Answer customer support questions instantly from a knowledge base

Answers customer questions from your knowledge base instantly, reusing past answers to save time and cost.

How the work actually flows

It branches. Exactly one path is taken; runs once per one per question asked.

Pattern: Multiple Instances without Synchronization (12) · Exclusive Choice (4) · Simple Merge (5)

flowchart TD trig>"customer sends chat message"]:::trig s0[["splits message into questions"]]:::mi s1["checks cache for answer"]:::task s2["checks quality and sends reply"]:::task trig --> s0 s0 --> s1 gx{"× answer already cached"}:::gate s1 --> gx p00["reuses cached answer"]:::task gx -->|"cache hit"| p00 p10["searches knowledge base"]:::task gx -->|"cache miss"| p10 p11["generates new answer"]:::task p10 --> p11 jn{"○ answer finalized"}:::gate p00 --> jn p11 --> jn jn --> s2 out[/"instant accurate support reply"/]:::out pay{{"saves support time and cost"}}:::pay s2 --> 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 itemOne path onlyPaths rejoinResultPayoff
Build size
Advanced

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

Business functions
AI Agents & Autonomous SystemsAI Chatbots & AssistantsKnowledge Base & RAGCustomer Support & Ticketing
Connects
OpenAIRedisLangCache

The problem it solves

Your support team answers the same questions over and over, and every answer takes time to look up even when you've answered it before. Customers wait while someone digs through documents to find the right information.

Who it fits

Best for a business running a customer support chat, help desk, or knowledge-base assistant with a library of support content.

How it works

  1. Triggers when a customer sends a chat message
  2. Breaks multi-part questions into individual questions
  3. Checks a cache first for a previously given, high-quality answer
  4. Searches your knowledge base and generates a new answer if there's no match
  5. Checks the answer's quality, saves it, and sends a single combined reply
What you get

Answers ready before a rep opens the ticket

Customers get instant, accurate answers pulled from your knowledge base, keeping support fast around the clock.

What you get

An instant, accurate reply to the customer, drawn only from your own knowledge base.

What you need

Accounts for a cache service, a vector database, and an OpenAI API key.

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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