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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. GPT-6 SolOpenAIRemove
  2. Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)GoogleRemove
  3. Perceptron Mk1.5PerceptronRemove
gpt-6-sol vs gemini-3.1-flash-lite-image vs perceptron-mk1.5
AttributeGPT-6 Solgpt-6-solNano Banana 2 Lite (Gemini 3.1 Flash Lite Image)gemini-3.1-flash-lite-imagePerceptron Mk1.5perceptron-mk1.5
Pricing
Input$2.00 / 1M—$0.15 / 1M
Output$10.00 / 1M—$1.50 / 1M
Cache Write (5m)$2.00 / 1MNot applicable$0.15 / 1M
Cache Write (1h)$2.00 / 1MNot applicable$0.15 / 1M
Cache Read$2.00 / 1MNot applicable$0.15 / 1M
Web Search$0 / 1M—$0 / 1M
Request—$0.7754 / request—
Billing—Pay Per Request—
Context
Max context1.1M66K36.9K
Max outputN/AN/AN/A
Capabilities
VisionYesYesNo
Function CallingYesYesNo
JSON ModeYesYesNo
StreamingYesNoYes
Catalogue
ProviderOpenAIGooglePerceptron
Categorychatimagechat
Charge typePay As You GoPay Per RequestPay As You Go
Released——2026-09-25
Description
SummaryGPT-6 Sol is OpenAI's cost-efficient high-end model in the GPT-6 series, positioned between the flagship GPT-6 Astra and the fast GPT-6 Luna tier. It is designed for professional knowledge work, agentic coding, business workflow automation, and computer-use tasks, with particular strength in long-horizon software engineering across real-world codebases. GPT-6 Sol approaches Astra-level factual reliability at a significantly lower cost, while sharing its clear and concise communication style. This balance of capability, reliability, and efficiency makes it well suited for production agents, complex engineering workflows, and scalable professional applicationsNano Banana 2 Lite (Gemini 3.1 Flash Lite Image) is Google's fastest and most cost-efficient multimodal image generation model, designed for high-throughput visual workflows and real-time applications. It supports text-to-image generation, image editing, and multi-image composition through a unified API, while also producing text outputs alongside images. Delivering image generation in approximately 4 seconds, it combines fast inference with strong character consistency, precise editing, and real-world knowledge. The model generates 1K-resolution images across 14 aspect ratios and embeds an invisible SynthID watermark in all outputs. Optimized for the best balance of quality, speed, and cost, Nano Banana 2 Lite is ideal for prototyping, developer pipelines, and large-scale visual content generation.Perceptron Mk1.5 chat model that accepts audio input. Audio and text input are billed per token.