Expert Fix Automation

Own the fix. Every fix.

Expert Fix Automation turns noisy findings from any set of code scanners into rigorously validated code fixes your team delivers.

Developers stop writing security code. AppSec decouples from development. And everyone delivers secure applications together faster and faster.

Any scanners, triaged at 97% accuracy
A ready-to-merge fix for every finding
Validated for security, function, and code style
Your expertise automated at your pace 
AppSecAI
Dashboard
Findings12
Fix PRs
Scans
Repositories
Reports
KF
Kevin Fealey
Security lead
Dashboard
Portfolio coverage and burndown
Search findings, repos…
New scan
Applications covered
418of 674
Open findings
7,412
▼ 1,904 burned down this quarter
Merged fixes
1,904
▲ 98.2% accepted · 34 not billed
Cost per fix
$14
▼ was $11,200
Portfolio coverage62%
Application
Language
Open
Automation level
30-day change
payments-api
Java
38
PR on Validate
−214
orders-service
Java
61
Validate
−143
customer-portal
Python
27
Merge by policy
−96
billing-legacy
Ruby
154
Fix on request
−31
ops-intake-toolNo owner
TypeScript
89
AutoMerge
Newly found

Features for effective remediation 

AMPLIFY YOUR EXPERTISE
01Fast and accurate fix generation
02Simultaneous multi-scanner support
0397% accurate triage automation
04Seamless DevSecOps integration
GROWING TO PORTFOLIO SCALE
05Automation you control
06API-first enterprise integration
07Enterprise Management Reporting

Simultaneous multi-scanner support

Use any combination of code scanners to find the most vulnerabilities possible: commercial, open source, LLM-based or others that export SARIF or JSON.  

AppSecAI consumes scanner findings all at once, accurately triages false positives and consolidates overlapping results, replacing tedious triage work that makes SAST scanners so expensive to use.

Generate findings and assess application security posture in minutes.

Benefit

Cast the broadest vulnerability net available for the highest security without the cost of triage. Add new scanners the day they arrive. No single-scanner lock-in, ever.  Scan at scale to assess application portfolio posture with your existing team and tools.

97% accurate triage automation

Stop spending your time on triage. AppSecAI uniquely triages findings from any set of scanners in minutes: false positives removed, repetitive findings consolidated, and every finding evaluated with advanced reachability analysis and per-finding threat modeling. Together they deliver 97% measured accuracy on the OWASP Benchmark, and every confirmed vulnerability arrives with a proof it's real and reachable, not a severity score you take on faith.

Benefit

Test and assess broadly and often without burning expert hours on triage. Meaningful assessment of the full portfolio becomes practical, and the “is this even real?” debate with developers ends before it starts with full documented proof.

Fast, accurate fix automation

AppSecAI generates expert, custom code fixes for Java, Python, JavaScript, TypeScript, and more, the way you and your developers would write them. Each fix reflects your coding standards and policy and is validated for functional equivalence, security, and code quality before it reaches anyone.  All fixes ship with expert remediation, triage, and fix logic fully documented, facilitating quick team review in minutes.

Related vulnerabilities of the same class, file, source, or sink are grouped into a single fix operation; multiple findings resolve in a single PR reducing fix costs, speeding remediation and increasing scale continuously.

Benefit

AppSecAI Expert Fix Automation delivers validated documented code security fixes as fast as they are found; developers review only functionality, no security research or coding required.  That decouples security and development processes to speed resolution, increase cooperation, and drive faster application delivery.

Seamless DevSecOps integration

AppSecAI installs into your existing process in minutes, speeding DevSecOps without changing it. Validated remediations, arriving as pull requests with complete documentation and dev-ready code, get functionally reviewed like other code changes and merged in minutes, no security experience required.

Application security teams get full control over repo onboarding, scan frequency, human guidance and by pipeline policy through a centralized fix automation console.

