Compare DeepCoder vs. DeepSWE

ZeroPath (YC S24) is an AI-native application security platform that delivers comprehensive code protection beyond traditional SAST. Founded by security engineers from Tesla and Google, ZeroPath combines large language models with deep program analysis to deliver intelligent security testing that finds real vulnerabilities while dramatically reducing false positives. Unlike traditional SAST tools that rely on pattern matching, ZeroPath understands code context, business logic, and developer intent. This enables identification of sophisticated security issues including business logic flaws, broken authentication, authorization bypasses, and complex dependency vulnerabilities. Our comprehensive security suite covers the application security lifecycle: 1. AI-powered SAST 2. Software Composition Analysis with reachability analysis 3. Secrets detection and validation 4. Infrastructure as Code scanning 5. Automated PR reviews 6. Automated patch generation and more... ZeroPath integrates seamlessly with GitHub, GitLab, Bitbucket, Azure DevOps and many more. The platform handles codebases with millions of lines across Python, JavaScript, TypeScript, Java, Go, Ruby, Rust, PHP, Kotlin and more. Our research team has been successful in finding vulnerabilities like critical account takeover in better-auth (CVE-2025-61928, 300k+ weekly downloads), identifying 170+ verified bugs in curl, and discovering 0-days in production systems at Netflix, Hulu, and Salesforce. Trusted by 750+ companies and performing 200k+ code scans monthly.

PackageX OCR API turns any smartphone into an incredibly powerful universal label scanner. It can read every bit of text, including barcodes, QR codes and other information on the label. Our OCR technology is the best in the industry. It uses proprietary algorithms and deep learning models to extract information from labels. Our OCR API has been trained using information from more than 10 million labels. This allows for the highest scanning accuracy in the market, at over 95%. Our technology can scan in low-light conditions and read labels from any angle. Create your own OCR scanner app to eliminate pen-and-paper inefficiencies. Our OCR scanner allows you to extract information from printed text or handwritten labels. Our OCR software is trained using multilingual label data extracted in over 40 countries. Detect and extract information from barcodes or QR codes.

JetBrains Junie is an innovative AI coding assistant that works inside many JetBrains IDEs to streamline programming efforts and boost efficiency. This agent leverages advanced AI to help developers write, test, and inspect code without leaving their familiar development environment. Junie offers both code execution and interactive collaboration, allowing programmers to switch between automated code writing and brainstorming sessions for features and improvements. By deeply understanding the codebase, Junie identifies the best ways to tackle tasks and ensures all changes meet quality standards through syntax and semantic checks. It also runs tests to minimize errors and keep the project healthy, freeing developers from routine tasks. Many developers have successfully built complex applications and games using Junie, highlighting its flexibility across different languages and frameworks. The AI adapts to each task’s complexity and workflow, making coding less tedious and more focused on creativity. Whether you are building a simple web app or a complex game, Junie offers smart support throughout the development cycle.

This low-code Business Process Management Suite (BPMS) enables medium and large enterprises to design, automate, and continuously improve business processes — while staying aligned with corporate architecture, IT governance, and compliance standards. It empowers both business and IT teams to collaborate and rapidly deliver workflow-driven applications without heavy coding or long development cycles. The platform supports a wide range of automation scenarios, including CapEx approval, procurement management, customer order processing, approval workflows, and document tracking — replacing email-based and manual routines with structured, transparent, and auditable digital workflows. Built-in Enterprise Architecture (EA) capabilities allow organizations to model business capabilities, link them to operational processes and systems, and ensure traceability across business and IT layers. This helps enterprise architects align process changes with strategic goals, manage dependencies, and support long-term transformation initiatives. With visual tools for process design, data modeling, access control, and integration with core enterprise systems (ERP, CRM, DMS), the suite enables fast deployment, cross-department collaboration, and continuous optimization. Flexible deployment options (cloud or on-premises) ensure security and scalability in regulated environments. The BPMS is used across multiple industries — including manufacturing, financial services, healthcare, energy, and the public sector — by organizations seeking to reduce operational costs, improve agility, and modernize their process landscape without disrupting core systems.

