AI Platform Development for Context-Aware Collaboration

The Story

The client engaged FiftyFive Technologies to develop the second phase of their project intelligence platform. Following a successful MVP, the objective was to engineer industry-first AI capabilities that moved beyond reactive assistance. The mandate included building proactive AI, non-linear workflows, and real-time bidirectional integration with collaboration tools. FiftyFive deployed a full-cycle development team including a Project Manager, Technical Lead, Frontend and Backend Developers, Data Scientist, and QA Engineer.

The client operates in education technology and artificial intelligence, building next-generation collaborative platforms that integrate contextual project intelligence with advanced AI-driven automation for global users.

Abhay Mathur

Head of Mobile Development

Challenges

• > Context-Aware Document Intelligence – Summarize and analyze user-uploaded DOCX, PPTX, and PDFs in alignment with ongoing project discussions.

• > Proactive AI & Template Association – Detect missing project context, ask clarifying questions, and recommend templates with higher accuracy.

• > Non-Linear Guided Mode – Support backward navigation across project stages without data loss or logical inconsistency.

• > Bidirectional Miro Integration – Real-time, two-way sync where AI could interpret board edits and feed changes back into the conversation.

The Solution

• > Document Intelligence Service – Azure AI Document Intelligence + project-specific Azure AI Search for Retrieval-Augmented Generation.

• > Context Gap Analyzer – Middleware powered by fine-tuned GPT-3.5 to identify missing inputs and trigger proactive clarification workflows.

• > Guided Mode Orchestrator – Finite state machine (XState), MongoDB context storage, and dependency mapping for iterative, non-linear stage transitions.

• > Miro Integration Layer – Web SDK event listeners, webhook proxy, and AI-driven interpretation of board changes to maintain live sync.

The Outcome

FiftyFive delivered a scalable, AI-driven platform with measurable business impact. Bidirectional Miro sync achieved <3 second latency, reducing workflow delays. Proactive context gap analysis lowered template misapplication by ~70%, increasing efficiency and user adoption. Non-linear Guided Mode allowed seamless iteration, enabling faster decision-making and reduced rework. The solution positioned the client ahead of competitors by combining technical innovation with tangible productivity gains.