--- title: AppSecAI — Blamed for the breach? Deliver the fix. description: AppSecAI turns findings from any code scanner into validated, tested code fixes your security team delivers — automated vulnerability remediation at the speed of find. image: https://www.appsecai.io/hubfs/og/appsecai-og-card.png --- [![Logo. Blue. Horizontal](https://www.appsecai.io/hubfs/Logo.%20Blue.%20Horizontal.svg "Logo. Blue. 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Deliver the fix. AppSecAI turns scanner findings into validated code fixes your team delivers as fast as they're found. [1 minute demo](https://www.appsecai.io/demo) [Start now!](https://calendly.com/brucefram/30min) > "We are blamed for the breach. We need to own preventing it." Travis McPeak, Application Security Lead, Cursor You set the standards You review the fix You decide what merges Don't just report risk, retire it. Trusted by software teams and AppSec service providers [![Taama](https://www.appsecai.io/hubfs/customer-logos/taama.png)](https://www.appsecai.io/case-studies) [![Blockchain0x](https://www.appsecai.io/hubfs/customer-logos/blockchain0x.svg)](https://www.appsecai.io/case-studies) [![IndustrialMind.ai](https://www.appsecai.io/hubfs/customer-logos/industrialmind.png)IndustrialMind.ai](https://www.appsecai.io/case-studies) [![recordskeeper.ai](https://www.appsecai.io/hubfs/customer-logos/recordskeeper.svg)](https://www.appsecai.io/case-studies) [![TEGO](https://www.appsecai.io/hubfs/customer-logos/tego.svg)](https://www.appsecai.io/case-studies) [![intermedia IT](https://www.appsecai.io/hubfs/customer-logos/intermediait.svg)](https://www.appsecai.io/case-studies) [![Sanket](https://www.appsecai.io/hubfs/customer-logos/sanket.svg)](https://www.appsecai.io/case-studies) [![Galah Cyber](https://www.appsecai.io/hubfs/customer-logos/galah-cyber.svg)](https://www.appsecai.io/case-studies) [![Blockchain Council](https://www.appsecai.io/hubfs/customer-logos/blockchain-council.svg)](https://www.appsecai.io/case-studies) [![spurtree](https://www.appsecai.io/hubfs/customer-logos/spurtree.png)](https://www.appsecai.io/case-studies) [![Tosh Innovations](https://www.appsecai.io/hubfs/customer-logos/tosh-innovations.png)](https://www.appsecai.io/case-studies) [![The Hog](https://www.appsecai.io/hubfs/customer-logos/the-hog.png)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/taama.png)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/blockchain0x.svg)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/industrialmind.png)IndustrialMind.ai](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/recordskeeper.svg)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/tego.svg)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/intermediait.svg)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/sanket.svg)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/galah-cyber.svg)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/blockchain-council.svg)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/spurtree.png)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/tosh-innovations.png)](https://www.appsecai.io/case-studies) [![](https://www.appsecai.io/hubfs/customer-logos/the-hog.png)](https://www.appsecai.io/case-studies) ## From findings to merged fixes. ### All scanner findings, triaged Run any or all of your code scanners at once. AppSecAI triages the combined output using exploitability analysis, removing false results with 97% measured accuracy in minutes. Anthropic, Black Duck, Checkmarx, Fortify, Gemini, OpenAI, Semgrep, Snyk, SonarQube, and more — individually or all at once, plus anything that exports SARIF or JSON. AppSecAI then consolidates and groups findings, so the deepest vulnerability coverage costs you no triage time and yields fewer, more effective fixes. Scanners Scanner availability, defaults, licenses, and prerequisites come from the backend catalog for the selected repository. OpenGrep Default existing-default Languages: python, javascript, typescript, java, go, ruby, php, csharp, kotlin, swift, rust, cppOutput: sarif Bandit Default default-safe Languages: pythonOutput: json gosec Default default-safe Languages: goOutput: sarif ESLint security