LLM Reference

Gemini Deep Research Preview

Released
2026-04-21
Last refreshed
2026-06-15
Status
Researched 88d ago
ProprietaryCommercial use: conditionalMultimodalRAGAgentsLong contextVisionJSON / Tool use

Gemini Deep Research Preview is worth evaluating for rag, agents, and long context when its provider route and context window match the workload.

Use it for

  • Teams evaluating rag, agents, and long context
  • Workloads that can use a 1m context window
  • Buyers comparing 1 tracked provider route

Do not use it for

  • Workloads where another current model has stronger sourced task evidence
Specifications
Released
2026-04-21
Context
1m
Max output
65,536
Architecture
Decoder Only
Knowledge cutoff
2025-01
Specialization
general
Openness
Proprietary
License
ProprietaryCommercial use: conditional
Weights
Not released
Code
Unknown
Training
Pretrained
Created by

Pioneering artificial intelligence research.

London, United Kingdom
Founded 2014
Website
Pricing
Output / 1M
$12.00
Input / 1M
$2.00

Cheapest of 1 route · Google AI Studio

About

Google's agentic deep research model built on Gemini 3.1 Pro, released April 21, 2026. Designed for speed and efficiency in autonomous multi-step research: ingests text, images, PDFs, audio, and video to produce comprehensive cited reports from public web sources and private workspace data. Supports collaborative planning, visualization, MCP servers, and File Search. Context window: 1M tokens; max output: 65,536 tokens. Runs at Gemini 3.1 Pro rates ($2.00/$12.00 per MTok). API ID: deep-research-preview-04-2026.

Gemini Deep Research Preview is a proprietary model in the Gemini 3.1 family. The structured metadata tracks a 1m-token context window, multimodal input, audio, function calling, tool use, and structured outputs. This page tracks provider routes through Google AI Studio, with the cheapest tracked route listed at $2 input and $12 output per 1M tokens. No headline benchmark score is tracked for Gemini Deep Research Preview yet.

Top use-case fit: coding, agents, and build tasks

RAG

Included by capability and metadata signals in the decision map.

Agents

Included by capability and metadata signals in the decision map.

Long context

Included by capability and metadata signals in the decision map.

Provider price ladder

Compare API pricing across 1 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MRoute
Google AI Studio$2.00$12.00
Serverless

Available via routers & gateways(13)

Capabilities

VisionMultimodalFunction CallingTool UseStructured OutputsAudio

Benchmark peer barsfor RAG

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

Compare Gemini Deep Research Preview with other models

Frequently asked questions

What is the context window of Gemini Deep Research Preview?

Gemini Deep Research Preview has a context window of 1m tokens.

What is the max output of Gemini Deep Research Preview?

Gemini Deep Research Preview can generate up to 65,536 output tokens.

How much does Gemini Deep Research Preview cost?

Gemini Deep Research Preview is available at $2/1M input tokens through Google AI Studio.

When was Gemini Deep Research Preview released?

Gemini Deep Research Preview was released on 2026-04-21.

Which providers offer Gemini Deep Research Preview?

Gemini Deep Research Preview is available from 1 provider: Google AI Studio.