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Automating an Entire Operations Role with AI at AlgoEd

How SnapTask replaced a full-time operations function with a custom AI-driven MCP system — complete with human-in-the-loop security — and built automated sales outreach and enrichment pipelines.

Industry EdTech / Academic Competitions
Timeline [X weeks]
Key Result Full operations role automated

The Challenge

AlgoEd is a platform for academic competitions that connects students, educators, and institutions. As the platform grew, the operational demands of managing competitions, communications, partner outreach, and data management became overwhelming for the small team.

Key pain points included:

  • A full-time operations role dedicated almost entirely to repetitive, manual tasks
  • Sales outreach that was slow, unstructured, and lacked proper lead enrichment
  • Competition logistics — scheduling, notifications, scoring — requiring constant human oversight
  • No scalable way to grow without proportionally increasing headcount

Our Approach

SnapTask worked closely with AlgoEd's leadership to understand every operational workflow before designing a comprehensive automation strategy. The engagement unfolded in four phases:

01

Operations Mapping

We documented every task the operations role handled — from daily admin to competition logistics — categorizing each by complexity, frequency, and automation potential.

02

Custom MCP Architecture

We designed and built a custom Model Context Protocol (MCP) system that could autonomously handle operations tasks while maintaining built-in human-in-the-loop security for sensitive actions.

03

Sales Automation & Enrichment

We built AI-powered sales outreach pipelines that automatically identified, enriched, and engaged prospective partners and institutions — replacing manual research and cold outreach.

04

Deployment & Safeguards

We deployed the system with layered security measures, ensuring the AI could operate autonomously on routine tasks while flagging edge cases for human review. Comprehensive monitoring ensured reliability.

The Results

The transformation was dramatic and immediate:

1 FTE Entire operations role fully automated
[X]x Increase in sales outreach volume
[X]% Reduction in operational overhead
24/7 Autonomous operations with human-in-the-loop safety

"SnapTask completely automated our entire operations role with a custom AI-driven MCP system. What once required a full-time team member now runs autonomously with human-in-the-loop safeguards. They also built us incredible sales outreach automation that transformed how we acquire partners."

[Client Name] [Position], AlgoEd

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