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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. Tongyi DeepResearch 30B A3BAlibabaRemove
  2. Gemini 3.1 Flash Lite Image (Google Vertex AI)GoogleRemove
tongyi-deepresearch-30b-a3b vs gemini-3.1-flash-lite-image-vertex
AttributeTongyi DeepResearch 30B A3Btongyi-deepresearch-30b-a3bGemini 3.1 Flash Lite Image (Google Vertex AI)gemini-3.1-flash-lite-image-vertex
Pricing
Input$0.135 / 1M—
Output$0.675 / 1M—
Cache Write (5m)$0.135 / 1MNot applicable
Cache Write (1h)$0.135 / 1MNot applicable
Cache Read$0.135 / 1MNot applicable
Web Search$0 / 1M—
Request—$0.0336 / request
Billing—Pay Per Request
Context
Max context131.1KN/A
Max outputN/AN/A
Capabilities
VisionNoYes
Function CallingYesNo
JSON ModeYesNo
StreamingYesNo
Catalogue
ProviderAlibabaGoogle
Categorychatimage
Charge typePay As You GoPay Per Request
Released——
Description
SummaryTongyi DeepResearch is a 30B-parameter agentic model (3B active per token) built for long-horizon, deep research and information-seeking tasks. It achieves state-of-the-art results on major agentic search and reasoning benchmarks, outperforming prior models in complex multi-step problem solving. Trained with a fully automated synthetic data pipeline and advanced on-policy RL, it supports ReAct workflows and a high-performance “Heavy” mode for test-time scaling, making it well suited for advanced research agents, tool use, and intensive inference workloads.Gemini 3.1 Flash Lite Image served from Google Vertex AI. Billed per image at US$0.0336. Call it through /v1/chat/completions with stream set to false; the image is returned in the message content as a base64 data URI. Maximum output resolution is 1K. A request for a larger size returns a 1K image with the same aspect ratio at the same price. When a size is reduced, the response carries an X-Image-Resolution-Capped header with the requested and delivered size.