What is the real-world performance difference between Claude 3.5 Sonnet and GPT-4o when used inside developer-focused workflow automation tools for code review
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the real-world performance difference between Claude 3.5 Sonnet and GPT-4o when used inside developer-focused workflow automation tools for code review
3 real searches · 1 real-search pass
Claude 3.5 Sonnet vs GPT-4o code review performance real-world developer workflow automation tools benchmark SWE-bench code reviewGoogle ↗
OBSERVEDReason
Claude 3.5 Sonnet GPT-4o coding benchmark 2024 SWE-bench Verified code review findings false positivesGoogle ↗
OBSERVEDReason
GitHub Copilot code review Claude 3.5 Sonnet GPT-4o model comparison code review workflowGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Claude 3.5 Sonnet vs GPT-4o code review performance real-world developer workflow automation tools benchmark SWE-bench code review Google ↗
Claude 3.5 Sonnet GPT-4o coding benchmark 2024 SWE-bench Verified code review findings false positives Google ↗
GitHub Copilot code review Claude 3.5 Sonnet GPT-4o model comparison code review workflow Google ↗
- Claude SWE-Bench performance \ Anthropic · anthropic.com
- Claude 3.5 Sonnet on GitHub Copilot \ Anthropic · anthropic.com
- aclanthology.org · aclanthology.org
- Measuring Determinism in Large Language Models for Software Code Review · arxiv.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Claude 3.5 Sonnet vs GPT-4o code review performance real-world developer workflow automation tools benchmark SWE-bench code review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Claude 3.5 Sonnet GPT-4o coding benchmark 2024 SWE-bench Verified code review findings false positives OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
GitHub Copilot code review Claude 3.5 Sonnet GPT-4o model comparison code review workflow OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |