The next one to try won't ask.
We broke your AI in under 60 seconds — with permission.
BlackNesherSubmit your agent's endpoint or configuration.
Confirm you own or are authorized to test it.
We run documented attack techniques against it — live.
Get findings mapped to MITRE ATLAS, with fixes.
Typical assessment: 30 minutes to a couple of hours, depending on how much of your agent's surface is in scope.
Nine ways to make an AI agent betray itself.
Every one of these is real, documented, and currently running in our test suite — not a roadmap slide. Each maps to an official MITRE ATLAS or ATT&CK technique ID, cross-checked live, not recalled from memory.
Direct Prompt Injection
Fake system instructions dropped straight into a message, betting the agent can't tell your words from ours.
MITRE ATLAS · Initial AccessSocial-Engineering Pretext
No fake tags, no tricks — just a plausible urgent story an agent has no way to verify, the same play a real con relies on.
MITRE ATLAS · Initial AccessIndirect Injection
The attack isn't in what you typed — it's hiding in the document, ticket, or page your agent innocently reads to help you.
MITRE ATLAS · Indirect Prompt InjectionMCP Tool Poisoning
The trap is baked into a tool's own description — invisible to the user, fully readable by the model, before the tool is even called.
Confirmed enterprise incidents, 2025–2026Erosion Across a Conversation
No single message looks like an attack — urgency and privilege escalate gradually until the ask finally lands.
Conversation-level analysisObfuscated / Encoded Payloads
The same instruction, Base64-encoded, ROT13'd, or dropped into Morse — testing whether decoding untrusted content quietly becomes obeying it.
Real incident: bypassed a live financial LLM agentPrivilege Escalation via Handoff
One agent's compromised judgment gets handed, as a routine escalation, to a second agent holding far more dangerous tools.
Our core differentiator — not covered by generic LLM scannersLanguage-Switch Jailbreak
The same request, translated into a language with thin safety-training coverage — refusal behaviour learned mostly in English quietly doesn't transfer.
Published research, low-resource-language jailbreak studiesLeverage From a Prior Leak
One confirmed leak used as proof of trust for the next ask — testing whether an agent mistakes "knows a secret" for "is authorized to know it."
Authorization vs. knowledge-confusion testingThese nine are a sample — not the full suite. Every technique gets a full run, not a single try: we only call it and move to the next tactic after real, sustained pressure, more rounds if it's actually working.
Eight research-validated languages as our core baseline (English included as the control) — low-resource languages carry the real edge, high-resource ones are the comparison point. Extensible to any language your target model understands.
The attacker doesn't need skill anymore. Just a subscription.
Tools like WormGPT and FraudGPT are real: commercially available language models deliberately stripped of safety training, sold openly on dark-web markets and Telegram channels for around $200/month, built specifically to generate convincing phishing emails, fraud scripts, and social-engineering pretexts on demand. Security researchers currently track over 200 variants of these malicious models in circulation. The skill barrier that used to protect most companies is gone — a fluent, tireless social engineer is a rental now, not a rare hire.
We're not selling you protection from a specific criminal tool — we're testing your agent against the same underlying technique classes those tools are built around: persuasion research, authority and urgency framing, chained pretexts, encoding tricks. If your agent holds against our suite, it's been tested against what a $200/month attacker actually brings, not a hypothetical one.
Can your AI take the pressure?
Most assessments here end in a finding. Some don't — and that's a real result too. When every technique in the suite gets thrown at your agent and none of it lands, you don't walk away with a shrug — you walk away with a documented, reproducible record proving your defenses held under genuine adversarial pressure, not just an assumption that they would.
Every outcome reproducible.
Reproducibility tracked, not a one-off.
Run a mini exposure assessment on your own agent.
This free version is a small demo run — a handful of techniques against your submitted agent, not the extensive paid assessment. Every result you get is real and yours to keep, no paywall on this tier. Paste your system prompt and/or tool list below; we don't need live access to your production system to test it.
- MITRE ATLAS–mapped findings
- Live NVD/CVE cross-reference
- Consent-based testing only