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Kaapi

AI Infrastructure for the Development Sector

What is Kaapi?

Kaapi is Project Tech4Dev’s AI platform designed to accelerate responsible AI adoption across the global development ecosystem. Acting as a middleware layer, it enables platforms like Avni, Glific, Evidential, and Dalgo to seamlessly integrate AI functionality—without each having to build or maintain their own infrastructure.
 

Built as an API-first SaaS platform (launching early 2026), Kaapi will support NGOs with end-to-end AI workflows: conversation management, sector-specific co-pilots, input classification, document handling, and multi-language/multi-modal support—all guided by responsible AI practices.

Platform Architecture

Objective for the Development Sector

Core Features

AI-Assisted Conversation Management

  • Guardrails for safe outputs
  • Input classification & routing
  • Dynamic prompt management
  • Retrieval-Augmented Generation (RAG)
  • Fine-tuning for contextual accuracy

Input Classification

  • Filters out irrelevant inputs (e.g., greetings, gibberish)
  • Lightweight, on-premise classification to reduce costs
  • Routes messages based on context (e.g., LLM, human review, emergency escalation)

 Language & Document Support

  • Multi-language support including Indic & low-resource languages
  • Document workflows: PDF (OCR) → Markdown conversion, editing, approval, and knowledge base integration

Multi-Modal Capabilities

  • Speech-to-Text (STT) and Text-to-Speech (TTS)
  • Image/voice inputs to expand accessibility

Sector-Specific AI Co-Pilots

  • Starting with Healthcare, providing contextual support for program teams to aid decision-making and streamline operations.

Evaluation & Benchmarking

    • Assessment Pipelines: testing, grading, and feedback loops
    • Evaluation Framework: integrated with Evidential to assess quality, relevance, safety
    • Responsible AI Practices: contextual guardrails, bias checks, privacy safeguards, risk assessments
    • Model Ops: versioning, deployment, tracking
    • Dashboards: metrics for NGOs to track performance and insights in real-time