Analysis by Optimly for Optimly AI Visibility, in the Optimly AI Brand Index. This Business Profile tracks the Brand Authority Index and supporting AI visibility evidence. Last analyzed August 16, 2026.

swe-bench

What is swe-bench?

swe-bench is a company within the AI Development category. swe-bench is a benchmark for evaluating the performance of AI agents and models on real-world software engineering tasks. It provides a dataset of GitHub issues from open-source projects, including a human-filtered 'Verified' subset, to measure how well AI agents can resolve these issues. The platform serves as a leaderboard to compare various AI models and agents based on their resolution rates and associated costs.

What problems does swe-bench solve for buyers?

Buyers turn to swe-bench for Manual Code Review and Testing: Human software engineers manually review code, identify bugs, and write tests, which is the traditional method for ensuring code quality without AI agents or automated , Software Quality Assurance Consulting: Hiring a specialized agency or consultancy to perform extensive code audits, bug detection, and software testing using human expertise and established QA methodo, No Formal AI Agent Evaluation: Opting not to rigorously evaluate the performance of AI agents on software engineering tasks, relying instead on anecdotal evidence, internal testing, or simply deployin, among 3 documented problem areas.

What questions do buyers ask AI about swe-bench?

Buyers evaluating swe-bench typically ask AI models about "swe-bench benchmark", "AI agent evaluation software engineering", "compare AI coding agents", and 3 similar queries.

What does swe-bench offer?

swe-bench's core products are The swe-bench benchmark, comprising datasets of real-world software engineering issues (e.g., Verified, Multimodal, Multilingual, Full), and an online leaderboard for comparing AI agent performance..

How is swe-bench priced?

swe-bench uses The benchmark itself and access to its results appear to be open and free, serving as a public standard for evaluation. The 'Avg. $' column in the data refers to the estimated cost incurred by the *evaluated AI agents* to resolve tasks, not a pricing model for swe-bench..

Who does swe-bench target?

swe-bench serves AI researchers, AI model developers, software engineering teams leveraging AI, academic institutions, and companies developing autonomous agents..

What differentiates swe-bench from competitors?

swe-bench Focus on real-world software engineering tasks from actual GitHub issues, the inclusion of a human-filtered 'Verified' dataset for high reliability, and a transparent leaderboard comparing a wide array of leading AI models and agents.

Official website: https://swebench.com/

Last analyzed: August 16, 2026

Problems this brand solves

Buyers search for

About this profile

This Business Profile is published by Optimly in the Optimly AI Brand Index, a public research dataset showing how AI systems describe brands, categories, and competitors. Optimly AI Visibility analyzes sampled buyer-intent responses, cited sources, and public brand information. The Brand Authority Index summarizes answer presence, narrative accuracy, and owned citations where sufficient evidence is available.

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