The frontier of AI security
is remediation.
Agent-enabled attacks make every vulnerability urgent. Security teams can’t remediate them fast enough. Until now.
Meet Abundant
The Vulnerability Remediation Platform that turns vulnerability findings into verified fixes
Abundant closes the remediation gap. It turns each finding into a fix plan, a verified fix delivered through your engineers' coding agents, and a closed attack path.
The Vulnerability Remediation Platform built…
By the scientists
Who literally wrote the book on AI security.
Science-backed AI over hype.
For the modern CISO
Give defenders a scaling advantage without scaling the headcount.
Elevate your team.
To keep developers in flow
Reviewed fixes arrive automatically in Claude Code and Codex.
No new security tool to learn.
That drives each vulnerability from finding to verified fix.
Start with the findings you already have
Keep the scanners you already have. Abundant ingests their vulnerabilities, creates remediation plans, and does the work required to close them.
Investigate only what the fix requires
Agents verify the vulnerability against your code and threat model so they can create the right fix plan—not another prioritized queue.
Security fixes ride along with everyday coding work
Abundant rides confirmed fixes into coding-agent work. Priority fixes can also ship directly to developers as reviewable commits.
Show leadership what's actually getting fixed
Show leadership what's actually getting fixed: fixes shipped, vulnerability age, and where you'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