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Buying question

What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Sep 16, 2026. Each category is re-run in rotation, every few weeks.

Recommendation

Kind of question

3

Model APIs

3

Brands named

17

Pages cited

Brands

Brands the answers named

Ordered by how many model APIs named the brand, then by mentions. A mention is not an endorsement or a position.
Rank#BrandModel APIsMentionsOwn-site citationsNamed by
1Claude Codeanthropic.com220OpenAI · Anthropic
2OpenAI Codexopenai.com110OpenAI
3Augment Codeaugmentcode.com101OpenAI

Model APIs

What each model API returned

One row per model API. The hash identifies the exact answer without publishing it.
Model APIModelBrands namedCitationsDomainsAnswer hash
OpenAIopenai/gpt-4o-miniClaude Code · OpenAI Codex · Augment Code55859c93a6…456ef
Anthropicanthropic/claude-haiku-4-5Claude Code54a4e054ab…63dd5
Googlegoogle/gemini-2.5-flashNone named981848e8e8…8aa85

Sources

Pages the answers cited

Hostnames come from the URLs the answers returned. Best position is the earliest place a page was cited in an answer.
DomainCited pageBest positionCited byCitations
departmentofproduct.substack.comhttps://departmentofproduct.substack.com/p/what-is-parallel-ai-agent-coding1Google1
docs.langchain.comhttps://docs.langchain.com/oss/python/langchain/multi-agent1Anthropic1
nimbalyst.comhttps://nimbalyst.com/blog/best-tools-for-running-parallel-ai-coding-agents/1OpenAI1
medium.comhttps://medium.com/aimonks/parallel-ai-agents-the-next-wave-transforming-software-development-4e16caf058dd2OpenAI · Google2
docs.langchain.comhttps://docs.langchain.com/oss/python/langgraph/workflows-agents2Anthropic1
levelup.gitconnected.comhttps://levelup.gitconnected.com/why-i-run-10-ai-coding-agents-at-once-and-my-team-thinks-im-crazy-e796545a69bc2OpenAI1
lumenalta.comhttps://lumenalta.com/insights/a-practical-guide-to-parallel-coding-with-ai-agents3OpenAI · Google2
aipractitioner.substack.comhttps://aipractitioner.substack.com/p/scaling-langgraph-agents-parallelization3Anthropic1
augmentcode.comhttps://augmentcode.com/tools/best-ai-coding-agent-desktop-apps3OpenAI1
latenode.comhttps://latenode.com/blog/ai-frameworks-technical-infrastructure/langgraph-multi-agent-orchestration/langgraph-multi-agent-orchestration-complete-framework-guide-architecture-analysis-20254Anthropic1
linkedin.comhttps://linkedin.com/posts/andrewyng_ai-powered-phones-get-proactive-robot-antelope-activity-7366883733846548480-p0mp4Google1
kimi.aihttps://kimi.ai/resources/parallel-agent5Google1
medium.comhttps://medium.com/@manojjahgirdar/scale-a-multi-agent-system-effectively-by-parallel-execution-of-agents-acc79a126a0b5Anthropic1
arxiv.orghttps://arxiv.org/html/2603.21489v26Google1
reddit.comhttps://reddit.com/r/ClaudeAI/comments/1kwm4gm/has_anyone_tried_parallelizing_ai_coding_agents/7Google1
reddit.comhttps://reddit.com/r/developers/comments/1txlnsf/asking_devs_who_proudly_have_5_agents_running_in/8Google1
youtube.comhttps://youtube.com/watch?v=-1K_ZWDKpU0&vl=en9Google1
Snapshots
c9215e33-a54f-4c63-a494-a8a96cb24c2b
Question set
ai-developer-tools-2026-07-27
Benchmark version
4-ai-developer-tools-2026-07-27-models-64232fd32583
What is kept
Measured in AI developer tools. Full answers are not stored or published, and no customer data is included.

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  • The pages AI readsThe sources behind each answer.
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