The first message from a stranger is a vulnerable moment. Every recipient who gets one crosses their fingers it’s real.
How Musubi helps
Musubi keeps decision-making power with your team. We train your moderators on how to collaborate with our platform. And on how to watch the entire account across signup, profile, photos, and chat.
People are connecting on the platforms you create. Culture is a feature, perhaps your strongest one.
How Musubi helps
Stocktwits stopped 2.5x more scams.
The line between strong opinion and harassment is the line your moderators have spent years drawing. Any random vendor taxonomy will erase it in a week.
We would never dream of replacing your team’s judgment.
What you sell is trust. One bad transaction and you’ve got a flight risk. Collect enough of those and you’ve got bigger problems. Not to mention the barrage on your support inbox.
How Musubi helps
We catch a fraudster’s patterns across their entire behavior: listings, messages, payments, connections. Your fraud team’s intuition becomes the model’s training signal.
Let’s see a verification layer do that.
In-game chat happens at the speed of conversation. Moderators catch up after the fact. Meanwhile, generic moderation APIs treat every game like a forum. In other words, grey areas are often missed.
How Musubi helps
With Musubi, you write policies in your terms. We enforce and provide reasoning chains your Trust team can show a parent or a regulator. And Musubi retrains daily.
That new griefing tactic your moderators caught last night will be in production tonight.
If you’re here, you’re probably no stranger to this story: You ship a model. Users immediately try to break it. Each violative prompt becomes a flame to a stack of cash.
How Musubi helps
Musubi is one engine for the policies you ship today. And the policies your Safety team hasn’t written yet.
Our AI is a quick-study, learning your guardrails as fast as you can define them. It’s also a quick enforcer, putting policy into place before the output ever reaches a user.
A bad ad will violate policy. It could also run to a massive audience in milliseconds. By the time a human flags it, it’s already been seen by thousands. Brand reputation is on the line.
How Musubi helps
Musubi enforces your standards at bid latency. Every creative. Every modality. Before the impression.
Run your risk model, not ours. And when bad actors find a new evasion tactic, your team’s judgment updates the model. No retrain cycle. No lag.