AskHandle
AI agent builder

The AI agent builder.

Node list, canvas, and test chat in one place. Add a Router, connect document search, data search, and human handoff, and try the same builder you use in the product.

Visual canvasPurpose-built nodesGrounded by your data
Node picker

Routing

Router

Routes every message

AI

AI Answer

Document Search

Data Search

AI Form

Flow control

Human Handoff

Pause AI and create a ticket for a human agent

More nodes coming · Mix and match in the AI agent builder

Live builder

Try the AI agent builder

Add a Router, drop skills on the canvas, and test the chat. This is the same builder you use in the product. Use a wide screen to see the node list, canvas, and test chat together.

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All nodes

Explore every building block

Select a node to see its mechanics, supported sources, best-fit use cases, and what to avoid.

Router

Read every message and send the conversation down a matching path

Every messagerouter

The conversation orchestrator. By default the Router reads every incoming message and routes it to the matching node. Switch it to first message only when the path should stay fixed once chosen.

Core mechanics

  • Intent-based routing: define intents and map each one to a node
  • Default mode: re-classify every message so the agent can change subject
  • First-message-only mode: route once and stay on that path
  • Fallback path when intent is unclear

Best for

Support, sales, and ops agents that handle more than one kind of request on the same number or web messenger.

Anti-pattern

When every inquiry follows the same path, Start node can connect directly to a specific node for a simpler, more straightforward flow without a Router.

Common use cases

See how nodes connect

Nodes compose into reusable workflow patterns. Here are three common ones — you can mix and match to match your use case.

Support

Multi-topic support agent

The Router classifies each incoming message and sends it to the right node. Policy questions go to Document Search. Pricing or catalog lookups go to Data Search. Casual conversation goes to AI Answer.

Router
routes to
Document SearchPolicy questions
Data SearchCatalog & pricing
AI AnswerGeneral chat
See AI support automation →
Sales

Inbound intake agent

The Router reads the message and picks a path. Sales inquiries enter a structured Question Flow for lead capture. Support questions go to Document Search. Everything else gets an AI Answer.

Router
routes to
MessageSales intent
Document SearchSupport intent
AI AnswerEverything else
See sales & lead capture →
Research

Multi-source research agent

The Router sends each question to the best source. Product and pricing queries hit Data Search. Internal documentation goes to Document Search. Open questions go to AI Answer.

Router
routes to
Data SearchInternal tables
Document SearchInternal docs
AI AnswerOpen questions

Human-in-the-loop capability

Human Handoff

Human Handoff extends your AI agent with human expertise: when a conversation benefits from deeper context or action beyond the AI’s scope, it smoothly brings in a human agent without breaking the flow. It integrates with HubSpot, Intercom, webhooks, and native WhatsApp or Meta handoff, then hands control back to AI when ready.

Seamlessly involve a human agent when needed.

Under the hood

Technical foundations

The design decisions that make workflow-based agents more reliable and predictable than prompt-chained alternatives.

Architecture

Connected workflow logic

Agents run on modular workflows, not fragile prompt chains. Each message activates only required nodes, keeping the experience fast, predictable, and easy to expand across support, sales, booking, onboarding, and more.

Retrieval

Retrieval before generation

Document and Data Search nodes retrieve the right information before a response is generated. This keeps answers grounded in your actual business context instead of relying on guesses, generic replies, or outdated prompt instructions.

State

Structured memory for leads

Question Flow stores key customer details as separate fields, such as name, budget, service need, or timeline. Each field can be validated and updated independently, so one correction never disrupts the full conversation.

Routing

Live intent routing

The Router classifies intent on every message by default, not only at the start. When a customer's goal changes, the agent switches path without menus or extra routing nodes. First-message-only is a setting on the same node.

Why it works

Built for real business operations

Every node is designed for a specific job, so your workflows stay accurate, structured, and reliable in production.

Purpose-built retrieval

Documents and structured data are handled differently, ensuring every query returns precise, reliable results.

Grounded answers

Every response is anchored to real data retrieved in real time, keeping outputs aligned with your sources.

Structured data stays structured

Values like prices, IDs, and records are pulled directly from source fields—never guessed or reformatted.

Smart routing in real time

Each message is automatically routed to the right node, adapting instantly as user intent evolves.

Designed for reliability

Workflows are built on controlled retrieval and structured outputs, so behavior stays consistent across every interaction.

Actionable user inputs

Capture exactly what you need, from bookings to onboarding, using structured flows you can act on immediately.

How it works

Launch in three simple steps

No infrastructure to manage, no prompt frameworks to learn. Just connect, build, and deploy.

01

Connect your knowledge

Upload documents, spreadsheets, or any other knowledge. Your content becomes the retrieval layer that grounds every answer.

02

Build your AI agent

Connect nodes together in the visual workflow editor. Each node has a single, clear job — no prompt engineering required.

03

Deploy anywhere

Go live on web messenger, a shareable chat page, WhatsApp, or API in minutes. Your agent handles conversations immediately.

Ready to build?

Start building your first AI agent today.

Every node you need is waiting in the editor. Start free and build your first AI agent in minutes.