Google · Efficient
Gemini 3.6 Flash
Google's GA Flash model delivers near-Pro coding and agentic capability at Flash-tier speed and cost, with improved token efficiency over Gemini 3.5 Flash. It is optimized for multi-step orchestration, full-stack code refactoring, general reasoning, and multimodal workflows.
- Reasoning
- Tools
- Vision
- Structured output
- PDF input
- Audio input
- Video input
- Input
- Text, Images, Video, Audio
- Output
- Text
- Reasoning effort
- minimal · low · medium · high
- Discovery tier
- Efficient
Pricing
USD per 1M tokens- Input
- $0.75
- Output
- $3.75
- Cache read
- $0.075
- Cache write
- $0.0417
Reference prices as published by the model provider. API example
Specifications
- Context window
- 1M
- Max output
- 65.5K
- Average output (7 days)
- 932 tokens
- Longer than 69% of 465 models
Side by side
Gemini 3.6 Flash compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| Gemini 3.6 FlashGoogleThis model | Gemini Flash LatestGoogleRemove | |
|---|---|---|
| Provider | ||
| Discovery tier | Efficient | Efficient |
| Added | Jul 21, 2026 | Mar 29, 2026 |
| Limits | ||
| Context window | 1.05M | 1.05M |
| Max output | 65.54K | 65.54K |
| Average output | 932 tokens | — |
| Pricing, USD per 1M tokens | ||
| Input | $0.75 | $0.75 |
| Output | $3.75 | $3.75 |
| Cache read | $0.075 | $0.075 |
| Cache write | $0.0417 | $0.0417 |
| Performance | ||
| Throughput | 234.0 tok/sBest | 164.3 tok/s |
| Time to first token | 7.9 s | 3.0 sBest |
| Request success (24h) | 99.4% | 99.8%Best |
| Benchmark indexes | ||
| Intelligence Index | 34.0 | 39.8Best |
| Coding Index | 69.2 | 74.1Best |
| Capabilities | ||
| Reasoning | Yes | Yes |
| Tools | Yes | Yes |
| Vision | Yes | Yes |
| Structured output | Yes | Yes |
| PDF input | Yes | Yes |
| Audio input | Yes | Yes |
| Video input | Yes | Yes |
| Reasoning effort | minimal, low, medium, high | minimal, low, medium, high |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- Gemini 3.6 Flash
- Gemini Flash Latest
Intelligence Index
- Gemini 3.6 Flash34.0
- Gemini Flash Latest39.8
Gemini 3.6 Flash tested at high reasoning effort
Gemini 3.6 Flash: Better than 77% of 326 scored models
Indexes
Coding Index
Composite of the coding evaluations
- Gemini 3.6 Flash: 69.2
- Gemini Flash Latest: 74.1Top
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- Gemini 3.6 Flash: 53.0%
- Gemini Flash Latest: 60.9%Top
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- Gemini 3.6 Flash: 16.4%
- Gemini Flash Latest: 31.1%Top
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- Gemini 3.6 Flash: 955 Elo
- Gemini Flash Latest: 1,181 EloTop
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- Gemini 3.6 Flash: 1,286 Elo
- Gemini Flash Latest: 1,423 EloTop
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- Gemini 3.6 Flash: 17.4%
- Gemini Flash Latest: 22.8%Top
AA-LCRv1.1
Reasoning across long documents
- Gemini 3.6 Flash: 80.0%
- Gemini Flash Latest: 84.0%Top
MLCR-AA
Long-context reasoning over medical records
- Gemini 3.6 Flash: 10.0%
- Gemini Flash Latest: 12.8%Top
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- Gemini 3.6 Flash: 40.8%
- Gemini Flash Latest: 42.1%Top
GPQA Diamond
Graduate-level science questions
- Gemini 3.6 Flash: 92.8%
- Gemini Flash Latest: 93.5%Top
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- Gemini 3.6 Flash: 7.1%
- Gemini Flash Latest: 19.7%Top
SciCode
Scientific computing in Python
- Gemini 3.6 Flash: 53.4%
- Gemini Flash Latest: 55.1%Top
Legacy evaluations
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- Gemini 3.6 Flash: 80.0%
- Gemini Flash Latest: 84.0%Top
Scores from Artificial Analysis, updated Oct 26, 2026. Gemini 3.6 Flash was tested at high reasoning effort; compare scores measured at the same effort.Artificial Analysis
- Gemini 3.6 Flash
- Gemini Flash Latest
| Leaderboard | Gemini 3.6 Flash | Gemini Flash Latest |
|---|---|---|
| Math | #11 · 11.0% | Not in top 20 |
| Coding | Not in top 20 | #18 · 15.1% |
Ranks among Noumen catalog models on Use cases leaderboards. Only top-20 placements are listed.