Default default-safe-when-project-toolchain-present Languages: javascript, typescriptOutput: json Psalm taint analysis Default default-safe-when-composer-present Languages: phpOutput: json PHPStan Default default-safe-when-composer-present Languages: phpOutput: json DevSkim Default default-safe Languages: csharpOutput: sarif ### Tailored code fixes you deliver Every found vulnerability gets a complete documented analysis and code fix you can review and merge in minutes. Fixes are tailored to the way your developers code and to your security standards, for quick acceptance. Each is automatically checked for fix quality, functionality, code quality, security and more, maximizing team productivity even before your team (optionally) validates them. Fixes can be grouped, for example by source, so with a single PR you retire multiple vulnerabilities even faster. src/auth/database\_connection.py Security: Fix CWE-259 (hardcoded\_password\_funcarg) +10-12 Ready to merge ... @@ -1,30 +1,28 @@ 1 #!/usr/bin/env python3 1 #!/usr/bin/env python3 2 """ 2 """ 3 \-Database connection module with hardcoded credentials vulnerability. 3 \+Database connection module. 4 \-This represents an OWASP Top 10 A07:2021 - Identification and Authentication Failures. 4 \+Credentials are loaded from environment variables per OWASP Top 10 A07:2021 guidance. 5 \-The vulnerability can be fixed by using environment variables and libraries like python-dotenv. 6 """ 5 """ 6 \+import os 8 import mysql.connector 7 import mysql.connector 9 import logging 8 import logging 11 class DatabaseManager: 10 class DatabaseManager: 12 def \_\_init\_\_(self): 11 def \_\_init\_\_(self): 13 \- # VULNERABILITY: Hardcoded database credentials (OWASP A07:2021) 14 \- # These should be stored in environment variables or secure configuration 15 self.db\_config = { 12 self.db\_config = { 16 \- 'host': 'prod-db-server.company.com', 13 \+ 'host': os.environ\['DB\_HOST'\], 17 \- 'user': 'admin\_user', 14 \+ 'user': os.environ\['DB\_USER'\], 18 \- 'password': 'SuperSecret123!@#', # Hardcoded password 15 \+ 'password': os.environ\['DB\_PASSWORD'\], 19 \- 'database': 'customer\_data', 16 \+ 'database': os.environ\['DB\_NAME'\], 20 \- 'port': 3306 17 \+ 'port': int(os.environ.get('DB\_PORT', '3306')) 21 } 18 } 22 self.connection = None 19 self.connection = None 24 def connect(self): 21 def connect(self): 25 \- """Establish database connection using hardcoded credentials.""" 22 \+ """Establish database connection.""" 26 try: 23 try: 27 \- # Direct use of hardcoded credentials 28 self.connection = mysql.connector.connect( 24 self.connection = mysql.connector.connect( 29 host=self.db\_config\['host'\], 25 host=self.db\_config\['host'\], 30 user=self.db\_config\['user'\], 26 user=self.db\_config\['user'\], 31 password=self.db\_config\['password'\], 27 password=self.db\_config\['password'\], Vulnerability flow diagram included with every fix Hardcoded credential Source Code / Git Repo database\_connection.py -15 password = 'SuperSecret123!@#' Attacker Access Reads RepositoryBinary/Config Inspection Extracts Credentials mysql.connector.connect() with stolen password Full Admin DB Access customer\_data compromised After the AppSecAI fix Secure Secret Store Vault / CI Environment os.environ\['DB\_PASSWORD'\] database\_connection.py -15 No credential in source mysql.connector.connect() runtime value only Repository Exposure Reveals Nothing ### Across the whole portfolio You're accountable for every application, not just the ones a scanner covers. AppSecAI extends security across the enterprise from a single system, including untested and legacy applications. Burn down backlogs without the time and cost of manual triage and hand-written security fixes. We secure the vibe-coded applications nobody is watching, and the apps with no developer behind them. Portfolio Last 30 days Remediation progress and priority across every repository under management. Business Risk Analysis 8 repos High + Critical▾ Business importance▾ 10 6 3 WATCH LIST HIGHER RISK LOWER RISK VOLUME FOCUS 0112233 Business importance against open high and critical findings. Remediation by repository Fixes merged Awaiting fix payments-platform 