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USE CASES

Building boundaries
opens doors.

One engine, every place AI has an influence — from the agent acting on your behalf to the content your platform generates at scale.

01 — AGENT ACTIONS

Agents move fast.
Controls should be faster.

Person approving an agent action on a laptop

An agent holding one permission can produce an endless set of actions with it — and nothing in the request looks anomalous. Moonbounce evaluates every tool call and message against your policy before it executes, so support agents, assistants, and personal agents stay inside the lines. Visibility, control, and context to keep any agent in line.

TOOL CALLS

MCP INTERACTIONS

PROMPT INJECTION

OFF-TASK USE

02 — AI CONVERSATIONS

Open-ended conversation. Open-ended risk.

Person absorbed in an AI chat on their phone

On companion, character, and dating platforms, the generated turn is the product — every output is novel, so nothing can be enumerated in advance. Moonbounce judges what the exchange is actually about — the inferred age of a participant, coercion, self-harm escalation, where a conversation is being steered — turn by turn, as it happens.

SELF-HARM IN AI CHATS

AGE SIGNALS

COERCION

CHARACTER STEERING

03 — AI-GENERATED MEDIA

Novel media needs
novel security.

Generated images and video have no history — hash matching, blocklists, and provenance all depend on the content having been seen before. Moonbounce judges what an output actually depicts, right now, against the law, payment-provider rules, and your own policy — including the cases where each element is innocuous and only the combination is not.

IMAGE & VIDEO GENERATION

PAYMENT-PROVIDER RULES

LEGAL EXPOSURE

04 — ENTERPRISE ASSISTANTS

Authorized isn’t the same as acceptable.

An internal assistant answering client questions passes every deterministic control in the stack — authenticated user, authorized endpoint, well-formed response. The obligation lives in what the answer means: whether a sentence constitutes advice, whether a required disclosure is present, whether salary data is going to a non-manager. Moonbounce is the control that can see it.

SUITABILITY & DISCLOSURES

DATA BOUNDARIES

UNAUTHORIZED COMMITMENTS

05 — RELEASE GATING (CI/CD)

Pass the gate, then ship.

Our customers gate new agent and conversational model versions on behavioral outcomes before they reach production. The same policies you enforce at runtime run against the candidate in CI/CD — if a new version can be steered off-policy, it never ships.

MODEL VERSIONS

PROMPT CHANGES

BEHAVIORAL OUTCOMES

06 — REAL-TIME CONTENT MODERATION

AI slop is overwhelming human moderation.

Multiple screens monitoring content in real time

Moonbounce evaluates every post, picture, and message against your rules in real time — before it becomes a problem. Chat, posts, and marketplaces at platform volume, with the same engine and policy language you use everywhere else.

PLATFORM SCALE

TEXT · IMAGE · AUDIO · VIDEO

07 — SEMANTIC LABELING

Content is full of signals.

And there’s more of it than ever before. Moonbounce labels text, images, and video so you can understand your community, train smarter models, and spot your next growth opportunity — the same semantic evaluation, pointed at insight instead of enforcement.

COMMUNITY INSIGHT

TRAINING DATA

TREND DETECTION

These folks agree.

Tinder

Tinder is the world’s most popular dating app, having facilitated 55 billion matches to date and established itself as the leading place for people to meet.

Match Group

Match Group is a global platform that serves all parts of society, sparking connections across the spectrum of age, race, gender, sexual orientation, background, and relationship goals.

Janitor AI

Janitor AI is a platform for creators building immersive worlds and readers seeking living stories, positioning itself at the intersection of human creativity and AI-generated narrative.

Civitai

Civitai is a global, community-driven platform dedicated to discovering, creating, and sharing generative AI resources and art with creators worldwide.

Dippy AI

Dippy AI is an AI chat platform available on iOS, Android, and Web, offering proactive AI friends that check in on users, learn their interests, and encourage personal growth.

Moescape AI

Moescape AI is a generative AI platform designed to fill users’ days with affectionate joy, bringing the Moe aesthetic to life through delightful images and engaging AI companions.

Channel

Channel is an all-in-one AI platform that brings together open-source image generators, user-created characters, and leading AI assistants to enable unlimited creativity and free expression.

Open Measures

Open Measures democratizes tools for identifying online extremism, defending against offline harm, and helping researchers contextualize threats.

GET STARTED

Teach us your rules.

Quickly develop and test the rules that govern your business, then deploy, and find out what Moonbounce can do.

New to the category? What’s a semantic firewall? →

Building boundaries opens doors.

Building boundaries opens doors.

Agents move fast. Controls should be faster.

Open-ended conversation. Open-ended risk.

Novel media needs novel security.

Authorized isn’t the same as acceptable.

Pass the gate, then ship.

AI slop is overwhelming human moderation.

Content is full of signals.

These folks agree.

Teach us your rules.

Building boundaries
opens doors.

Building boundaries
opens doors.

Agents move fast.
Controls should be faster.

Novel media needs
novel security.