Our Comprehensive Retrieval-Augmented Solutions
Our RAG development services deliver secure, scalable, and accurate document intelligence, from ingestion to spoken answers.
Multilingual Document Q&A
Citizens query government documents in their preferred language. The system retrieves the most relevant passages and generates answers grounded in the official source, so responses stay reliable.
Intelligent Chunk Retrieval
Documents are split into meaningful chunks, converted into high-quality multilingual embeddings and stored in Pinecone for fast, precise semantic search.
Bodo ↔ English/Hindi Translation
Built-in translation connects Bodo with English and Hindi, so questions and answers move between languages without losing meaning.
Text-to-Speech Audio Answers
Every answer can be delivered as audio as well as text, making government information accessible to people who prefer listening or have limited literacy.
Capabilities That Set It Apart
The platform processes official documents and answers citizens’ questions in text and audio, in the language they choose.
Official Document Processing
Reliable Multilingual Q&A
Bodo ↔ English/Hindi Translation
Multilingual Embeddings
Pinecone Chunk Retrieval
Gemini Answer Generation
Text-to-Speech Output
Built for Government
Text Answers
Audio Answers
Our Technology Leadership
We combine proven AI components into one dependable pipeline that delivers accurate, multilingual answers.
Gemini LLM
Pinecone Vector Database
Multilingual Embeddings
Translation Engine
Text-to-Speech
How the RAG Workflow Works
From a citizen's question to a spoken answer, in six steps.
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1Document ingestion Official government documents are processed and split into searchable chunks.
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2Multilingual embeddings Each chunk is converted into a high-quality embedding that works across languages.
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3Translation when needed Bodo questions are translated to English or Hindi, and answers are translated back.
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4Retrieval with Pinecone The most relevant chunks are found by semantic similarity to the question.
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5Answer generation with Gemini Gemini writes a clear answer based only on the retrieved document content.
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6Text and audio output The citizen receives the answer as text and as generated speech.
Architecture & Delivery
An end-to-end design built for accuracy, language inclusion and public-sector reliability.
Where It Fits
Future-ready document intelligence for departments that serve citizens at scale.
Frequently asked questions?
It retrieves relevant passages from your documents and uses an LLM to write an answer from them. Ours also translates between languages and speaks the answer aloud.
It supports multilingual question answering, with translation between Bodo and English or Hindi.
Yes. Text-to-speech generation delivers each answer as audio as well as text.
Documents are chunked and embedded, stored in Pinecone, and the most relevant chunks are retrieved for each question before Gemini writes the answer.
