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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. Perceptron Mk1.5PerceptronRemove
  3. GPT-6 Sol ProOpenAIRemove
gemini-embedding-2-preview vs perceptron-mk1.5 vs gpt-6-sol-pro
AttributeGemini Embedding 2gemini-embedding-2-previewPerceptron Mk1.5perceptron-mk1.5GPT-6 Sol Progpt-6-sol-pro
Pricing
Input$0.60 / 1M$0.15 / 1M$2.00 / 1M
Output$2.40 / 1M$1.50 / 1M$10.00 / 1M
Cache Write (5m)$0.60 / 1M$0.15 / 1M$2.00 / 1M
Cache Write (1h)$0.60 / 1M$0.15 / 1M$2.00 / 1M
Cache Read$0.60 / 1M$0.15 / 1M$2.00 / 1M
Web Search—$0 / 1M$0 / 1M
Context
Max context8.2K36.9K1.1M
Max outputN/AN/AN/A
Capabilities
VisionYesNoYes
Function CallingYesNoYes
JSON ModeNoNoYes
StreamingNoYesYes
Catalogue
ProviderGooglePerceptronOpenAI
Categoryembeddingchatchat
Charge typePay As You GoPay As You GoPay As You Go
Released—2026-09-25—
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.Perceptron Mk1.5 chat model that accepts audio input. Audio and text input are billed per token.GPT-6 Sol Pro uses the same underlying model as GPT-6 Sol, but runs with reasoning.mode set to pro for higher-quality responses on complex and demanding tasks. Optimized for deeper reasoning, greater accuracy, and more reliable multi-step execution, it is particularly well suited for agentic coding, long-horizon software engineering, professional analysis, and complex automated workflows where solution quality takes priority over latency and cost.