Exploitability triage
Separate real risk from scanner noise using code context, reachability, ownership and business impact.
Autonomous engineersSecurity Engineer
Ana doesn’t justfind it. She closes it.
Teams don’t struggle to find vulnerabilities - they struggle to fix them. Ana connects to 30+ security tools and turns findings into patch PRs, regression tests and audit evidence across code, APIs and infrastructure.
- SOC 2 Type II & ISO 27001
- Deploys in your VPC
- 30+ security tools
- Every PR human-approved
Remediation · live
AI exploit success rate across major OSes and browsers
CSA / SANS, 2026
high-severity open-source vulnerabilities found by AI in one research run
2026
for an AI-driven attack to reach admin-level access
Sysdig, 2026
< 1 day
from disclosure to exploit
Zero Day Clock, 2026
The problem
The bottleneck isn’t detection.
It’s remediation.
Your stack already finds the issues - and AI is multiplying the volume. What it can’t do is fix them fast enough.
01
Detection is solved
Snyk, Wiz, Checkmarx, GitHub Advanced Security, pentesters and bug bounties already find the issues - and AI is multiplying the volume.
02
Remediation is not
None of those tools writes the patch, opens the PR or proves the fix. Findings sit in Jira marked critical for 90 days.
03
The window has collapsed
Discovery to weaponization now happens in hours. A backlog that was tolerable last year is an incident this year.
04
Evidence arrives late
When a customer review or auditor asks, proof of remediation is scattered across tickets, PRs and spreadsheets.
The AI vulnerability storm
Twelve months that
changed AppSec.
Discovery to weaponization now happens in hours. See the remediation sprint →
Jun 2025
XBOW tops the HackerOne leaderboard - the first autonomous system to outperform every human hacker.
Aug 2025
Google Big Sleep autonomously finds 20 real-world zero-days in open source, including FFmpeg and ImageMagick.
Nov 2025
The first AI-orchestrated espionage campaign runs full attack chains autonomously across 30+ targets.
Feb 2026
500+ high-severity open-source vulnerabilities in a single AI research run - including 12 OpenSSL zero-days and a 27-year-old CVSS 9.8 flaw.
Mar 2026
An AI attack reaches admin access in 8 minutes. Linux kernel bug reports climb from 2 to 10 a week.
Apr 2026
Time-to-exploit drops under a day; AI exploit success reaches 72% across every major OS and browser.
Inside the Security Engineer
From finding to fix,
with the evidence attached.
Prioritized by real exploitability, patched with tests, and bundled for your auditors.
app.openana.ai/security/findings/SNYK-JS-4512
AAna/Security Engineer
FindingCritical
SNYK-JS-4512 · checkout-api
Prototype pollution in lodash.merge
CVSS
9.1
Reachable
…
Exposure
…
Call path
POST /checkout → cart.serialize() → lodash.merge()
- Import finding from SnykSNYK-JS-4512 · lodash 4.17.15
- Reachability analysismerge() called from cart/serialize.ts
- Score exploitabilityCVSS 9.1 · reachable · internet-facing
- Generate patchbump lodash + harden input
- Write regression testpolluted __proto__ payload rejected
- Open PR & notify ownerPR #1842 → @commerce-owners
- Attach audit evidenceSOC 2 CC7.1 · ISO A.12.6.1
Patch · PR #1842+3 −2
analysing call graph…
Regression tests
Audit evidence packPending
Control
SOC 2 CC7.1
Ticket
SEC-2291
Approver
@commerce-owners
Time to fix
4m 12s
LIVE
SNYK-JS-4512 · reachable via cart.serialize() · generating patch
8 tools connected47 open31 fixed this week
How Ana fixes it
Found by your stack.
Closed by Ana.
Ana is the remediation layer for your findings. It plugs into your existing workflow and turns them into safe, reviewable fixes.
- 1
Ingest findings from your tools
- 2
Triage by reachability & exposure
- 3
Write the patch PR
- 4
Add regression tests
- 5
Generate audit evidence
- 6
Learn from every review
Patch pull requests
Human-reviewable PRs that fix the vulnerability - not vague recommendations dumped on engineering.
Security tests
Regression and validation tests so the issue stays fixed.
Audit evidence
Before/after summaries, remediation notes and validation evidence for SOC 2, ISO and customer audits.
Owner routing
Ownership traced through git history and CODEOWNERS so fixes reach the right reviewer.
VulnOps capability
Move from reactive patching to a repeatable vulnerability-operations workflow.
Capabilities
Coverage across
the whole attack surface.
