All Work
Sales Automation

Turned cold outreach into a 24/7 revenue engine.

A B2B software company's sales team was spending 65% of their time on manual prospecting, research, and follow-up — leaving barely any time to actually close. We automated the entire SDR workflow end-to-end.

More qualified meetings booked
80%
Reduction in manual prospecting time
< 8 min
Time from lead entry to first contact

The Problem

Their pipeline was inconsistent. Some weeks the team had too many leads to follow up with, other weeks nothing. Manual prospecting meant quality varied by rep. Promising leads went cold because follow-up was forgotten. The cost: a $30K/month payroll for work that could run automatically.

The Solution

We built a multi-agent system where each agent owns one part of the pipeline: finding leads, researching them, qualifying them against their ICP, updating the CRM, and sending personalized outreach — all without a human in the loop. The system runs continuously, surfaces only the qualified leads to the sales team, and never misses a follow-up.

Live Demo

Watch the system work a real lead from detection to sent email — no recording, running live.

AI SDR Pipeline — Live Run
🎯

Click “Run Demo” to watch the SDR system work a real lead end-to-end

Workflow in Action

Workflow Engine
🌐
Lead Source

Leads pulled from web, forms, or LinkedIn

🔍
Research Agent

Gathers company context, pain points, recent news

Qualification Agent

Scores lead against ICP — fit, intent, budget signals

📋
CRM Update

Writes qualified lead to HubSpot with full context

✉️
Personalized Outreach Agent

Drafts & sends hyper-personalized first email

🔄
Follow-up Sequence

Monitors replies, triggers timed follow-ups automatically

📅
Meeting Booked

Hot leads routed to calendar — rep only joins the call

Tech Stack

PythonLangGraphOpenAIClaude APIHubSpotGmail APIPlaywrightFastAPIPostgreSQLDocker

Client Feedback

Candice built us a system that books discovery calls while we sleep. Our team went from spending half their day on admin to spending all day closing. The ROI was visible within the first two weeks.

O
Operations Lead
B2B SaaS Company

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