The frontier of security
agents is remediation.
Abundant is pioneering the security revolution – where the people defending the world finally outpace those attacking it.
Meet Abundant
Drive security exposures to a verified resolution.
Agents confirm what's real, find the owner, and carry the fix to closure.
The Exposure Remediation platform built…
By the scientists
Who literally wrote the book on AI security.
Science-backed AI over hype.
For the modern CISO
Scale your team without scaling the headcount.
Elevate your team.
That Engineers love to use
Fixes land in the tools your team already lives in.
Close the backlog.
That drives each new exposure to a validated fix.
Not just another dashboard of alerts
Verify remediation workflows and drive exposures to closure.
Stop burning hours validating false positives
Instead, take action. Findings are de-duplicated, verified as real, and ranked by meaningful severity.
Show leadership what's actually getting fixed
Reduce real risk – show verified remediation count, exposure age, and where we're blocked.
It's not automated finding, it's automated fixing
- CISO, Global Security Company
Founded by the scientists who literally wrote the books on AI security
We’re operators and researchers who’ve been in your shoes the last 15+ years – building security AI at scale.
Books, Talks, Substack