96 90 186 billing-legacy 128 80 208 orders-core 71 71 142 customer-portal 44 52 96 partner-gateway 37 81 118 vibe-storefront 52 40 92 0100200 ## Decouple AppSec from dev. Development cycle Build features → ship revenue Sprint 1 Sprint 2 Sprint 3 Sprint 4 Remediation cycle Find → Generate → Validate → Merge Week 1Week 3Week 5Week 7 Two cycles, running at the same time. Neither one waits for the other. Generate security code fixes, give developers their sprint back and start owning security. Developers ship features. AppSec ships fixes. No new developer tools, no training, no agent in the IDE, and nothing blocking the pipeline. The only security work that reaches the sprint is what actually needs a developer. Fixes arrive written, tested and ready. Developers review security validated fixes instead of struggling to code them. Developers keep building the features that earn revenue. Security protects it. > "Finally, let security do security." — Dave Wichers, Co-founder, OWASP Top 10 ## Own the fix, not the finding. Bring us the backlog and we'll show you how to burn it down in minutes. [Bring us your backlog](https://www.appsecai.io/contact) You pay for the fixes you keep. Nothing for the ones you reject. ## Frequently asked questions How is this different from my scanner's autofix button? A scanner's autofix only fixes its own findings, so running three scanners means each button sees a third of your problem. AppSecAI ingests findings from every scanner you run, correlates them, and delivers one validated fix per real vulnerability. Which scanners do you support? Anthropic, Black Duck, Checkmarx, Fortify, Gemini, OpenAI, Semgrep, Snyk, SonarQube, and more — individually or all at once, plus anything that exports SARIF or JSON. Results from all scanners are triaged automatically and duplicates consolidated. What access does AppSecAI need to our code? Read-only. AppSecAI proposes a branch and a pull request; your pipeline, your CI checks, and your branch protection rules decide what merges. Do developers have to change how they work? No. There is no new tool to learn and no agent in the IDE. Most security work never reaches them at all, and what does arrives as an ordinary pull request with the code written and the tests passing. How does pricing work? You pay per accepted fix, and $0 for fixes you reject. We can price this way because we know we work. You shouldn't have to pay for tooling that doesn't. How long does it take to get started? Minutes from install to first fix, even without a scanner configured. Your existing scanners stay where they are, and there is nothing to rip out. Run it from the console, drive it from the API or Git, or all three. Works with your existing processes. How do we know the fixes are any good? Every fix passes a battery of automated validation checks before anyone sees it. We check that it resolves the vulnerability, that the code still works, and that it won't break the build, and every fix carries complete reasoning and documentation. 97% triage accuracy and 93% fix accuracy, published on the OWASP Benchmark with thousands of examples you can clone and rerun. [![Logo. White. Horizontal](https://www.appsecai.io/hubfs/Logo.%20White.%20Horizontal.svg "Logo. White. 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All rights reserved. ```json { "@context" : "https://schema.org", "@id" : "https://www.appsecai.io/#org", "@type" : "Organization", "contactPoint" : [ { "@type" : "ContactPoint", "availableLanguage" : [ "en" ], "contactType" : "sales", "email" : "automation@appsecai.io" }, { "@type" : "ContactPoint", "availableLanguage" : [ "en" ], "contactType" : "security", "email" : "security@appsecai.io" }, { "@type" : "ContactPoint", "availableLanguage" : [ "en" ], "contactType" : "privacy", "email" : "privacy@appsecai.io" } ], "logo" : { "@type" : "ImageObject", "height" : 112, "url" : "https://43994771.fs1.hubspotusercontent-na2.net/hubfs/43994771/Logos/Logo.%20Blue.