Zero-trust security
for AI agents.
Trappr is the runtime security layer for teams building and deploying AI workflows — invisible tripwires, tamper detection, DLP masking, and real-time incident alerts, all in one platform.
Our Mission
AI agents are executing real business logic — sending emails, querying databases, calling APIs, and making decisions — with very little oversight. Most security teams have no visibility into what these agents are actually doing, what prompt they're running, whether a workflow has been tampered with, or whether sensitive data is leaking to third-party LLMs.
Trappr exists to change that. Our mission is to make AI agents safe, auditable, and accountable — so teams can ship AI-powered automation with confidence, and security teams can sleep at night.
What We Build
Trappr is a zero-trust AI agent security platform. We sit between your AI workflows and the rest of the world, watching for signs that something has gone wrong:
- Invisible canary tokens — tripwires embedded in your agent's system prompt. If someone extracts and replays your prompt, the trap fires and you know immediately.
- Workflow tamper detection — Trappr fingerprints every node, connection, and parameter in your workflow at baseline. Any change — a rogue node added, a prompt swapped, a tool connection modified — is caught in the next scan.
- DLP masking — before any message reaches a third-party LLM, Trappr strips and replaces sensitive terms, PII, API keys, and custom patterns. The model gets masked tokens. Your data stays yours.
- AI gateway — route all LLM traffic through Trappr to get a unified log of every request, cost, latency, and DLP event across every model and provider.
- Real-time alerts — Slack, email, and webhook notifications the moment something goes wrong, with full incident details and diffs.
Who We Build For
Trappr is built for security teams and enterprises deploying AI workflows in production. If your organization runs n8n, Make, Dify, LangChain, Flowise, Zapier, or any custom agent framework — and you care about what those agents are actually doing — Trappr is for you.
We work with:
- Security teams adding AI-specific controls to their existing posture
- Platform engineering teams building internal AI automation at scale
- Enterprises in regulated industries where AI outputs need to be auditable
- AI builders who want to ship agents without compromising on security
Our Principles
- Zero-trust by default. Every agent is a potential attack surface. We assume nothing is safe until verified.
- Invisible, not intrusive. No SDK to install. No agents to run. Trappr works with your existing platform setup.
- Transparent and auditable. Every detection, every alert, every incident is logged with a full diff and a replay link.
- Security team-first. We design for people who understand threats, not for checkbox compliance.
Company
Trappr Labs, Inc. is incorporated in Delaware, USA. We are an early-stage company focused on building the security infrastructure layer that the AI agent ecosystem is missing.
We are a small, focused team. We believe the best security products are built by people who take security seriously — not as a feature, but as a discipline.
Contact
For general inquiries: hello@trappr.io
For security disclosures: security@trappr.io
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