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AI / LLM Integration
Methodology

Vectara vs LangSmith

VEVectaravsLangSmithLALangSmith
VectaraLangSmith
50%
50%
Insufficient data
This matchup has 4 decisive cases (minimum 30 required for publication).

Statistics

MetricValue
Vectara wins2
LangSmith wins2
Abstains (no tool)19
Other tool chosen2578
Decisive cases4
Vectara win rate (unweighted)50.0%
95% CI15.0% - 85.0%
Vectara win rate (weighted)50.0%

Comments

Vectara

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LangSmith

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Per-model breakdown

ModelTierVectaraLangSmithNoneOtherA rate
DeepSeek R1 0528Frontier102135100%
Devstral 2 2512Mid102134100%
MiniMax M2.7Frontier0101190%
Mistral Small 4Mid0121060%
Claude Haiku 4.5Small000140n/a
Claude Opus 4.6Frontier000132n/a
Claude Opus 4.8Frontier0008n/a
Claude Sonnet 4.6Frontier000141n/a
DeepSeek V3.2Mid000131n/a
DeepSeek V4 FlashMid0009n/a
DeepSeek V4 ProFrontier0018n/a
Gemini 2.5 FlashSmall000132n/a
Gemini 2.5 ProFrontier002139n/a
Gemini 3.5 FlashSmall0008n/a
GLM 5 TurboFrontier002129n/a
GLM 5.2Frontier0009n/a
GPT 5.3 CodexFrontier000141n/a
GPT 5.4Frontier000132n/a
GPT 5.4 MiniMid001140n/a
GPT 5.5Frontier0007n/a
Kimi K2.5Frontier001117n/a
Kimi K2.7 CodeFrontier0009n/a
Llama 4 MaverickFrontier003133n/a
Llama 4 ScoutSmall002134n/a
MiMo V2 ProFrontier000130n/a
MiMo V2.5 ProFrontier0009n/a
MiniMax M3Frontier0009n/a
Qwen3 Coder NextMid001137n/a

Per-prompt breakdown

PromptTierVectaraLangSmithNoneOtherA rate
ai-support-agent-platformBeginner201415100%
ai-support-agent-platformIntermediate0204320%
ai-agent-applicationIntermediate00512n/a
ai-agent-applicationAdvanced00317n/a
ai-agent-applicationBeginner00515n/a
ai-revenue-ops-copilotIntermediate001431n/a
ai-revenue-ops-copilotBeginner000407n/a
ai-revenue-ops-copilotAdvanced003419n/a
ai-support-agent-platformAdvanced001430n/a