Unpredictability
Will this bot say something stupid to your VIP client?
Enterprise-grade AI certification
Quality Assurance and Trust for Autonomous AI
AgentCarousel is an AI certification platform that stress-tests autonomous agents with adversarial scenarios, publishes trust outcomes in a public registry, and helps teams ship agents only after they meet defined safety and reliability boundaries.
We combine automated evaluation harnesses with human expert review so production agents behave predictably around sensitive workflows, before they reach customers or internal systems.
Human Expert Reviewed
312+ adversarial scenarios per run
Certify trusted agents
agent-carousel › qa-dashboard
LIVE
Support Agent v2.4
agent_id: ac_8f21...ae03
Run
#1 284
Stress test progress100%
- Testing security boundariesPASS
- Simulating angry clientPASS
- Probing for policy leaksPASS
- Stress-testing rate limitsPASS
Agent Certified Safe
312/312 scenarios passed · certificate #AC-1284
The tension
The Hidden Risk of Autonomous AI
Security & Rogue Actions
Could it accidentally leak sensitive policies or give wrong pricing?
ROI Ambiguity
Are you spending thousands on API costs without actual task replacement?
“The greatest challenge in AI deployment is not capability. It's predictability.”
Dario Amodei
CEO, Anthropic
“An AI system doing exactly what you ask it to do is not the problem. The problem is knowing what to ask.”
Stuart Russell
UC Berkeley
“AI alignment and safety is not a future concern. It is happening now, in production, every day.”
Yann LeCun
Meta AI
The solution
The Evaluation Harness
Before any agent goes to production, it runs the carousel. Every release goes through adversarial pressure testing, and agents only deploy when they are tried, tested, and trusted.
- Hundreds of adversarial, high-stress simulations per release
- Automatic quarantine: if it fails our boundaries, it doesn't deploy
- Safety & Performance Certificates for your team and auditors
Certified
Compliance Agent
Monitors regulatory obligations in real time, flags violations, and files structured audit trails automatically.
- SOC 2 scope
- GDPR article mapping
- Policy drift detection
Certified
Database Agent
Handles migrations, query optimisation, and anomaly detection across production and staging databases.
- Schema drift alerts
- Slow-query triage
- Backup verification
Certified
Security Agent
Continuous threat scanning, secret rotation, and vulnerability patching across your entire stack.
- CVE triage
- Secret rotation
- Dependency audits
Certified
Marketing Agent
Drafts campaigns, AB-tests copy, and syncs performance data, all within your brand guardrails.
- Brand tone gates
- Spend cap enforcement
- ROAS reporting
Certified
SRE Agent
On-call first responder that triages incidents, pages humans only when necessary, and writes post-mortems.
- Auto-runbook execution
- PagerDuty routing
- Incident summaries
Certified
Support Agent
Handles tier-1 tickets, detects frustration signals, and escalates gracefully, 24/7.
- Jailbreak probes
- PII guardrails
- Hostile user sims
Certified
Onboarding Agent
Guides new users through setup, answers product questions, and surfaces upsell opportunities naturally.
- Completion rate tracking
- Drop-off detection
- Upsell gating
Train and Trust Your Agentic Workforce
For AI teams in production
QA & Certification
Continuous, daily stress-testing of your agent.
- Daily automated test runs
- Updated for all frontier models
- Regression alerts on drift
Always-on operations
The Digital Employee
Hire an agent that operates 24/7, backed by the same QA framework we use for certification.
- 24/7 operating agent
- Battle-tested agents
- Backed by our QA framework
Ready to prove your agent is safe?
Get a comprehensive stress-test report and your first safety certificate in under 24 hours.
No credit card required. Enterprise-ready certification.
Building AI agents yourself?
The open-source CLI lets you validate, test, and evaluate agents locally. No sign-up required.
FAQ
Questions about agent trust
Short answers covering how AgentCarousel works in production.
Send us a message
Tell us about your agent and the workflow you want to certify.