ZIRCONIAN

OUR STORY

We're building the feedback loop AI training never had.

Companies are buying AI tools but not measuring whether they work. Employees are using AI but can't tell if they're getting better. We fix that.

THE PROBLEM NICK SAW

In 2025, companies were spending tens of thousands per month on AI subscriptions. When asked what the ROI was, the answer was always the same: “We think it's helping.”

The token spend data was locked at the admin level. Employees had no way to know if their prompts were efficient or wasteful. Training existed - but it was built for engineers, not the marketers, ops leads, and finance teams actually driving most of the spend.

No before/after measurement. No accountability. No framework. Just spend and hope.

74%

of enterprises have not achieved tangible AI value.

THE MISSION

Teach every professional to use AI with the same efficiency as the top 10%.

Not by teaching them to code. By teaching them to think about AI output versus AI cost - and giving them the tools, mentors, and community to improve that ratio continuously.

Learn. Build. Measure.

Learn

8-session curriculum. Free to all. Domain-specific cohorts so your examples are always relevant to your job.

Build

Hands-on with Claude API + n8n. Every cohort member builds at least one live automation using their actual work context.

Measure

Before/after efficiency report for every graduate. Tokens per task, task completion time, output quality. The only platform that measures this.

WHY COMMUNITY

3–15%

MOOC completion rate

vs
70–90%

cohort completion rate

The difference isn't the content. It's accountability, peer learning, and the fact that someone is watching. We built IMAnthropic as a community first because communities produce better learners - and because the #problem-statements channel is the curriculum. Real work problems, solved together, are what you remember.

What we actually believe.

Honest Metrics

No hockey sticks. Real before/after data.

Domain Specificity

Marketers learn marketing AI.

Peer > Lecture

Community over content.

Efficiency > Access

Teaching you to use AI well, not just to use more AI.

THE TEAM

Who's building this.

Nick Gupta

Founder

Three businesses running. One built to fix the AI training gap. Marketing background, AI/automation practitioner. Built Session 01 solo.

Mentor Network

Open

Domain experts with 7+ years experience and AI in their workflow.

Advisory

Open

EU AI Act specialist, enterprise L&D, community platform expert.

Join the community that measures what matters.