Human judgment data
for AI models.
A wise community with taste
and good judgement.


















Garbage in, garbage out.
Most reinforcement learning from humans is forced choice: pick the answer that sounds better. It never captures the thing that actually matters. Good judgement is a set of human skills working together, and a preference click doesn't encode it.
So when a model is unsure, we route it to a human in the loop. But most humans in the loop don't have that judgement either. It's no one's fault: AI forces us to think horizontally across a whole workflow, and almost no job was ever wired that way.
What's missing is good human judgement across your business, the kind AI can finally surface because it has no walls, no titles, and no politics. That's what we solve for.
Illustrative demo: responses are scripted examples, not live AI inference.
Where human judgement is required
Potential edge cases
Human skills in the loop
The question to ask & good judgement
Is this a genuine one-off or a pattern of repeat claims?
Good judgement
This isn't just one customer. If the same claim is surfacing across several, treat it as a possible product issue and escalate it. In the meantime, resolve this customer, then flag other agents seeing the same complaint that it's trending and how to handle it.
Bad judgement
Yes, this customer complained last month and three months ago, so there's a pattern.
For frontier AI labs and agent companies
Real human judgment as training data, not scraped internet text.
Prove the lift in 14 days.
400K+
Authored data points across 10 skill domains
5
Bloom's Taxonomy levels graded per response
14 days
From data delivery to joint review of lift
A working community for the humans AI can't replace. Contrarians, outliers, and deep operators with taste, judgment, and wisdom. Not a logo wall, not a directory: a tribe of 500+ that earns, networks, and makes impact together.
We deploy members as flocks to paying B2B clients. Real outcomes, C-suite impact, plus a 10% lifetime cut on every dataset you author.
Sell to other members. Find co-founders, investors, clients, and collaborators. The community buys from itself first.
Live sessions on AI governance, board readiness, tools mastery, and leadership. Stay AI-enabled, not AI-replaced.
Hand-curated experts across 50+ fields and 90 countries. Humans Worth Knowing, not networking theatre.

Audrey R. Hametner MBA, CSSBB
Generational Insight Expert
Gen Z, you need to be a little worried about someone like Audrey R. Hametner MBA, CSSBB in our community. She has it out for you.
Not in the way the rest of the adults do.
They want to fix you, label you, decode you, or quietly complain about you in group chats. Audrey wants something far more dangerous. She actually wants to understand you.
She asks the second question. The third. The one nobody asks because they're too busy preparing their next opinion about your generation. She doesn't talk about you. She talks with you.
And then she has the audacity to translate what she heard for the rest of us without making you sound like a problem to be solved.
You know what that means, right? You can't hide behind the "they just don't get it" line when she's in the room. She gets it. She's been listening. And she's been taking notes.
And here's the part that should really worry you, Gen Z. She's also working on us. Every time an adult in our community drops a lazy take about your generation, Audrey is there, asking the question that exposes the bias underneath. We thought we were the experienced ones in the room. Turns out we were the ones who needed the lesson.
Because Audrey is the rare one in the room saying, "Let me actually understand you first, then I'll have something worth saying."
Proceed with caution.
Generational Insight Expert
We are not consultants. Many of us know every consulting framework by heart, but that is not what we bring to the table. We are hard-core operators, outliers, and contrarians with deep judgment, taste, and the right spoonful of humor to carry your company and teams through any kind of transformation challenge. Many of our members are generalists who embed with your team as internal Forward Deployed Engineers (FDEs), rolling up their sleeves to get things done rather than advising from the sidelines.
Our advisors have made the hard calls under real pressure. They know which decisions actually matter, when to hold the line, and when to bend, so your team does the right things the first time around.
Taste is discernment, not preference. Anyone can have opinions. Taste is the trained ability to tell the difference between something that is technically correct and something that is actually good. Our operators have the instinct to tell signal from noise.
Years of scar tissue from having done it before, paired with the humor to keep people human through hard change. Wisdom keeps you steady, humor keeps the room open.
Hear from our corporate and government clients
Gleac's data-driven approach, with impressive insights into young participants and a deep understanding of the user experience, has been instrumental in helping Yoma make data-driven decisions about skills prioritization. An unexpected benefit has been the depth of engagement and enthusiasm shown by our learners towards self-driven learning with Gleac courses, consistently ranking among the most completed offerings.
YOMA, Africa