- Gemini 3.6 Flash
- Gemini Flash Latest
| Leaderboard | Gemini 3.6 Flash | Gemini Flash Latest |
|---|---|---|
| Overall | #17 · 1483.0 | Not in top 20 |
| Math | #11 · 1503.8 | Not in top 20 |
| Creative Writing | #12 · 1471.4 | Not in top 20 |
| Chinese | #17 · 1530.4 | Not in top 20 |
| Exclude Ties | #17 · 1495.5 | Not in top 20 |
| French | #8 · 1513.1 | Not in top 20 |
| Industry Entertainment And Sports And Media | #14 · 1460.9 | Not in top 20 |
| Industry Writing And Literature And Language | #15 · 1473.9 | Not in top 20 |
| Japanese | #16 · 1476.4 | Not in top 20 |
| Russian | #18 · 1492.8 | Not in top 20 |
| Vision Style Control · Chinese | #14 · 1334.6 | Not in top 20 |
| Vision Style Control · Humor | #15 · 1268.4 | Not in top 20 |
| Vision Style Control · Ocr | #11 · 1300.7 | Not in top 20 |
| Document Overall | #18 · 1456.1 | Not in top 20 |
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- Gemini 3.6 Flash
- Gemini Flash Latest
| Leaderboard | Gemini 3.6 Flash | Gemini Flash Latest |
|---|---|---|
| Website | #18 · 1300 | Not in top 20 |
| UI Component | #19 · 1292 | Not in top 20 |
| Data Visualization | #18 · 1289 | Not in top 20 |
| ASCII Art | #8 · 1277 | Not in top 20 |
| Agentic Game Dev | #11 · 1143 | Not in top 20 |
| Native Apps | #9 · 1205 | Not in top 20 |
| Mobile Apps | #16 · 1197 | Not in top 20 |
Ranks among Noumen catalog models on Design Arena leaderboards. Only top-20 placements are listed.Design Arena
Live routing data
Performance and reliability
Recent averages across requests routed for this model. Your own speed depends on prompt length, reasoning effort and load.
- Throughput
- 234.0 tok/s
- Faster than 88% of 250 models
- Time to first token
- 7.9 s
- Quicker than 16% of 250 models
- Prompt cache hits
- 29.0%
- About $0.55 per 1M input tokens with caching
- Request success (24h)
- 99.5%
- Reliable
Cache hits are the share of input tokens recently served from a prompt cache across all requests. They are not a forecast of your own hit rate.
- Healthy (98% or more)
- Degraded (90–98%)
- Down (under 90%)
- No requests
Developers
Use it through the API
Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.
curl https://www.noumen.xyz/api/v1/chat/completions \
-H "Authorization: Bearer $NOUMEN_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "google/gemini-3.6-flash",
"reasoning_effort": "medium",
"messages": [{ "role": "user", "content": "Explain this stack trace." }]
}'import os
from openai import OpenAI
client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
model="google/gemini-3.6-flash",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)Related models
Other Google models, starting with the same family.