JCM//DEV/WORK/SAAS FOUNDER

SAAS FOUNDER

40+

hours recovered per week

40+ Hours Automated Weekly

Designed and deployed an internal AI workflow system — ingesting data from 6 sources, classifying, routing, and generating draft outputs automatically.

Hours Saved

40+/week

Items/Day

500+

Error Rate

< 0.5%

Delivery

6 weeks

THE PROBLEM

A SaaS founder was manually processing inbound data from 6 different sources — emails, form submissions, CRM updates, Slack messages, CSV exports, and API webhooks. Two people spent 40+ hours a week on this. It was high-error, slow, and bottlenecking growth.

THE SOLUTION

We built an AI-powered routing and classification system using Claude's API. Each input type had a dedicated parser. Claude classified priority and intent, routed to the correct workflow, and generated first-draft responses where applicable. Human review was kept for edge cases only.

THE OUTCOME

40+ hours reclaimed per week. Error rate dropped to near-zero. The team was redeployed to growth work. The system processes 500+ items per day with no human touch.

STACK

PythonClaude API (Haiku)Supabasen8nPostgreSQLAWS Lambda

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