THE COMMUNITY
The AI community where everyone's teacher and student.
Real work problems. Domain peers. Mentors from your field. The feedback loop AI training was always missing.
THE CORE
#problem-statements: real work, solved together.
Someone posts a real work problem. The community advises. The poster reports back on what worked. You learn from 40 people's problems, not just your own.
Trying to automate weekly campaign performance summaries. Claude keeps losing context after the 3rd report. Prompt structure attached - what am I missing?
7 replies
142 views
Built an n8n workflow for vendor quotes but it's spending 3× the tokens I expected. Anyone reviewed multi-step API workflows for efficiency?
12 replies
89 views
How do I structure a Claude prompt for regulatory text analysis that doesn't hallucinate citations? Need it reliable enough for compliance review.
9 replies
203 views
Every problem posted is a lesson for 40 people. Every solution shared builds the community's collective playbook.
THE SPACES
Public Spaces - Free
Announcements, introductions, ambient AI discussion.
Post real work problems, get real solutions from peers.
What's working, honest evaluations, new releases.
Share automations, prompts, workflows worth stealing.
Design, DevOps, Data, Operations, Marketing, Finance.
Private Spaces - Paid Tier
Your 20–40 cohort peers for 8 weeks. Private from the broader community.
Async thread - drop questions, get responses within 48 hours.
Final prep, peer support, efficiency review questions.
Permanent access post-certification. Job board, mentor pathway.
Free members can see the paid spaces - which makes what you get for $40/month visible and worth upgrading for.
DOMAIN FORUMS
Same AI. Different domain. Your exact use case.
Marketing
Content, campaigns, SEO, analytics
“SEO content briefs vs. full article generation - where's the ROI break-even?”
Operations
Process, logistics, vendor management
“n8n vs. Make for operations reporting - real-world comparison”
Finance
FP&A, compliance, risk, accounting
“Regulatory language in AI outputs - how do you validate?”
Design
UX, graphic, product design
“Using Claude to write design briefs vs. just using it for copy”
DevOps
Engineering, infrastructure, SRE
“PR review automation - what's your threshold for auto-block vs. suggestion?”
Data Science
Analytics, ML, data engineering
“Prompt structure for statistical interpretation vs. stakeholder summary”
Designed for engagement, not just access.
Average time to upgrade decision
Our onboarding is built around that reality. The free experience is designed to show you exactly what paid unlocks.
Free content trigger
When you've consumed 80% of free content, we surface the upgrade prompt. Not before.
First post prompt
Every new member is prompted to post in #problem-statements within 48 hours of joining.
MOOC completion rate
cohort completion rate
The difference isn't the content - it's the people around you. We built the accountability in from day one.
ALUMNI NETWORK
Once certified, always connected.
Certification unlocks permanent alumni network access. Job board, mentor opportunities, first look at enterprise openings, alumni events. The community doesn't end when your cohort does.
Community hosted on Circle.so in Year 1. Custom platform in Year 3+. Your data is yours.