V0.2 operation alphaReal crawler projectionpublic alpha routePublic prices are generated from the operation SOP crawler_projection after capture, normalization, and deterministic gates. This is alpha projection data, not a GTM readiness claim; conflict or low-confidence rows stay in manual review.

major cloud

Google Vertex AI

major cloud provider with 79 normalized prices.

Web reputation samples

External public summaries normalized by LLMTicker; not LLMTicker verified user reviews. LLMTicker recalculates reputation from public items instead of copying third-party ratings.

MixedDocsPricing transparencyModel coverage

Review platform coverage emphasizes Vertex AI's integrated Google Cloud workflow while users still compare complexity and cost against lighter tools.

Source textTranslation not needed

Original

Review platform coverage emphasizes Vertex AI's integrated Google Cloud workflow while users still compare complexity and cost against lighter tools.

G2 Google Cloud Vertex AI reviews05/14/2026, 00:00:00 UTC+0G2 Google Cloud Vertex AI reviews25 d

System signalA · 90major cloud0 risk flags

Latest prices

Provider latest price table
Model	Input miss	Input hit	Output	Verified	Source
Claude 3 Opus	$15.00/ 1M missFresh	Not published	$75.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Opus 4	$15.00/ 1M missFresh	$1.50/ 1M hitFresh	$75.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Opus 4.1	$15.00/ 1M missFresh	$1.50/ 1M hitFresh	$75.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Fable 5	$10.00/ 1M missFresh	$1.00/ 1M hitFresh	$50.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Text Unicorn	$10.00/ 1M missFresh	Not published	$28.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Text Unicorn 001	$10.00/ 1M missFresh	Not published	$28.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Opus 4.5	$5.00/ 1M missFresh	$0.50/ 1M hitFresh	$25.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Opus 4.6	$5.00/ 1M missFresh	$0.50/ 1M hitFresh	$25.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Opus 4.7	$5.00/ 1M missFresh	$0.50/ 1M hitFresh	$25.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Opus 4.8	$5.00/ 1M missFresh	$0.50/ 1M hitFresh	$25.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Llama 3.1 405B Instruct	$5.00/ 1M missFresh	Not published	$16.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude 3 Sonnet	$3.00/ 1M missFresh	Not published	$15.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude 3.5 Sonnet 20240620	$3.00/ 1M missFresh	Not published	$15.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude 3.5 Sonnet 20241022	$3.00/ 1M missFresh	Not published	$15.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude 3.7 Sonnet	$3.00/ 1M missFresh	$0.30/ 1M hitFresh	$15.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Sonnet 4	$3.00/ 1M missFresh	$0.30/ 1M hitFresh	$15.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Sonnet 4.5	$3.00/ 1M missFresh	$0.30/ 1M hitFresh	$15.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Sonnet 4.6	$3.00/ 1M missFresh	$0.30/ 1M hitFresh	$15.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 3 Pro Preview	$2.00/ 1M missFresh	$0.20/ 1M hitFresh	$12.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 3.1 Pro Preview	$2.00/ 1M missFresh	$0.20/ 1M hitFresh	$12.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 3.1 Pro Preview Custom Tools	$2.00/ 1M missFresh	$0.20/ 1M hitFresh	$12.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.5 Computer Use Preview 10-2025	$1.25/ 1M missFresh	Not published	$10.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.5 Pro	$1.25/ 1M missFresh	$0.13/ 1M hitFresh	$10.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.5 Pro Preview TTS	$1.25/ 1M missFresh	$0.13/ 1M hitFresh	$10.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 3.5 Flash	$1.50/ 1M missFresh	$0.15/ 1M hitFresh	$9.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Jamba 1.5 Large	$2.00/ 1M missFresh	Not published	$8.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Grok 4.20 Non-Reasoning	$2.00/ 1M missFresh	$0.20/ 1M hitFresh	$6.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Grok 4.20 Reasoning	$2.00/ 1M missFresh	$0.20/ 1M hitFresh	$6.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Mistral Large 2407	$2.00/ 1M missFresh	Not published	$6.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Mistral Large 2411	$2.00/ 1M missFresh	Not published	$6.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Mistral Large 2512	$2.00/ 1M missFresh	Not published	$6.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
DeepSeek R1 0528	$1.35/ 1M missFresh	Not published	$5.40/ 1M outFresh	5 h	LiteLLM model cost map5 h