%20Stacked-1.png", "width" : 112 }, "name" : "AppSecAI, Inc.", "sameAs" : [ "https://www.linkedin.com/company/appsecai-inc/", "https://www.youtube.com/@AppSecAI" ], "url" : "https://www.appsecai.io/" } ``` ```json { "@context" : "https://schema.org", "@id" : "https://www.appsecai.io/#website", "@type" : "WebSite", "inLanguage" : "en-US", "name" : "AppSecAI", "publisher" : { "@id" : "https://www.appsecai.io/#org" }, "url" : "https://www.appsecai.io/" } ``` ```json { "@context" : "https://schema.org", "@id" : "https://www.appsecai.io/expert-fix-automation#software", "@type" : "SoftwareApplication", "applicationCategory" : "SecurityApplication", "applicationSubCategory" : "SAST remediation / automated vulnerability fix automation", "description" : "Turns findings from any code scanner into validated, tested code fixes delivered as pull requests, at the automation level the security team sets.", "featureList" : [ "Simultaneous ingestion from any SAST or AI scanner (SARIF/JSON)", "Automated triage at 97% measured accuracy", "Validated code fix generation at 93% measured accuracy", "Vulnerability grouping by class, file, source and sink", "Automation levels set per vulnerability class and application", "Per-fix evidence chain and audit trail", "Read-only repository access", "API-first integration" ], "name" : "AppSecAI Expert Fix Automation", "operatingSystem" : "Cloud", "provider" : { "@id" : "https://www.appsecai.io/#org" }, "url" : "https://www.appsecai.io/expert-fix-automation" } ``` ```json { "@context" : "https://schema.org", "@id" : "https://www.appsecai.io/#webpage", "@type" : "WebPage", "description" : "AppSecAI turns findings from any code scanner into validated, tested code fixes your security team delivers — automated vulnerability remediation at the speed of find.", "inLanguage" : "en-US", "isPartOf" : { "@id" : "https://www.appsecai.io/#website" }, "name" : "AppSecAI — Blamed for the breach? Deliver the fix.", "url" : "https://www.appsecai.io/" } ``` ```json { "@context" : "https://schema.org", "@type" : "FAQPage", "mainEntity" : [ { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "A scanner's autofix only fixes its own findings, so running three scanners means each button sees a third of your problem. AppSecAI ingests findings from every scanner you run, correlates them, and delivers one validated fix per real vulnerability." }, "name" : "How is this different from my scanner's autofix button?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "Anthropic, Black Duck, Checkmarx, Fortify, Gemini, OpenAI, Semgrep, Snyk, SonarQube, and more — individually or all at once, plus anything that exports SARIF or JSON. Results from all scanners are triaged automatically and duplicates consolidated." }, "name" : "Which scanners do you support?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "Read-only. AppSecAI proposes a branch and a pull request; your pipeline, your CI checks, and your branch protection rules decide what merges." }, "name" : "What access does AppSecAI need to our code?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "No. There is no new tool to learn and no agent in the IDE. Most security work never reaches them at all, and what does arrives as an ordinary pull request with the code written and the tests passing." }, "name" : "Do developers have to change how they work?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "You pay per accepted fix, and $0 for fixes you reject. We can price this way because we know we work. You shouldn't have to pay for tooling that doesn't." }, "name" : "How does pricing work?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "Minutes from install to first fix, even without a scanner configured. Your existing scanners stay where they are, and there is nothing to rip out. Run it from the console, drive it from the API or Git, or all three. Works with your existing processes." }, "name" : "How long does it take to get started?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "Every fix passes a battery of automated validation checks before anyone sees it. We check that it resolves the vulnerability, that the code still works, and that it won't break the build, and every fix carries complete reasoning and documentation. 97% triage accuracy and 93% fix accuracy, published on the OWASP Benchmark with thousands of examples you can clone and rerun." }, "name" : "How do we know the fixes are any good?" } ] } ```