Skip to content
B2B-Lab
AI AgentsAgent system02 / 05 · Saint Petersburg

AI agents in sales case study: a sales team for a distributor

Lead qualification, equipment selection from a 40,000-item catalog, proposal preparation and handover to a manager.

Response time
< 30 s
Conversion to proposal
+38%
Client
Industrial equipment distributor
Timeline
5-week pilot, 3 months to the full system
Team
AI engineer, 2 developers, analyst

Challenge

What the client came with

Managers spent most of their day on routine work: sorting inbound requests, searching a 40,000-item catalog, checking compatibility and putting together commercial proposals. Responding to a customer took anywhere from a few hours to a full day, and some leads went to competitors.

Solution

What we did

  1. 01

    Qualification agent

    Parses requests from email, the website or messengers, asks for missing parameters and sets the priority.

  2. 02

    Product matching agent

    Searches the catalog and technical documentation (RAG), checks compatibility and stock availability.

  3. 03

    Proposal agent

    Builds a commercial proposal from the company template with current prices and delivery times.

  4. 04

    Manager oversight

    The manager sees the finished proposal and the agents' reasoning chain in Bitrix24, edits it and sends it in one click.

Features

  • Multi-agent orchestration with an action log
  • RAG over the catalog and technical documentation
  • Integration with Bitrix24 and the warehouse
  • Permissions and limits for each agent
  • Quality metrics dashboard

Results

  • Customer response in under 30 seconds
  • Request-to-proposal conversion up 38%
  • Managers focus on negotiations instead of searching for items

Contact

Always happy to discuss a new project.

Fill in the form — or a detailed brief if your requirements are already clear. We'll reply with an estimate and a plan.

  1. 01Tell us about your task, goals and timeline
  2. 02Get a clear estimate and plan
  3. 03Call with the head of the lab

hello@b2b-lab.ru