Research you can
actually trust.
While you sleep, Spaces reads 2,400 sources per day, validates problems with data, and generates solutions before you even know you need them.
How a Space gets built.
Four stages. AI does the research, discovery, and generation. A human approves at every gate.
Every Space starts with a specific person with a specific problem. The Avatar defines exactly who we serve and the daily friction that makes their working life harder than it should be.
The research engine scans 2,400+ sources daily — forums, X, job boards, changelogs — and scores problems on a 0–100 pain index. Members can also submit problems directly, bypassing the filter.
A solution blueprint (Recipe) is designed. Deep Research runs wide on the answer space. All findings become the Space's private Knowledge Base — the grounding source that ensures AI responses are accurate and tool-specific, not drawn from generic internet data.
The Course Generator writes every lesson, challenge, and AI mentor prompt from the grounded KB only. Every statement is source-traceable. Hallucination is contained at architecture level.
The Space keeps learning after you join.
Once a Space is live, the pipeline doesn't stop. Pulseautomatically fires research workflows — based on the Space Avatar and settings — scanning for what's new, what's changed, and what members need to know right now.
When a tool ships an update, when an API changes, when a new capability drops in your stack — the Space surfaces it before you even know to ask. Your AI mentor knows the latest. Always.
Three steps. Zero guesswork.
Enterprise consulting firms charge $15,000 for this. Spaces delivers it automatically. Updated daily.
Scan
2,400 sources scanned daily
Forums, X, Reddit, job boards, industry reports, SEC filings, patent databases. Monitored 24/7.
Validate
7-point evidence scoring
Pain score 0–100 based on frequency, intensity, urgency, and 4 other criteria. Not opinions. Data.
Solve
Solutions in 47 seconds
Courses, blueprints, automations. AI-generated in under a minute, human-reviewed within 24 hours.
The difference is time.
| Staying Uninformed | Using Spaces | |
|---|---|---|
| Time to spot threat | 6–12 months | 24 hours |
| Sources monitored | 0–5 | 2,400+ daily |
| Solution paths | Guess | Curated |
| Cost | Career risk | Free to start |
What they're saying
“Finally, someone is talking about the REAL problems with AI & automation, not the hype. This is exactly what I needed.”
“I was nodding along in AI meetings, hoping nobody asked me a question. Now I actually understand what's happening with AI & automation in my industry.”
“Used a problem we found here to pitch a new product line. Got the green light. Oracle paid for itself 100x.”
Where do you want to go next?
We've built this for three kinds of people. Pick the path that fits.
I want an AI mentor for my tools
Pick the Space that matches your role. Your AI mentor is ready immediately.
Browse SpacesI want to keep my whole team current
See how teams roll this out — and what it replaces in your current L&D stack.
Team optionsI want to see the engineering before I commit
Read the full story — the architecture, the AI patterns, and why we built it this way.
How we built itAlready have access? Sign in