Preseason
MatchesRankingsPrompts
GitHub
Preseason
MatchesRankingsPromptsMethodologyContact

© 2026 Preseason. All rights reserved.

PrivacyTerms
@betocmn
AI / LLM Integration
Methodology

Fireflies.ai vs GCP Vertex AI

FIFireflies.aivsGCGCP Vertex AI
Fireflies.aiGCP Vertex AI
34%
66%

Leading: GCP Vertex AI (66.0%)

Statistics

MetricValue
Fireflies.ai wins18
GCP Vertex AI wins35
Abstains (no tool)128
Other tool chosen3807
Decisive cases53
Fireflies.ai win rate (unweighted)34.0%
95% CI22.7% - 47.4%
Fireflies.ai win rate (weighted)34.0%

Comments

Fireflies.ai

No comments yet

Verified critics can leave comments here.

GCP Vertex AI

No comments yet

Verified critics can leave comments here.

Model range breakdown

Model rangeTierFireflies.aiGCP Vertex AINoneOtherA rate
DeepSeek Flash 3.2–4.1Mid009199n/a
DeepSeek Pro 4–4 0813Frontier00972n/a
DeepSeek R1Frontier0023187n/a
DevstralMid1881614369%
Gemini Flash 2.5–3.8Small02711830%
Gemini Pro 2.5–3.1 PreviewFrontier002210n/a
GLM 5 Turbo–5.3Frontier003208n/a
GPT 5.4–6 AstraFrontier000207n/a
GPT Coding 5.3 Codex–6.1 SolFrontier000212n/a
GPT Mini 5.4 Mini–6 LunaMid001210n/a
HaikuSmall000212n/a
Kimi 2.5–3Frontier003194n/a
Llama MaverickFrontier0027179n/a
Llama ScoutSmall0011192n/a
MiMo Pro 2–2.6Frontier004206n/a
MiniMax M 2.7–3Frontier000203n/a
Mistral SmallMid0018156n/a
Opus 4.6–5.5Frontier000212n/a
Qwen CoderMid001209n/a
Sonnet 4.6–5.5Frontier000213n/a

Per-prompt breakdown

PromptTierFireflies.aiGCP Vertex AINoneOtherA rate
ai-revenue-ops-copilotBeginner188152969%
ai-revenue-ops-copilotAdvanced01945500%
ai-support-agent-platformAdvanced0815800%
ai-agent-applicationAdvanced0026149n/a
ai-agent-applicationBeginner0050128n/a
ai-agent-applicationIntermediate0044127n/a
ai-revenue-ops-copilotIntermediate001587n/a
ai-support-agent-platformIntermediate000591n/a
ai-support-agent-platformBeginner001566n/a