Google · Efficient
Gemini Flash Latest
Compatibility alias that routes to the newest version of Gemini Flash. Currently routes to Gemini 3.8 Flash.
- 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
Side by side
Gemini Flash Latest compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| Gemini Flash LatestGoogleThis model | Muse Spark 1.2MetaRemove | |
|---|---|---|
| Provider | Meta | |
| Discovery tier | Efficient | Frontier |
| Added | Mar 29, 2026 | Aug 5, 2026 |
| Limits | ||
| Context window | 1.05MBest | 1M |
| Max output | 65.54K | 65.54K |
| Average output | — | 172 tokens |
| Pricing, USD per 1M tokens | ||
| Input | $0.75Best | $1.25 |
| Output | $3.75Best | $4.25 |
| Cache read | $0.075Best | $0.15 |
| Cache write | $0.0417 | — |
| Performance | ||
| Throughput | 168.9 tok/s | — |
| Time to first token | 4.9 s | — |
| Request success (24h) | 99.8% | — |
| Benchmark indexes | ||
| Intelligence Index | 39.8Best | 39.6 |
| Coding Index | 74.1Best | 72.2 |
| 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 |
| Parallel tools | No | Yes |
| Reasoning effort | minimal, low, medium, high | minimal, low, medium, high, xhigh |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- Gemini Flash Latest
- Muse Spark 1.2
Intelligence Index
- Gemini Flash Latest39.8
- Muse Spark 1.239.6
Gemini Flash Latest tested at medium reasoning effort
Gemini Flash Latest: Better than 84% of 326 scored models
Indexes
Coding Index
Composite of the coding evaluations
- Gemini Flash Latest: 74.1Top
- Muse Spark 1.2: 72.2
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- Gemini Flash Latest: 60.9%Top
- Muse Spark 1.2: 40.6%
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- Gemini Flash Latest: 31.1%Top
- Muse Spark 1.2: 15.7%
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- Gemini Flash Latest: 1,181 Elo
- Muse Spark 1.2: 1,327 EloTop
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- Gemini Flash Latest: 1,423 Elo
- Muse Spark 1.2: 1,475 EloTop
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- Gemini Flash Latest: 22.8%Top
- Muse Spark 1.2: 17.4%
AA-LCRv1.1
Reasoning across long documents
- Gemini Flash Latest: 84.0%Top
- Muse Spark 1.2: 79.0%
MLCR-AA
Long-context reasoning over medical records
- Gemini Flash Latest: 12.8%Top
- Muse Spark 1.2: 7.2%
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- Gemini Flash Latest: 42.1%
- Muse Spark 1.2: 45.5%Top
GPQA Diamond
Graduate-level science questions
- Gemini Flash Latest: 93.5%Top
- Muse Spark 1.2: 90.4%
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- Gemini Flash Latest: 19.7%Top
- Muse Spark 1.2: 7.1%
SciCode
Scientific computing in Python
- Gemini Flash Latest: 55.1%
- Muse Spark 1.2: 57.4%Top
Legacy evaluations
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- Gemini Flash Latest: 84.0%Top
- Muse Spark 1.2: 79.0%
Scores from Artificial Analysis, updated Oct 26, 2026. Gemini Flash Latest was tested at medium reasoning effort; compare scores measured at the same effort.Artificial Analysis
- Gemini Flash Latest
- Muse Spark 1.2
| Leaderboard | Gemini Flash Latest | Muse Spark 1.2 |
|---|---|---|
| Coding | #18 · 15.1% | #17 · 16.8% |
Ranks among Noumen catalog models on Use cases leaderboards. Only top-20 placements are listed.
- Gemini Flash Latest
- Muse Spark 1.2
| Leaderboard | Gemini Flash Latest | Muse Spark 1.2 |
|---|---|---|
| Combined | Not in top 20 | #18 · 6.2% |
Ranks among Noumen catalog models on Combined leaderboards. Only top-20 placements are listed.
- Gemini Flash Latest
- Muse Spark 1.2
| Leaderboard | Gemini Flash Latest | Muse Spark 1.2 |
|---|---|---|
| Overall | Not in top 20 | #10 · 1491.4 |
| Coding | Not in top 20 | #8 · 1541.3 |
| Hard Prompts | Not in top 20 | #13 · 1511.5 |
| English | Not in top 20 | #13 · 1492.1 |
| Exclude Ties | Not in top 20 | #10 · 1507.0 |
| French | Not in top 20 | #10 · 1511.4 |
| Hard Prompts English | Not in top 20 | #17 · 1509.2 |
| Industry Business And Management And Financial Operations | Not in top 20 | #3 · 1502.1 |
| Industry Legal And Government | Not in top 20 | #1 · 1522.7 |
| Industry Life And Physical And Social Science | Not in top 20 | #14 · 1508.6 |
| Industry Medicine And Healthcare | Not in top 20 | #9 · 1512.4 |
| Industry Software And It Services | Not in top 20 | #7 · 1532.2 |
| Korean | Not in top 20 | #9 · 1464.8 |
| Multi Turn | Not in top 20 | #6 · 1511.2 |
| Non English | Not in top 20 | #11 · 1483.8 |
| Russian | Not in top 20 | #17 · 1493.1 |
| Spanish | Not in top 20 | #11 · 1484.2 |
| Vision Style Control Overall | Not in top 20 | #7 · 1292.7 |
| Vision Style Control · Diagram | Not in top 20 | #16 · 1316.5 |
| Vision Style Control · Ocr | Not in top 20 | #7 · 1306.6 |
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- Gemini Flash Latest
- Muse Spark 1.2
| Leaderboard | Gemini Flash Latest | Muse Spark 1.2 |
|---|---|---|
| Creative Writing v3 | Not in top 20 | #19 · 1842 |
| Longform Writing | Not in top 20 | #13 · 81.5 |
Ranks among Noumen catalog models on EQ-Bench leaderboards. Only top-20 placements are listed.EQ-Bench
- Gemini Flash Latest
- Muse Spark 1.2
| Leaderboard | Gemini Flash Latest | Muse Spark 1.2 |
|---|---|---|
| Game Development | Not in top 20 | #20 · 1302 |
| Website | Not in top 20 | #12 · 1312 |
| UI Component | Not in top 20 | #17 · 1295 |
| Data Visualization | Not in top 20 | #7 · 1334 |
| SVG | Not in top 20 | #14 · 1280 |
| 3D | Not in top 20 | #19 · 1299 |
| ASCII Art | Not in top 20 | #6 · 1278 |
| Agentic Game Dev | Not in top 20 | #13 · 1142 |
| Web Apps | Not in top 20 | #17 · 1221 |
| Full Stack | Not in top 20 | #15 · 1210 |
| Native Apps | Not in top 20 | #8 · 1224 |
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
- 168.9 tok/s
- Faster than 78% of 250 models
- Time to first token
- 4.9 s
- Quicker than 36% of 250 models
- Prompt cache hits
- 9.2%
- About $0.69 per 1M input tokens with caching
- Request success (24h)
- 99.8%
- 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-flash-latest",
"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-flash-latest",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)Related models
Other Google models, starting with the same family.