Software Alternatives & Startups

ZeroThreat.ai VS mlsql

Compare ZeroThreat.ai VS mlsql and see what are their differences

ZeroThreat.ai

Fastest AI-Powered AppSec & Automated Pentesting Platform

Rating
5.0 · 1 review
Pricing
Freemium Free trial $100 / Monthly (Unlimited Scans per Target, 1 Concurrent, AI Reports)
mlsql

Infer SQL queries from plain-text questions and table headers.

Rating
0 reviews
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, ZeroThreat.ai should be more popular than mlsql. It has been mentioned 7 times since March 2021.

social mentions
7 vs 2
Security & Privacy popularity
100% vs 0%
alternatives listed
140 vs 1

Base details

Website, pricing, platforms and company facts side by side.

ZeroThreat.ai
mlsql
Website zerothreat.ai github.com
Pricing
Freemium Free trial $100 / Monthly (Unlimited Scans per Target, 1 Concurrent, AI Reports) Official pricing
—
Company Startup from the United States · 1 - 9 employees · 2023 —
Listed in

About ZeroThreat.ai and mlsql

In their own words, as submitted to SaaSHub.

ZeroThreat.ai
mlsql

ZeroThreat.ai is an AI-powered web application and API pentesting platform designed to identify real, exploitable vulnerabilities—not just surface-level findings. Built for modern engineering teams, it combines Agentic AI pentesting with a high-performance scanning engine to deliver up to 10×...

Read more about ZeroThreat.ai

No description of mlsql yet.

Features and specs

What each product offers, as listed by its team.

ZeroThreat.ai 19 features
mlsql 0 features
  • Unlimited Target-Based Scans
    Run unlimited scans per target across dev, staging, and production environments.
  • Concurrent Scans
    1 concurrent scan per workspace for streamlined testing.
  • Free Full Scan Credit
    1 full-scope scan credit included per month.
  • Total Test Coverage
    40,000+ vulnerability checks (OWASP, SANS, CVEs, etc.).
  • Authenticated Scanning
    Supports login-based scans for full application coverage.
  • AI-Powered Engine
    Uses real-world payloads and live CVE mapping for accurate results.
  • Scan Accuracy
    98.9% accurate results — minimal false positives, no manual validation needed.
  • Business Logic Testing
    Detects BOLA, IDOR, access control flaws and other complex logic vulnerabilities.
  • Internal API Scanning
    Scans non-public APIs and internal endpoints.
  • Remediation Reports
    AI-generated fix suggestions with code-level guidance.
  • CI/CD Integration
    Works with GitLab, Jenkins, CircleCI, and other pipelines.
  • Project Tool Integration
    Integrates with Slack, Jira, Trello, and others for issue tracking.
  • Scheduled Scans
    Set up automated scans on your preferred schedule.
  • Flexible Target Management
    Change scan targets with a 30-day cooling period.
  • Region-Based Data Control
    Choose data storage location and control user access by region.
  • Compliance Dashboard
    Covers GDPR, ISO27001, PCI-DSS, HIPAA, and other frameworks.
  • Multi-Protocol API Support
    Supports REST, GraphQL, SOAP; gRPC coming soon.
  • Zero Configuration Required
    Start scanning with no setup or installation needed.
  • Developer-First Design
    Built for modern dev teams — fast, simple, and intuitive.

No features have been listed yet.

Analysis

An editorial look at what each product does well and who it suits.

ZeroThreat.ai
mlsql

No analysis of ZeroThreat.ai yet.

Overall verdict

  • MLSQL is a solid open-source unified platform that blends SQL with machine learning, making data engineering and ML workflows accessible through a single, declarative language. It's a good choice for teams looking to streamline big data and ML pipelines without switching between multiple tools.

Why this product is good

  • It unifies data processing and machine learning under a single SQL-like syntax, lowering the learning curve for data teams.
  • Built on top of Apache Spark, it leverages a proven distributed computing engine for handling large-scale data.
  • Open-source and actively developed, allowing customization and community-driven improvements.
  • Supports the full ML lifecycle including data preprocessing, training, and deployment within one workflow.
  • Reduces the need to context-switch between separate ETL, analytics, and ML tools.

