Work / AI automation / Live

Sales call summaries and CRM auto-update

A system that transcribes sales calls, writes summaries and next steps, and updates CRM fields so reps stop doing admin after every call.

Problem

Sales reps skipped call notes or wrote them hours later, so the CRM was incomplete and managers couldn't see what was happening in deals.

Objective

Turn every recorded call into an accurate summary, next steps and CRM updates that the rep can approve in one click.

Solution

  1. 01

    Call recordings are transcribed with speaker labels.

  2. 02

    An LLM produces a summary, objections, next steps and suggested field updates as structured output.

  3. 03

    Suggestions appear in the CRM for the rep to approve or edit, never overwriting data silently.

  4. 04

    A follow-up email draft is prepared from the call for the rep to send.

Architecture

01
Call recording
02
Speech-to-text
03
LLM analysis
04
Approval queue
05
CRM API
06
Email draft

AI workflow

01

Receive the recording when the call ends

02

Transcribe with speaker labels

03

Extract summary, next steps and field updates

04

Rep approves or edits in the CRM

05

Write approved changes and draft the follow-up

Technology & role

WhisperClaude APIPython / FastAPIHubSpot / Salesforce APIPostgreSQL
Our role

Workflow design, AI pipeline, CRM integration and approval UI.

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