Finding vulnerabilities is not remediation.

Most security platforms stop at findings. Abundant turns findings into independently verified fixes through your engineers’ coding agents.

Why Abundant?

Identify the right fix plans

Keep the scanners you already have. Abundant cuts through their noise and investigates only what remediation requires, turning actionable findings into the right fix plans instead of another queue to prioritize.

Cut through the noise. Get to the fix.

Burn down your backlog

Abundant delivers each fix automatically through the coding agents and developer workflows your engineers already use—without adding another security queue or tool.

Fixes delivered where developers work.

Verify the fix

A separate verifier agent checks the fix in its own workspace against locked acceptance criteria before a developer is asked to merge it.

Evidence, not another score.

Remediate vulnerabilities
no matter which surface.

We remediate findings from your security stack, starting with application vulnerabilities and connecting to external attack surface and cloud exposures.

Application Vulnerabilities
External Attack Surface
Cloud Exposures

Abundant gathers the context required to fix safely, creates the fix plan, and drives each fix to close the attack path and keep it closed across application vulnerabilities, external attack surface, and cloud exposures.

We currently use a dozen tools that yield vulnerability data, with no unified remediation layer across them- CISO, Global Security Company

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The Vulnerability Remediation Platform built to get fixes into code.

Takes the vulnerability, creates the remediation plan, and drives the fix to done.

Ingest the vulnerability

Abundant accepts the vulnerability from the scanner, pentest or security workflow you already trust.

It pins the affected code to an exact GitHub commit, gathers the required application context, and creates the remediation plan.

Existing finding, exact commit.

Step 1 of 5: Ingest the vulnerability

We have lots of discovery tools. The rubber hits the road when it comes time to actually go fix the thing.- Deputy CISO, Global Healthcare Company

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Founded on AI scientific rigor from the start, not a bolt on.

We're operators and researchers who've been in your shoes the last 15+ years – building security AI at scale.

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