Magister AI
Because Vibes Don't Scale
An Ops Headache and
a Trust Crises
Developers across enterprise teams are drowning in AI initiatives they can’t see, control or trust. Every business unit is building with LLMs—prompting, experimenting, shipping—but there’s no shared visibility across teams.
Leaders are flying blind
Developers are improvising
Risk teams are anxious
And nobody knows what the hell is going to work and what isn’t
Magister provides the control plane for enterprises building with LLMs—so every prompt, model and decision can be observed, governed and improved.
It Brings:
Prompt-level visibility across teams, environments, and vendors
Versioning and trust telemetry so you know which outputs to trust—and why
Grading, routing, and experiment tracking to continuously improve prompt performance
Enterprise guardrails—semantic filters, evaluations, and rollback—without slowing down builders
We’re Not Selling AI Features
We’re Building
the Operating System
Explore Our Product Suite
Developer OS
AI Task Routing Software for Skill Development
Transform how your teams grow by matching tasks to learning objectives. Our system identifies which work should go to AI, which builds developer expertise, and which drives innovation.
Magisteral OS
Central AI Management Platform
The control plane for all AI interactions. Manage costs, connectivity, and model selection while creating unprecedented transparency through trust scoring and complete decision provenance.
Interview OS
AI-Powered Technical Assessment
Move beyond gameable coding tests. Use public data sources and capability mapping to identify candidates with proven skills before expensive interview rounds.
Built by Industry Veterans Who Understand the Problem
Our founders met training in Brazilian Jiu-Jitsu—a martial art built on pressure testing and transparent feedback. This philosophy drives everything we build:
- 25+ years of AI experience across healthcare, enterprise software, and developer tooling
- 30+ patents in innovation and artificial intelligence
- Run by seasoned Fortune 500 leaders
- Deep enterprise knowledge–we’ve been the buyers of AI solutions, not just the builders
Vibes Don’t Scale and
Trust is Earned
Stop treating AI like a black box.
Productivity Gains
Intelligent task routing increases team output while reducing context switching between AI tools. Optimized model costs and usage deliver immediate ROI through smarter resource allocation.
Developer Satisfaction
Gamified skill development with clear progression keeps teams engaged. Meaningful work allocation builds expertise while consistent feedback mechanisms drive continuous improvement.
Enterprise Confidence
Complete AI decision auditability provides the transparency leadership demands. Provable ROI through skills growth metrics and risk mitigation through trust scoring give executives confidence in AI investments.