Case StudiesMagnitudeminds Inc.AI Platform / Business Automation

Engineering an agentOS for implementing, managing, and monitoring AI agents

2025Product Engineering

A ground-up product build for our US product arm: a multi-tenant agent platform where businesses run, manage, and monitor AI agents across departments. Our engineers built the orchestration, monitoring, cost tracking, and context layers, first proven internally as BusinessLM and now shipping as Firedesk by Magnitudeminds Inc.

Full-Stack AI Product DevelopmentAI Agent DevelopmentMulti-Agent OrchestrationPerformance Monitoring
100%
Agent framework support
95%
Function calling success rate
3.8s
Average response time with tool use
10x
Faster expense workflows in internal use
Engineering an agentOS for implementing, managing, and monitoring AI agents

Transforming Magnitudeminds Inc. with AI Innovation

A ground-up product build for our US product arm: a multi-tenant agent platform where businesses run, manage, and monitor AI agents across departments. Our engineers built the orchestration, monitoring, cost tracking, and context layers, first proven internally as BusinessLM and now shipping as Firedesk by Magnitudeminds Inc.

Deliverables

Department agent orchestration system

Multi-agent workflow coordination with intelligent task routing

Agent performance dashboard with KPI monitoring

Agent cost monitoring and tracking

Omni-context system for connecting agents, files, and actions

Custom AI-driven user onboarding with external agent integration

LangSmith integration for comprehensive agent insights

Results & Impact

Achieved 95% function calling success rate across executions

Maintained 3.8s average agent response time with tool use

Cut expense recording from minutes to seconds in internal operations

Ran marketing, accounting, and operations agents in daily production use

Enabled framework-agnostic agent integration (no vendor lock-in)

Matured into Firedesk, the commercial platform by Magnitudeminds Inc.

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