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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. Perceptron Mk1.5PerceptronRemove
  2. Universal-3.5 ProAssemblyAIRemove
  3. Gemini 3.1 Flash Lite PreviewGoogleRemove
perceptron-mk1.5 vs universal-3-5-pro vs gemini-3.1-flash-lite-preview
AttributePerceptron Mk1.5perceptron-mk1.5Universal-3.5 Prouniversal-3-5-proGemini 3.1 Flash Lite Previewgemini-3.1-flash-lite-preview
Pricing
Input$0.15 / 1M— Not priced per input token$0.25 / 1M
Output$1.50 / 1M— Not priced per output token$1.50 / 1M
Cache Write (5m)$0.15 / 1MNot applicable$0.25 / 1M
Cache Write (1h)$0.15 / 1MNot applicable$0.25 / 1M
Cache Read$0.15 / 1MNot applicable$0.25 / 1M
Web Search$0 / 1M$0 / 1M$0 / 1M
Context
Max context36.9KN/A1.0M
Max outputN/AN/AN/A
Capabilities
VisionNoNoYes
Function CallingNoNoYes
JSON ModeNoNoYes
StreamingYesNoYes
Catalogue
ProviderPerceptronAssemblyAIGoogle
Categorychatvoicechat
Charge typePay As You GoPay As You GoPay As You Go
Released2026-09-252026-09-22—
Description
SummaryPerceptron Mk1.5 chat model that accepts audio input. Audio and text input are billed per token.AssemblyAI Universal-3.5 Pro speech-to-text. Billed per second of audio.Gemini 3.1 Flash Lite Preview is Google's high-efficiency model designed for high-volume and cost-sensitive workloads. It improves overall quality compared to Gemini 2.5 Flash Lite while approaching the performance of Gemini 2.5 Flash across key capabilities. The model delivers enhancements in audio input/ASR, RAG snippet ranking, translation, data extraction, and code completion, and supports configurable thinking levels (minimal, low, medium, high) for flexible cost–performance optimization. With pricing at roughly half the cost of Gemini 3 Flash, it is well suited for large-scale production deployments.