Software · Artificial Intelligence
From AI product engineering to 12 customer deployments
Eruditego supported the development of Friday365, an advanced sovereign conversational AI platform, from Microsoft 365 integration and UX design through production deployment.
- Customer
- TowardsChanges / Friday365 · Approximately 50 employees
- 1
- year
- 12
- customer deployments
- Azure AI
- AI platform
- Microsoft 365
- integration

The challenge
Bringing advanced conversational AI into the Microsoft 365 workspace
TowardsChanges needed specialist support to integrate a sovereign conversational LLM platform with Microsoft 365 and build advanced interactions around users' working data.
The challenge combined AI product design, Microsoft ecosystem integration, data flows, identity and user experience.
Eruditego’s role
Product engineering across AI, Microsoft 365 and UX
- 01Generative AI feature design
- 02Microsoft 365 integration
- 03Data retrieval workflows
- 04Data publishing workflows
- 05UX/UI design
- 06Azure architecture support
- 07Microsoft Entra ID integration
- 08Early customer deployment support
Solution
Connecting sovereign AI with Microsoft 365
Eruditego worked across the product stack to connect Friday365 with Microsoft 365, support AI-driven functionality and improve the user experience of the platform.
- 01
AI capabilities
Support for advanced generative AI features and conversational workflows.
- 02
Microsoft 365 connectivity
Integration with the Microsoft ecosystem to retrieve and publish working data.
- 03
Identity & access
Integration with Microsoft Entra ID for Microsoft ecosystem connectivity.
- 04
UX / UI
Product interface and user experience work to make advanced AI functionality usable in real-world scenarios.
Product delivery
From product design to real customer deployment
- 1Product architecture
- 2Microsoft 365 integration
- 3AI capability implementation
- 4UX/UI refinement
- 5Production readiness
- 6Customer deployment support
Results
From development to 12 customer deployments
- 12 customers deployed
- 1 year of collaboration
- Multi-technology SaaS stack
- Production deployment support
The solution was successfully brought to production and deployed to 12 customers, demonstrating the ability to move from architecture and product design to real-world adoption.
Why it matters
This project illustrates Eruditego's product-engineering capability — not only implementing Microsoft 365 solutions, but helping software vendors build products on top of the Microsoft ecosystem.
Technology stack
- Azure AI
- Azure
- Microsoft Entra ID
- React
- Node.js
- Python
Building a product on top of Microsoft 365?
Eruditego combines Microsoft 365 expertise, product engineering and AI integration to help software teams move from concept to production.