Aikido is the all-in-one security platform for development teams to secure their complete stack, from code to cloud. Aikido centralizes all code and cloud security scanners in one place. Aikido offers a range of powerful scanners including static code analysis (SAST), dynamic application security testing (DAST), container image scanning, and infrastructure-as-code (IaC) scanning. Aikido integrates AI-powered auto-fixing features, reducing manual work by automatically generating pull requests to resolve vulnerabilities and security issues. It also provides customizable alerts, real-time vulnerability monitoring, and runtime protection, enabling teams to secure their applications and infrastructure seamlessly.

Parasoft's mission is to provide automated testing solutions and expertise that empower organizations to expedite delivery of safe and reliable software. A powerful unified C and C++ test automation solution for static analysis, unit testing and structural code coverage, Parasoft C/C++test helps satisfy compliance with industry functional safety and security requirements for embedded software systems.

Seplex is an OTT solutions provider, serving global operators with simple, powerful and scalable OTT solutions—from content preparation, management and monetization to video delivery, multi-screen apps and real-time analytics. We offer a unified OTT platform that includes middleware, transcoders, CDNs, DRM, multi-screen apps, STBs, and analytics—all designed to support operators globally.

Criminal IP's Attack Surface Management (ASM) is an intelligence-driven platform designed to continuously identify, catalog, and oversee all internet-connected assets linked to an organization, including overlooked and shadow resources, enabling teams to understand their actual external exposure from the perspective of potential attackers. This solution integrates automated asset detection with open-source intelligence (OSINT) methods, artificial intelligence enhancements, and sophisticated threat intelligence to reveal exposed hosts, domains, cloud services, IoT devices, and other internet-facing entry points, while also collecting evidence such as screenshots and metadata, and linking findings to known vulnerabilities and attacker techniques. By evaluating exposures through the lens of business relevance and risk, ASM emphasizes vulnerable elements and misconfigurations, providing instantaneous alerts and interactive dashboards that facilitate quicker investigations and remediation efforts. Furthermore, this comprehensive tool empowers organizations to proactively manage their security posture, ensuring that they remain vigilant against emerging threats.

RunPod provides a cloud infrastructure that enables seamless deployment and scaling of AI workloads with GPU-powered pods. By offering access to a wide array of NVIDIA GPUs, such as the A100 and H100, RunPod supports training and deploying machine learning models with minimal latency and high performance. The platform emphasizes ease of use, allowing users to spin up pods in seconds and scale them dynamically to meet demand. With features like autoscaling, real-time analytics, and serverless scaling, RunPod is an ideal solution for startups, academic institutions, and enterprises seeking a flexible, powerful, and affordable platform for AI development and inference.

Questionnaires, audits, and RFPs consume a significant amount of your experts' time. Turn this administrative burden into an engine to win. Optivalue.ai reduces response times by up to 90% by automating information discovery and response drafting, allowing your experts to focus on the high-impact personalization that wins bids. Here's how it works: Understanding: Connected to your systems, it acts as an expert librarian. It reads and understands your entire knowledge base to know precisely where the best information is for any question. Submission: You submit a questionnaire to it. Response: In minutes, it generates a complete draft response using the most relevant excerpts from your own documents. Every answer becomes a verified fact. For perfect traceability, every statement is substantiated. Optivalue.ai precisely cites the source document, page, and date. You don't just answer correctly—you prove it. It’s an engine for organizational improvement. Optivalue.ai performs a gap analysis to identify weaknesses in your documentation. The proposed improvements build your team's expertise. By implementing these recommendations to update your internal documents, you drive lasting progress across your entire organization. Your data security is guaranteed. Optivalue.ai is built with enterprise-grade security, compliant with strict standards like GDPR, HIPAA, ISO, and FedRAMP, allowing you to manage your most sensitive data with complete confidence. All our plans include unlimited users and projects. Start your 14-day free trial. No credit card required. No commitment.