DeepSeek V3.1	$1.35/ 1M missFresh	Not published	$5.40/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude 3.5 Haiku	$1.00/ 1M missFresh	Not published	$5.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude Haiku 4.5	$1.00/ 1M missFresh	$0.10/ 1M hitFresh	$5.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Qwen3 Coder 480B A35B Instruct	$1.00/ 1M missFresh	$0.20/ 1M hitFresh	$4.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Mistral Nemo 12B 2407	$3.00/ 1M missFresh	Not published	$3.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
GLM 5	$1.00/ 1M missFresh	$0.10/ 1M hitFresh	$3.20/ 1M outFresh	5 h	LiteLLM model cost map5 h
Mistral Small 2503	$1.00/ 1M missFresh	Not published	$3.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 3 Flash Preview	$0.50/ 1M missFresh	$0.05/ 1M hitFresh	$3.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Kimi K2 Thinking	$0.60/ 1M missFresh	Not published	$2.50/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.5 Flash	$0.30/ 1M missFresh	$0.03/ 1M hitFresh	$2.50/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.5 Flash Preview 09-2025	$0.30/ 1M missFresh	$0.07/ 1M hitFresh	$2.50/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini Robotics-ER 1.5 Preview	$0.30/ 1M missFresh	$0.00/ 1M hitFresh	$2.50/ 1M outFresh	5 h	LiteLLM model cost map5 h
GLM 4.7	$0.60/ 1M missFresh	Not published	$2.20/ 1M outFresh	5 h	LiteLLM model cost map5 h
Mistral Medium 3	$0.40/ 1M missFresh	Not published	$2.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Mistral Medium 3 001	$0.40/ 1M missFresh	Not published	$2.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
DeepSeek V3.2	$0.56/ 1M missFresh	Not published	$1.68/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 3.1 Flash Lite	$0.25/ 1M missFresh	$0.03/ 1M hitFresh	$1.50/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 3.1 Flash Lite Preview	$0.25/ 1M missFresh	$0.03/ 1M hitFresh	$1.50/ 1M outFresh	5 h	LiteLLM model cost map5 h
Claude 3 Haiku	$0.25/ 1M missFresh	Not published	$1.25/ 1M outFresh	5 h	LiteLLM model cost map5 h
MiniMax M2	$0.30/ 1M missFresh	Not published	$1.20/ 1M outFresh	5 h	LiteLLM model cost map5 h
Llama 4 Maverick 17B 128E Instruct	$0.35/ 1M missFresh	Not published	$1.15/ 1M outFresh	5 h	LiteLLM model cost map5 h
Llama 4 Maverick 17b 16e Instruct Maas	$0.35/ 1M missFresh	Not published	$1.15/ 1M outFresh	5 h	Google Vertex AI pricing source via LiteLLM model cost map5 h
Qwen3 Next 80B A3B Instruct	$0.15/ 1M missFresh	$0.03/ 1M hitFresh	$1.20/ 1M outFresh	5 h	LiteLLM model cost map5 h
Qwen3 Next 80B A3B Thinking	$0.15/ 1M missFresh	$0.03/ 1M hitFresh	$1.20/ 1M outFresh	5 h	LiteLLM model cost map5 h
Qwen3 235B A22B Instruct 2507	$0.25/ 1M missFresh	$0.05/ 1M hitFresh	$1.00/ 1M outFresh	5 h	LiteLLM model cost map5 h
Codestral 2	$0.30/ 1M missFresh	Not published	$0.90/ 1M outFresh	5 h	LiteLLM model cost map5 h
Codestral 2 001	$0.30/ 1M missFresh	Not published	$0.90/ 1M outFresh	5 h	LiteLLM model cost map5 h
Llama 4 Scout 17b 128e Instruct Maas	$0.25/ 1M missFresh	Not published	$0.70/ 1M outFresh	5 h	Google Vertex AI pricing source via LiteLLM model cost map5 h
Llama 4 Scout 17B 16E Instruct	$0.25/ 1M missFresh	Not published	$0.70/ 1M outFresh	5 h	LiteLLM model cost map5 h
Codestral	$0.20/ 1M missFresh	Not published	$0.60/ 1M outFresh	5 h	LiteLLM model cost map5 h
Codestral 2405	$0.20/ 1M missFresh	Not published	$0.60/ 1M outFresh	5 h	LiteLLM model cost map5 h
Codestral 2501	$0.20/ 1M missFresh	Not published	$0.60/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.0 Flash 001	$0.15/ 1M missFresh	$0.04/ 1M hitFresh	$0.60/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemma 4 26b A4b It Maas	$0.15/ 1M missFresh	Not published	$0.60/ 1M outFresh	5 h	Google Vertex AI pricing source via LiteLLM model cost map5 h
GPT OSS 120B	$0.15/ 1M missFresh	Not published	$0.60/ 1M outFresh	5 h	LiteLLM model cost map5 h
Grok 4.1 Fast Non-Reasoning	$0.20/ 1M missFresh	$0.05/ 1M hitFresh	$0.50/ 1M outFresh	5 h	LiteLLM model cost map5 h
Grok 4.1 Fast Reasoning	$0.20/ 1M missFresh	$0.05/ 1M hitFresh	$0.50/ 1M outFresh	5 h	LiteLLM model cost map5 h
Jamba 1.5	$0.20/ 1M missFresh	Not published	$0.40/ 1M outFresh	5 h	Google Vertex AI pricing source via LiteLLM model cost map5 h
Jamba 1.5 Mini	$0.20/ 1M missFresh	Not published	$0.40/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.0 Flash	$0.10/ 1M missFresh	$0.03/ 1M hitFresh	$0.40/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.5 Flash Lite	$0.10/ 1M missFresh	$0.01/ 1M hitFresh	$0.40/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.5 Flash Lite Preview 06-17	$0.10/ 1M missFresh	$0.03/ 1M hitFresh	$0.40/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.5 Flash Lite Preview 09-2025	$0.10/ 1M missFresh	$0.01/ 1M hitFresh	$0.40/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.0 Flash Lite	$0.07/ 1M missFresh	$0.02/ 1M hitFresh	$0.30/ 1M outFresh	5 h	LiteLLM model cost map5 h
Gemini 2.0 Flash Lite 001	$0.07/ 1M missFresh	$0.02/ 1M hitFresh	$0.30/ 1M outFresh	5 h	LiteLLM model cost map5 h
GPT OSS 20B	$0.07/ 1M missFresh	Not published	$0.30/ 1M outFresh	5 h	LiteLLM model cost map5 h
Mistral Nemo Latest	$0.15/ 1M missFresh	Not published	$0.15/ 1M outFresh	5 h	LiteLLM model cost map5 h