Benefit

Accelerate your current application delivery processes and tools without changing them.  No developer security training required. Centralized management delivers full management visibility and control.

Automation you control and manage

Today's backlogs and agent-generated applications demand application security at a scale that manual shift-left process can't attain. But unmanaged automation isn't the answer either. 

With Expert Fix Automation you scale your expertise under your full control.  Start with a single application, assess it with every scanner available. Triage in minutes, not weeks.  Deliver human validated fixes at your pace, broadening automation reach. Apply grouping to burn down backlogs.  And easily expand security oversight to untested or and agent-built applications with control and confidence.

Increase your security impact at your pace.

Benefit

Unmanaged automation can't scale. AppSecAI delivers incremental, informed human-managed automation. You validate every fix and scale your expertise until you decide to increase automation, always under your management.

API-first enterprise integration

Every Expert Fix Automation feature is available through an API, including findings, statistics, and run-time control, flowing into your own systems, management dashboards, and security reports.

AppSecAI connects directly to application factories, assistants, and agents, to deliver code-ready remediations and context to automated application delivery systems. AppSecAI can certify security processes and secure applications as fast as they're created, under your management control.

Benefit

APIs integrate into enterprise systems instead of adding another console. And agent-built code gets agent-secured as it is built under your control.

Key Metric Management Reporting

Owning application security means proving your increasing impact with real remediation metrics, not narrating activity across the enterprise.

AppSecAI Fix Automation Management tracks and reports on shrinking backlogs, expanding portfolio coverage, cost per fix, risk retired and more, all available on through a centralized management console or your systems via API.

Benefit

"Are we more secure than last quarter?”
You answer with data, not activity reports.

Watch it work

Fix at the speed of find

Proven performance, not promised.

OPEN BENCHMARKED

Open-sourced Accuracy 

97% triage accuracy and 93% fix accuracy, published on the OWASP Benchmark with thousands of examples you can clone and rerun.

See the benchmark →
FOR VALUE PRICING

Pay per fix

You pay $0 for fixes you reject. We price this way because accuracy is the basis of our shared success.  If you don't win, we don't.

How pricing works →
The customer

IndustrialMind

First run of the product
451findings
56validated
100%merged
$0per rejected fix
Quote pending attribution

No developer? No problem.

The aging apps nobody owns are exactly the ones attackers love to exploit. Agent-built, vibe-coded, and abandoned applications are easily secured without developer support. 

For AppSec teams →

Supported Languages

C# / .NET Java Python JavaScript / TypeScript Ruby Go PHP Dockerfile / IaC C / C++ Rust Kotlin Scala Swift VB.NET More … →

Questions?

Which scanners can I use?+

Virtually any SAST or AI scanner, simultaneously.  

Expert Fix Automation ingests findings from Anthropic, Black Duck, Checkmarx, Fortify, Gemini, OpenAI, Semgrep, Snyk, SonarQube, and more — individually or all at once, plus anything that exports SARIF or JSON.  Run several scanners at the same time; Expert Fix Automation consolidates overlapping results into one finding, no human triage required.

Do I have control of what fixes go to developers?+

Yes. You control delivery to the pipeline and specific engineers.  Policy can automate delivery when desired.  You manage automation at your team's pace increasing when desired.

What access does AppSecAI need to our repositories?+

Read-only. AppSecAI proposes a branch and a pull request. Your pipeline, your CI and validation checks, and your teams decide your automation, oversight and merge policies.

What happens when a finding can't be fixed safely?+

AppSecAI Expert Fix Automation's goal is to deliver accurate fixes that can be quickly accepted by a human. AppSecAI fixes must pass multiple system validation checks before they are presented to you.  These include functional equivalence, security, and code quality test.  If the remediation does not pass, it is rejected and analyzed to improve system accuracy and performance.  

Your first app. 30 minutes.

Bring us an application and we'll deliver real fixes in as little as 30 minutes.  You only pay for fixes you keep.