About Taskora AI Agent

Taskora AI Agent showcases a fully modernized, AI-powered Retrieval-Augmented Generation (RAG) platform built to help enterprises efficiently manage, search, and analyze large volumes of documents with exceptional accuracy and minimal hallucination.

Automated file ingestion and preprocessing
Corpus and knowledge-base management
Embedding generation and vector storage
High-precision semantic search
LLM-powered responses using Mistral 7B

Overall, the solution delivers a reliable, transparent, and scalable AI knowledge platform—empowering enterprises to unlock insights from their documents with speed, precision, and cost efficiency.

Solution Highlights

Corpora & Document Management

Create, update, retrieve, and delete corpora (vector indexes).
Supports uploading PDF, CSV, Markdown, TXT, and raw text.

Automated RAG Workflow

Automatic chunking of document content.
Embedding generation via Pinecone Inference API.
Vector storage and similarity search through Pinecone serverless indexes.

LLM-Powered Semantic Answering

Retrieves top-k relevant chunks using Pinecone search.
Passes contextual data to Mistral 7B for accurate responses.

Interactive Google ADK Agent

Add text or documents
Add or delete corpora
View corpus details
Remove stored content
Run real-time semantic queries

Cost-Optimized Architecture

Replaces costly Vertex AI embeddings/vector DB with Pinecone.
Achieves a 76–100% reduction in overall RAG costs.

Document Processing

Users upload files through the ADK Web Agent UI.
FastAPI extracts/normalizes text and stores metadata in MySQL.
Content is chunked and embedded automatically.

Results achieved

Reduced document search time by 70–90%, delivering instant access to enterprise knowledge.
Cut research and manual review costs by 60–80% through AI-powered automation.
Optimized infrastructure costs by up to 76–100% with a scalable, serverless vector architecture.

Boosted team productivity by 40–60% via self-service semantic document search.
Improved answer accuracy by 90%+, significantly reducing hallucination risk.
Enabled scalable enterprise growth without proportional infrastructure cost increases.