Code, dependencies, cloud posture, infrastructure as code and CI/CD - remediated in one workflow.
Exploitability analysis
Traces whether a vulnerable function is actually reachable from your code, so the queue is ranked by real exploitability, not CVSS alone.
Supply chain security
Scans every direct and transitive dependency and keeps an up-to-date SBOM for each release.
Cloud security posture
Watches AWS, Azure and GCP for public buckets, open security groups and over-broad IAM roles.
Ana vs traditional security tools
Finding is half the job.
CapabilityOpenAnaTraditional tools
Finds vulnerabilities~
Fixes vulnerabilities
Works autonomously
Learns from past fixes
Prioritizes by real risk~
Generates audit evidence
Writes regression tests
Integrates with the SDLC~
01
Scanners find
Snyk, Wiz and Checkmarx surface thousands of findings. None of them write the patch, open the PR or produce the audit trail.
02
ASPM platforms prioritize
ASPM tools tell you what to fix first. OpenAna actually fixes it - PRs, tests and evidence.
03
Coding assistants suggest
Suggestions don’t close tickets. OpenAna owns the remediation workflow end to end.
04
Consultants write reports
A PDF is not a fix. OpenAna produces merged PRs and evidence your auditors accept.
Measured impact
Weeks of backlog, cleared in days.
- Faster security remediation
- Weeks to clear the backlog
- Reduction in patching time
“Ana doesn't just detect vulnerabilities-it fixes them. Our security team no longer spends weeks patching issues manually.”
Sound familiar?
Built for teams that
already have findings.
“We just finished a pentest.”
Ana ingests the pentest report and turns findings into prioritized patch PRs.
“A customer security review is blocking a deal.”
Ana fast-tracks the highest-risk findings and produces the evidence to unblock it.
“We have 200 high and critical findings.”
Ana triages by exploitability and exposure, so you fix the 20 that matter first.
“Engineering has no time for security tickets.”
Ana does the remediation work; engineers review and merge.
“Our scanner backlog is out of control.”
Ana ingests Snyk, Wiz, Checkmarx, GitHub and more, then builds one prioritized remediation backlog.
“Nobody is touching our CVE backlog.”
Ana maps CVEs to your repos, checks reachability and opens safe dependency-upgrade PRs.
Use cases
12 security jobs teams hand to Ana.
- 01
AI-Powered Security
Implemented proactive vulnerability detection and automated remediation.
- 02
Security & Compliance Automation
Ana integrates with your security scanners, identifies issues across code, cloud, and config, and offers one-click or auto-approved fixes. She enforces compliance frameworks like CIS and HIPAA through embedded guardrails and records every decision made.
- 03
Exploitability-first triage
Ana traces whether a vulnerable function is actually reachable from your code, so the queue is ranked by real exploitability, not CVSS alone.
- 04
Pentest report to patch PRs
Ana ingests the pentest report and turns findings into prioritized patch PRs.
- 05
CVE backlog & dependency upgrades
Ana maps CVEs to your repos, checks reachability and opens safe dependency-upgrade PRs.
- 06
Scanner backlog consolidation
Ana ingests Snyk, Wiz, Checkmarx, GitHub and more, then builds one prioritized remediation backlog.
- 07
Cloud security posture fixes
Ana watches AWS, Azure and GCP for public buckets, open security groups and over-broad IAM roles - and fixes them as reviewable infrastructure changes.
- 08
Infrastructure-as-code security in the PR
Ana catches Terraform and Kubernetes misconfigurations in the pull request, before they reach an environment.
- 09
CI/CD security gates
Ana blocks risky merges in GitHub, GitLab and Jenkins with checks that explain exactly what failed.
- 10
Audit evidence on every fix
Ana maps every fix to SOC 2, ISO 27001 and HIPAA controls and keeps the evidence ready for audit.
- 11
Threat-intel-driven prioritization
Ana matches CISA KEV and EPSS signals against what you actually run, so new exploits move to the top.
- 12
Continuous RemediationOps
Move from reactive patching to a repeatable vulnerability-operations workflow.
Start with a sprint
Three ways to get
remediation moving.
Start with an assessment, burn down the criticals, or run remediation continuously.
