GStudio · Agent Building

Build AI agents that get the job done

Q: Can LoopAgent loop forever?

No. Loop control stops it after 25 turns or 5 errors by default, and you can also set a maximum token budget. It stops as soon as any limit is reached.

Q: Can an agent query business data?

Yes. Each agent has its own data tables that it can query in plain language and chart. Data in your business systems is connected through API, MCP or OAuth tools.

Q: Can AudioAgent answer phone calls?

Yes. AudioAgent offers 3 voice engines (end-to-end real-time voice, ASR + LLM + TTS, and LLM + TTS) and supports inbound phone calls through Twilio.

Q: What if an identity prompt edit goes wrong?

Every save creates a version, so you can compare two versions and restore the earlier one. Debugging and production are separate: debugging uses the latest saved version, while production runs only the published version.

LoopAgent searches knowledge, queries data and calls tools on its own until the request is resolved. For fixed procedures, orchestrate the steps with FlowAgent or Workflow.

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Why build agents in GStudio

Open-ended questions, no flowcharts
Support and business inquiries never follow a script. LoopAgent decides for itself whether to search knowledge, query data, call a business system or hand off to a person.
Fixed procedures stay controlled
Steps with compliance requirements run in FlowAgent or Workflow. Every run is logged, so you can pinpoint the step where something went wrong.
Build once, reuse everywhere
Tools, workflows and skills are reused across agents; knowledge bases and data tables belong to each agent and can be copied or moved to another. Identity prompts are versioned, so a bad edit can be rolled back.

Five agent types, matched to the job

Give open-ended, multi-step questions to LoopAgent. Give fixed procedures to FlowAgent or Workflow.

Loop iteration, for complex scenarios
After-sales and business inquiries that are open-ended and need several checks. Up to 25 turns by default, with an optional token budget
LoopAgent
Visual orchestration, clear steps
Conversations that must follow set steps, such as account opening or pre-qualification. 13 drag-and-drop components
FlowAgent
Single LLM, for simple scenarios
Q&A grounded in your knowledge base, with a source on every answer. 3 ways to display sources
Agent
Real-time voice, for voice service
Voice support and answering phone calls. 3 voice engines; inbound calls via Twilio
AudioAgent
Fixed steps, run automatically
Approvals and data processing that need no conversation, callable from your own systems. 16 node types; sync or async API calls
Workflow

Agent building at a glance

5Agent types
13FlowAgent components
16Workflow node types
50Skills per agent

Autonomous loop

How LoopAgent gets things done

Each turn, it decides what to do next, and stops when the job is done or a limit is reached.

01Understand the request

Reads the conversation context to work out what the user needs, and collects missing details with a form.

02Search the knowledge base

03Query data and chart it

04Call tools and skills

05Reply or hand off

06Loop control

Compose each agent from the capabilities it needs

Connect tools, workflows and skills once and use them in any agent; knowledge bases and databases belong to each agent and can be copied or moved to another when needed.

01Knowledge base

Give an agent one or more knowledge bases and recall relevant content when answering, with sources shown collapsed, as a list or as tags. Knowledge bases belong to the agent, and their content can be copied or moved to another agent.

02Database

03Tools

04Workflows

05Skills

06Memory

Control and traceability

Change with confidence, trace every run

Every change and every run after launch leaves a record.

01
Versioned identity prompts
Every save creates a version. Compare versions and roll back a bad edit at any time.
- Version History
- Version Compare
- Restore
02
Debug and production kept apart
Debugging uses the latest saved version; production runs only the published one.
- Debug
- Publish
03
A log for every run
Log details record the execution sequence, latency and credits used, so an issue traces back to a single step.
- Execution Sequence
- Latency
- Credits

Frequently asked questions

1. LoopAgent or FlowAgent: which should I use?

Use LoopAgent for open-ended questions that need several checks; it decides the next step itself. Use FlowAgent when the conversation must follow set steps. Use Workflow for processing that runs fixed steps without a conversation.

2. Can LoopAgent loop forever?

3. Can an agent query business data?

4. Can AudioAgent answer phone calls?

5. What if an identity prompt edit goes wrong?

Learn More About GPTBots’ Features

Explore GStudio

Agent Building

Agents that search knowledge, query data and call tools until the request is resolved.

Perform advanced tasks and solve problems dynamically

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Audio Agent Building

Real-time voice agents for support, phone lines and speaking practice.

Real-time voice agents that answer calls and talk on your website

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Workflow Building

Multi-step processes orchestrated visually and exposed as APIs.

No-Code AI Automation Platform

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Knowledge Base

Equip your AI Agent with extensive business knowledge

Learn more

Custom LLM

Enhance and maximize LLM capability with powerful tools

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No-Code Agent Builder

Build AI Agents with intuitive interface

Learn more

Build Smarter AI Agents Right Now

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Build AI agents that get the job done

Why build agents in GStudio

Open-ended questions, no flowcharts

Fixed procedures stay controlled

Build once, reuse everywhere

Loop iteration, for complex scenarios

Visual orchestration, clear steps

Single LLM, for simple scenarios

Real-time voice, for voice service

Fixed steps, run automatically

Agent building at a glance

Versioned identity prompts

Debug and production kept apart

A log for every run

Frequently asked questions

1. LoopAgent or FlowAgent: which should I use?

2. Can LoopAgent loop forever?

3. Can an agent query business data?

4. Can AudioAgent answer phone calls?

5. What if an identity prompt edit goes wrong?

Learn More About GPTBots’ Features

Agent Building

Audio Agent Building

Workflow Building

Knowledge Base

Custom LLM

No-Code Agent Builder

Build Smarter AI Agents Right Now