Expertise

Adversarial work against production AI.

Offensive research, hands-on audits, and operator training. The work that takes findings out of slide decks and into shipping engineering practice.

What we do

Security teams ship more than tickets, they ship trust.

Ryvane works alongside engineering and security teams on the specific surfaces that modern AI systems actually fail on: agent loops, retrieval pipelines, tool-use, memory, and the operator workflows around them. The output isn't a PDF. It's reproducible exploits, hardening patches, and people on your team who can do the work themselves.

Frequently Asked Questions

What does an open research engagement look like?

An agreed area of investigation, progress every week, and deliverables that include reproducible findings plus artifacts your team can use.

Do you publish what you find?

Only with permission. Some research becomes public, but customer-specific findings stay confidential.

How do you choose what is worth researching?

We bias toward attack paths that matter in production and have a realistic chance of changing engineering practice.

Engaging with us

Start with the actual problem.

Most engagements begin with a short scoping call: what's deployed, what's at risk, and what shipping a fix would look like. We size the work to that, a one-week deep audit, an embedded research engagement, or a training cohort, and write a short brief before either side commits.

Reach us at hello@ryvane.ai.