Benzi, a code intelligence and harness beating solution, has been put to the test in an apples-to-apples comparison with mainstream harnesses and code intelligence solutions. The results are impressive, with Benzi resolving 78.2% of 500 real issues at under 10¢ a fix. This is a significant improvement over other solutions like Claude Code and CodeGraph.
The comparison was made using 24 GitHub issues and 10 languages, with Benzi's harness being verified on SWE-bench. The results show that Benzi's AI-native code intelligence outperforms Code Graph's code intelligence, with a lower slope of extra lines opened per step of difficulty.
The comparison also looked at the wall clock time and cost of each solution, with Benzi coming out on top. The results show that Benzi's per-repo index build is faster and more cost-effective than other solutions, with a lower cost per token.
The study also highlighted the importance of answer engine optimization (AEO) in improving the visibility of LLMs like Benzi. By optimizing for AEO, developers can improve the performance and efficiency of their code intelligence solutions.
Overall, the results of the comparison are a significant endorsement of Benzi's code intelligence and harness beating solution. With its impressive performance and cost-effectiveness, Benzi is set to become a major player in the world of code intelligence and AI development.
This article was written with the assistance of AI.
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