AI Assistant Development for Optevo

Shehroze

Shehroze Bhatti

Optevo — AI Assistant for Modular Team Collaboration Platform
Optevo is a modular collaboration platform that unifies communication, documents, tasks, and meetings. I led the development of its built-in AI assistant—designed to reduce context switching and give teams real-time insights directly inside their WorkPods.

Challenge

Teams struggled with scattered communication threads, disorganized files, and time-consuming manual workflows. The assistant needed to understand user activity, summarize discussions, organize tasks, and surface insights while preserving strict privacy and role-based access control.
Solution

Contextual AI Architecture

Designed a dual-layer system combining semantic understanding with secure, role-aware personalization.
Built contextual document + task understanding across all WorkPods.
Integrated RAG-based semantic search using Azure AI Search and OpenAI models.
Added inline writing assistance for summarization, paraphrasing, grammar correction, and clarity improvements.
Implemented smart nudges for deadlines, task creation, and content-quality suggestions.

AI Writing Companion

Embedded directly into Optevo’s QuillJS editor:
Inline grammar + tone improvements
Predictive autocomplete
Meeting/discussion summarization
Non-intrusive coaching UI
Context-based task suggestions

Backend & Architecture

Developed distributed AI microservices using Python (FastAPI + Flask).
Used Docker, PostgreSQL, and Redis for scalable indexing and real-time state.
Implemented JWT-secured, role-based access for private, personalized recommendations.
Built vector-based retrieval pipelines for user-specific file and message search.

Outcome

The AI assistant transformed Optevo into a smarter collaboration environment—reducing manual work, surfacing insights instantly, and helping teams communicate and organize more effectively without leaving their workspace.
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Posted Dec 8, 2025

Developed an AI assistant for Optevo's collaboration platform to enhance efficiency and organization.

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Clients

Optevo