Recommended for

  • Data engineers and data scientists who prefer SQL-centric workflows
  • Teams working with big data on Apache Spark
  • Organizations wanting to unify ETL and machine learning pipelines
  • Companies seeking an open-source alternative to fragmented ML tooling
  • Analysts looking to build ML models without deep programming expertise

Videos

Walkthroughs and reviews on video.

ZeroThreat.ai 1 video + Add
mlsql 0 videos + Add

Introduction to ZeroThreat

No mlsql videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
ZeroThreat.ai
mlsql
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
0% 0%
LMS
100% 100%

Questions & Answers

As answered by people managing ZeroThreat.ai and mlsql.

Which are the primary technologies used for building your product?

ZeroThreat.ai's answer

Frontend: React

Backend: Express.js, Natty (custom in-house framework)

Why should a person choose your product over its competitors?

ZeroThreat.ai's answer

ZeroThreat AI delivers enterprise-grade security testing without the complexity. Unlike legacy tools, it requires zero configuration, integrates easily into CI/CD pipelines, and runs authenticated scans and logic tests that others miss. It helps teams move fast and stay secure—without slowing down dev cycles.

Who are some of the biggest customers of your product?

ZeroThreat.ai's answer

  • SaaS / Cloud Products
  • Managed Security Providers (MSSP)
  • Cybersecurity Service Providers
  • Individual Security Consultants
  • E-commerce & D2C Brands
  • Healthcare Tech (HealthTech)
  • FinTech / Banking Tech
  • APIs / B2B SaaS Platforms
  • Insurance Providers

How would you describe the primary audience of your product?

ZeroThreat.ai's answer

Our primary audience includes DevSecOps teams, security engineers, and software development teams at startups, scale-ups, and enterprises who need scalable, automated, and accurate security testing across web applications and APIs.

What's the story behind your product?

ZeroThreat.ai's answer

ZeroThreat AI was founded in 2024 by developers frustrated with slow, outdated security tools. The goal was clear: make penetration testing accessible, intelligent, and continuous. By using AI to automate attack simulation and remediation, ZeroThreat empowers teams to find and fix vulnerabilities early—without needing to be security experts.

What makes your product unique?

ZeroThreat.ai's answer

ZeroThreat AI combines the power of AI with developer-first design to deliver automated, penetration testing without the need for manual setup or security expertise. It offers unparalleled scan accuracy (98.9%), AI-generated remediation, and supports business logic testing, making it one of the most comprehensive DAST solutions for modern web apps and APIs.

User comments

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

ZeroThreat.ai 5.0 · 1 review
mlsql no reviews yet

We have no reviews of mlsql yet. Be the first one to post

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

ZeroThreat.ai 7 mentions
mlsql 2 mentions
  • Hunting the #1 API Vulnerability (BOLA) in Your Own REST API
    That is the job ZeroThreat.ai is built for. Its engine does application-aware attack chain discovery: it walks complex, authenticated, multi-step workflows the way a real user would, links weaknesses like these into actual attack paths,... - Source: dev.to / 3 months ago
  • We Won a Cybersecurity Award — But Here’s the Real Problem We’re Solving
    ZeroThreat.ai recently got recognized at the 2026 Cybersecurity Excellence Awards for Web Application Security. - Source: dev.to / 7 months ago
  • I launched an automated App & API security platform. What would make you rely on it continuously?
    I recently launched ZeroThreat.ai, a platform focused on continuous application and API security testing—designed for teams that ship fast and want security to keep pace without adding friction. - Source: dev.to / 10 months ago

View more

  • Download the files from Docker Container and locally edit them
    I am working on a project that requires me to take user input (as English) and return SQL queries. We will eventually be working with multiple datasets, which is why the valuenet over at https://github.com/paulfitz/mlsql ended up being... Source: over 4 years ago
  • Clone and edit Docker Projects hosted on Github
    I found this great resource here: https://github.com/paulfitz/mlsql. Source: almost 5 years ago

Alternatives to ZeroThreat.ai and mlsql

When comparing ZeroThreat.ai and mlsql, you can also consider the following products.