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What if every agent knew what the others had already done?

Specialized agents in LIVOI work within a shared chat context. Each agent has its own task, its own instructions, its own tools and, if needed, its own model. When the user switches agents, the new agent knows the conversation so far, including the results of tool calls.

Core principle: one conversation, clear responsibilities

Section titled “Core principle: one conversation, clear responsibilities”

Picture a meeting with several experts: data analysis, sales, engineering and communications at the same table. You explain your request once, and each person picks up where the others left off as soon as you address them.

LIVOI works the same way: several specialized agents, one shared context. Nobody asks twice, nothing needs to be copied.

From a data lookup to a finished quote email
  • Knowledge
  • Custom tool
  • Model
  • Skill
  1. 1
    Knowledge Knowledge base agent

    Finds product data and prices in the stored files.

    rag_search_tool
  2. 2
    Custom tool Sales agent

    Gets the discount tier and delivery time live from the ERP and calculates the quote.

    get_customer_conditions
  3. 3
    Model Product advisor agent

    Summarizes the technical benefits using a model suited to technical content.

  4. 4
    Skill Communications agent

    Writes the quote email in the sales team's style.

    Skill: quote email
All four agents read and write in the same chat. Each result is immediately available to the next agent.
Shared chat context

All agents see the same conversation, attached files and results of earlier tool calls.

Tools per agent

The sales agent may query the ERP, the communications agent may not. Tools are assigned per agent.

Model per agent

LIVOI is model-agnostic. An agent for quick questions can use a fast model, an analysis agent a more capable one.

Agent selection in the chat

The user chooses the active agent directly in the chat. Attached files stay selected when switching.

User

Please find all stored product data and prices for the PC-XF300.

LIVOI toolrag_search_tool

3 matches in Price_list_2026.xlsx

Knowledge base agent

The PC-XF300 is available in three versions:
Standard: €1,890
Pro: €2,350
Pro XL: €2,790

Knowledge base agent → Sales agent

User

Calculate a quote for Müller GmbH, Standard version with express delivery.

Custom toolget_customer_conditions

Discount tier B (5%), express available

Sales agent

List price: €1,890.00
Discount (5%): -€94.50
Express surcharge: +€45.00
Final price: €1,840.50

Sales agent → Communications agent

User

Please turn this into a quote email for Mr. Müller.

Communications agent

Subject: Your personal quote for the PC-XF300



Dear Mr. Müller,


thank you for your interest in the PC-XF300. Your quote covers the Standard version including express delivery, so you can get started right away.


Your price: €1,840.50

Kind regards


Your sales team

What changes day to day

Before
  • One do-everything bot with an overloaded prompt
  • Information has to be entered multiple times
  • Context is lost when switching tools
After with LIVOI
  • Focused agents with a clear task and the right tools
  • Results passed on seamlessly in the same chat
  • Model and permissions chosen per agent
  • Clear separation of responsibilities and access rights
  • The same context reused without losing data
  • Scales by adding more specialized agents
  • The right model for each task instead of one model for everything