneurs, both new and experienced, often struggle to develop effective business strategies due to:

  • Lack of structured guidance
  • Limited access to strategic frameworks
  • Difficulty identifying blind spots
  • Unclear assessment of risk, scalability, and financial sustainability

Without structured reflection, promising ideas risk stagnation or misalignment.


Solutions

Hugo Assist acts as a digital strategy partner. Through AI-powered, interactive dialogue, Hugo:

  • Asks relevant and context-aware questions
  • Generates, visualizes, and organizes business model canvas structures in tldraw
  • Evaluates key business dimensions
  • Produces a structured evaluation report
  • Provides actionable recommendations

The result is a clear, data-driven assessment of a company’s business model - highlighting strengths, weaknesses, and concrete areas for improvement.

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Core Functionality

1. Intelligent Strategic Guidance

Hugo Assist provides smart, structured prompts across vision, customers, market, finance, risk, and scalability adaptable to any industry.


2. Dynamic Business Model Generation

User input is transformed into a Business Model Canvas, strategic summaries, and scored evaluations for measurable insights.


3. Actionable Strategic Assessment

Hugo delivers clear strengths, weaknesses, risks, and recommendations, ready for collaboration, workshops, and strategic planning.


Web Development

Key functional areas include:

  • AI-Driven Interactive Chat
  • Automated Business Model Generation
  • Evaluation Report with Actionable Recommendations
  • Collaborative Digital Board Integration
Technical Architecture

Frontend

  • Built with React.js, leveraging Next.js
  • Hosted on Vercel 
  • Delivered as an embeddable plugin/iframe
  • Responsive and easily integrated into external websites and platforms

Backend

  • Python-based backend hosted on Azure Container Apps
  • RESTful API architecture
  • Service-Oriented Architecture (SOA)
  • Secure HTTPS/TLS 1.2+ communication

Database

  • Scalable, fast Azure Database for PostgreSQL (Norway East)

AI Integration

  • OpenAI integration for intelligent processing
  • Carefully engineered prompts tailored for strategic insight
  • Data minimization principles applied
  • No API data used for training
  • Encrypted communication
  • Voice input
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