1–2 weeks
Mythos-Ready Assessment
- Security backlog and scanner report review
- Top 25 high-impact findings triaged
- Remediation roadmap
- Sample patch PRs
- Mythos-readiness score
Most chosen
2–4 weeks
Critical Findings Burn-Down Sprint
- Top 50–100 findings triaged
- Patch PRs with tests
- Dependency upgrades proposed
- Tickets updated, evidence pack generated
- Security leadership report
Monthly
Continuous RemediationOps
- Weekly findings intake
- Continuous triage and patch PRs
- Security test generation
- Monthly risk and compliance reporting
- Slack, Jira and GitHub updates
ROI Calculator
Calculate
your ROI.
See how much time and money you can save with Ana's autonomous security remediation
Input Parameters
Calculated Results
Time Savings0 hours/month
Cost Savings$0/month
Backlog Reduction0 weeks
Adjusted Risk Reduction0%
Risk Reduction Savings$0
Total ROI0%
Security is when the issue is fixed, tested and proven. Not a dashboard with 500 findings. Not a PDF. Not a ticket marked critical for 90 days.
How Ana works
From finding to merged fix.
Ana ingests findings from your scanners, prioritizes what is actually exploitable, writes the fix and the tests, and opens a PR for review.
- 1
Detect & analyze vulnerabilities
Ana ingests security data via API, SDK, and file formats (CSV, JSON, XML) and begins intelligent threat analysis.
- 2
Validate & prioritize issues
Ana automatically filters false positives and prioritizes critical vulnerabilities first using advanced risk assessment models.
- 3
Generate & apply secure fixes
Ana generates secure, AI-driven code fixes and submits PRs for review - or commits them autonomously with regression tests, where your policy allows.
- 4
Continuous learning & integration
Ana continuously improves, adapting its remediation strategies based on past fixes and security trends.
Comparison
Ana vs traditional security tools.
| Capability | Ana | Traditional tools |
|---|---|---|
| Finds vulnerabilities | Limited: SBOM, SCA, secrets & threat models - and ingests your scanners | Yes |
| Fixes vulnerabilities | Yes, auto-remediation & secure PRs | No, manual patching required |
| Works autonomously | Yes, fully automated fixes | No, engineer-driven remediation |
| Learns from past fixes | Yes, continuously improving AI | No, static rule-based approach |
| Prioritizes security risks | AI-driven risk scoring (CVSS, STRIDE, DREAD) | Limited, fixed severity levels |
| Generates audit evidence | Yes, SOC 2 / ISO 27001 ready | No, manual documentation |
| Writes regression tests | Yes, auto-generated test coverage | No, manual test writing |
| Integrates with SDLC | Yes, native CI/CD integration | Limited, plugin-based |
Security impact
Security impact you can measure.
Ana delivers immediate security impact - eliminating backlog, reducing costs, and accelerating ROI in months, not years.
80%
Reduction in security backlog
Enterprises clear vulnerabilities 5x faster with Ana. From thousands of alerts to zero backlog.
Minutes
From weeks to minutes
Security fixes are applied within CI/CD pipelines. No more manual patching - security runs at DevOps speed.
50%
Cost savings in security ops
Reduced manual remediation workload, so security teams focus on strategic initiatives.
175%
ROI in months, not years
Positive ROI in months, not multi-year cycles: faster releases, reduced downtime, lower breach risk.
50%+
Faster security remediation
Security teams spend months fixing vulnerabilities manually. Ana accelerates remediation and reduces backlog.
25→10
Weeks reduction in time
Manual patching and fixing in weeks becomes automated patching and fixing in days.
75%
Reduction in patching time
Fix vulnerabilities in weeks, not months.
Why teams trust it
Ana doesn’t just find it. She closes it.
Every fix ships with a patch PR, regression tests and audit evidence - so security, engineering and compliance all get what they need.
Autonomous remediation
Ana fixes vulnerabilities, not just detects them. Get secure PRs with regression tests included.
Deep integrations
Works with 30+ security tools including Snyk, Wiz, Checkmarx, Qualys, Veracode, and more out of the box.
Compliance ready
Every fix generates SOC 2, ISO 27001, and HIPAA audit evidence automatically - no manual documentation.
AI risk scoring
Prioritizes vulnerabilities using CVSS, STRIDE, and DREAD frameworks - so your team focuses on what matters.
Continuous learning
Ana learns from every fix, improving its remediation accuracy and speed over time across your codebase.
Enterprise VPC deploy
Deploy Ana within your own VPC for complete data sovereignty and enterprise-grade security controls.
From backlog reduction to full automation, Ana is transforming security operations across industries.
Close the gap
Give Ana your top 25 findings.
Upload a Snyk report, pentest PDF, Jira export or CVE backlog - get back a fix-first shortlist, sample patch PRs and an audit-ready evidence template.