Build an AI assistant that accurately answers complex questions

Breaks a complicated question into smaller pieces, checks each answer for relevance, then gives one clear, accurate response.

How the work actually flows

A straight line. Runs once per each sub-question generated.

Pattern: Multiple Instances without Synchronization (12)

flowchart TD trig>"team member asks question"]:::trig s0["break question into sub-questions"]:::task s1[["search knowledge base"]]:::mi s2["filter low quality results"]:::task s3["reason and answer"]:::task trig --> s0 s0 -->|"one per each sub-question generated"| s1 s1 --> s2 s2 --> s3 out[/"accurate answer from your own data"/]:::out pay{{"trustworthy AI answers to complex questions"}}:::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 stepRuns once per itemResultPayoff
Build size
Advanced

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

Business functions
AI Agents & Autonomous SystemsAI Chatbots & AssistantsKnowledge Base & RAGSpreadsheet & Database Ops
Connects
SupabaseOpenAI

The problem it solves

You've tried a basic AI chatbot on your business documents, but it gives vague or wrong answers to anything more complicated than a simple lookup. You end up not trusting it for real questions.

Who it fits

Businesses that want an internal AI assistant to answer detailed questions from their own knowledge base reliably.

How it works

  1. A team member asks a complex question in chat
  2. The AI breaks the question into smaller, targeted sub-questions
  3. Each sub-question searches your Supabase knowledge base for relevant information
  4. Irrelevant or low-quality matches are filtered out automatically
  5. The AI reasons through the results and replies with one clear answer
What you get

Clear answers pulled from your own data

Ask a complex question and get one clear answer pulled together from your own knowledge base instead of digging through documents yourself.

What you get

A detailed, accurate chat answer pulled directly from your own data.

What you need

A Supabase account and an OpenAI 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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