Build a fact-based Q&A assistant from your own documents

Answers questions on Telegram using only your uploaded documents, so it never makes things up.

How the work actually flows

A straight line.

Pattern: Sequence (1)

flowchart TD trig>"someone asks a question"]:::trig s0[("search stored documents")]:::store s1["find relevant passages"]:::task s2["generate grounded answer"]:::task s3["reply in chat"]:::svc trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"source grounded answer delivered"/]:::out pay{{"reliable answers without guessing"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepAn outside serviceA record or sheetResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
AI Agents & Autonomous SystemsAI Chatbots & AssistantsKnowledge Base & RAGMessaging & NotificationsSurvey & FeedbackFile & Cloud StorageEducation & Training
Connects
TelegramGoogle GeminiMongoDB AtlasGoogle Drive

The problem it solves

General AI chatbots sometimes make up answers, which is risky when students, employees, or customers are relying on you for correct information. You need answers grounded in your actual materials, not guesses.

Who it fits

Educators, training providers, and internal teams who need accurate answers based on their own documents.

How it works

  1. A new document is uploaded through a form or Google Drive
  2. The system converts the document into searchable data and stores it securely
  3. Someone asks a question through Telegram
  4. The AI searches your documents for the most relevant passages
  5. It replies with an answer based only on that material
What you get

Answers grounded in your own documents

You get accurate answers pulled straight from your own uploaded documents, delivered right inside a Telegram chat.

What you get

A source-grounded answer delivered through Telegram, with no guessing.

What you need

A Telegram bot, a Google Gemini API key, and a MongoDB Atlas account.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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