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Put up to 4 models beside each other — token prices, context windows, capabilities and provider, from the same catalogue the model pages read.

  1. Gemini Embedding 2GoogleRemove
  2. Universal-3.5 ProAssemblyAIRemove
  3. GPT-6 LunaOpenAIRemove
gemini-embedding-2-preview vs universal-3-5-pro vs gpt-6-luna
AttributeGemini Embedding 2gemini-embedding-2-previewUniversal-3.5 Prouniversal-3-5-proGPT-6 Lunagpt-6-luna
Pricing
Input$0.60 / 1M— Not priced per input token$0.10 / 1M
Output$2.40 / 1M— Not priced per output token$0.50 / 1M
Cache Write (5m)$0.60 / 1MNot applicable$0.10 / 1M
Cache Write (1h)$0.60 / 1MNot applicable$0.10 / 1M
Cache Read$0.60 / 1MNot applicable$0.10 / 1M
Web Search—$0 / 1M$0 / 1M
Context
Max context8.2KN/A1.1M
Max outputN/AN/AN/A
Capabilities
VisionYesNoYes
Function CallingYesNoYes
JSON ModeNoNoYes
StreamingNoNoYes
Catalogue
ProviderGoogleAssemblyAIOpenAI
Categoryembeddingvoicechat
Charge typePay As You GoPay As You GoPay As You Go
Released—2026-09-22—
Description
SummaryGemini Embedding 2 is Google's advanced text embedding model designed for high-accuracy semantic representation across large-scale retrieval and understanding tasks. It converts text into dense vector embeddings optimized for semantic search, retrieval-augmented generation (RAG), clustering, classification, and recommendation systems. Built for production use, it offers strong multilingual support, improved semantic similarity accuracy, and efficient embedding generation, making it well suited for large knowledge indexing pipelines and enterprise-scale retrieval applications.AssemblyAI Universal-3.5 Pro speech-to-text. Billed per second of audio.GPT-6 Luna is the fast, cost-efficient model in OpenAI's GPT-6 series, optimized for high-volume and latency-sensitive workloads such as chat, classification, and lightweight agentic tasks. It combines low-cost, responsive inference with the GPT-6 family’s improvements in factual reliability and clear, concise communication. At higher reasoning effort, GPT-6 Luna can also handle complex software engineering and computer-use workflows that previously required a Sol-tier model, making it a versatile choice for scalable production applications that need to balance speed, cost, and capability.