Google's newest Gemini on Kyma, pairing a 1M-token context window with text, image, audio, and video inputs — the model to reach for when a request needs to see, hear, or read a lot at once.
Modalities
Text+Image → Text
Below release
Not established
Weights
Not published
Where it sits in the catalogue Kyma measures
Every number against every text model Kyma prices per token — a stated rule, not a chosen line-up.
$0.675
output $4.05 · cached $0.0675
median $0.977 · best $0.0494
$4.05
per 1M tokens generated
median $3.531 · best $0.2164
98.62%
872 observations since 2026-05-02
median 96.2% · best 100.0%
39.6 tok/s
probe median, one fixed prompt
median 40.8 tok/s · best 308.3 tok/s
1.42 s
probe median, to a complete answer
median 2.50 s · best 0.52 s
1.05M
max output 8,192
published by Google, not measured here
Tick above each rail is this model, below it the other 69. Dashed rule is the field median, solid is its best. Better is left; the axis stops at the 90th percentile, so a few models sit past its right edge.
Usage
How much this model is actually called here.
Rank
#8
of 113 active models
Tokens served
87.1M
all-time
Platform share
2.7%
of all tokens
Two clocks, and why they disagree
Kyma measures this model twice. Both are real; they answer different questions.
Probe · every 6h · 30 days
1.42s to answer
One fixed prompt, on a schedule, to every model. Comparable, because the model is the only thing that changes.
- Observations
- 872
- Answered by a substitute
- 3
Real traffic · last 7 days
1.24s to answer
Your requests, at the lengths clients actually send. Not comparable between models, but it is what running this one feels like.
- Requests
- 50
- Completed
- 92%
- p95
- 25.3 s
Caching, as realised · last 7 days
0.0% of input cached
The share of input that actually hit cache, so the effective rate below is what was charged, not a best case.
- Cached input
- 0
- Fresh input
- 25.9K
- List input
- $0.675 /1M
- Effective input
- $0.675 /1M
Production prompts here are shorter than the probe's. Use the probe figure to choose between models, the traffic figure to budget for your own.
Pricing
Pay per token. Cached input bills at this model’s own cached rate, listed below.
+ Estimate your workload− Estimate your workload
Estimated monthly cost
$90.31
$3.01 / day on Gemini 3 Flash
Same workload on:
Estimates use list pricing with cached input at this model's own cached rate. Actual bills depend on real token counts, and every response includes its exact cost.
When to use Gemini 3 Flash
Where this model earns its cost — and where it doesn't.
Gemini 3 Flash is the newest Gemini from Google, built for long-context work and reasoning. It sits in Kyma's frontier-open quality tier and accepts text, images, audio, and video in a single request, returning text — with extended reasoning available when the problem calls for it.
On Kyma, Python apps and the OpenClaw coding agent lead its traffic. Every call gets automatic failover if a serving path degrades, and prompt caching bills repeated prompt prefixes at this model's cached input rate, which matters at this context size — resending a large cached prefix costs a fraction of the first pass.
The 1,048,576-token context window comes with function calling and structured outputs, so the long context is usable inside agent pipelines, not just for one-off summarization.
Whole-corpus analysis
The 1M-token window fits entire codebases, document sets, or transcript archives in one request instead of a retrieval pipeline.
Video and audio understanding
Send recordings, screen captures, or audio directly — no separate transcription step — and ask questions about what's in them.
Vision tasks
Screenshots, diagrams, charts, and scanned documents go in as images alongside your text prompt.
Reasoning over long inputs
Extended reasoning plus the huge context handles analysis that requires holding a lot of material in view at once.
Long-context agents
Function calling and structured outputs keep multi-step agents reliable even as the working context grows toward the 1M-token window.
Not ideal for: Single responses that need to run very long — output is capped at 8K tokens per request, so generating a book-length draft means chunking; and it sits in the premium cost tier, so high-volume simple tasks are cheaper on a lighter model.
How it compares
Against the peers people actually weigh it against.
| Spec | Gemini 3 Flash | Gemini 3.8 Flash | Gemini 3.5 Flash Lite |
|---|---|---|---|
| Input /1M | $0.675 | $1.013 | $0.405 |
| Output /1M | $4.05 | $5.063 | $3.375 |
| Context | 1M | 1M | 1M |
| Tools | Yes | Yes | Yes |
| Reasoning | Yes | Yes | Yes |
| Throughput | 39.6 tok/s | Not measured | 57.3 tok/s |
Quick start
Up and running in under two minutes.
- 1
Create an API key
Sign up and grab a key from the dashboard — $0.50 free credit, no card required.
Get API key → - 2
Make your first request
Drop in your key and send a chat completion — fully OpenAI-compatible.
curl https://kymaapi.com/v1/chat/completions \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "model": "gemini-3-flash", "messages": [ {"role": "user", "content": "Explain prompt caching in one paragraph."} ] }' - 3
Stream responses
Add
"stream": trueto receive tokens as they arrive.curl https://kymaapi.com/v1/chat/completions \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "model": "gemini-3-flash", "stream": true, "messages": [{"role": "user", "content": "Hello!"}] }'
FAQ
Common questions about this model.
What is the context window of Gemini 3 Flash?
How much does the Gemini 3 Flash API cost?
Does Gemini 3 Flash support function calling?
Are the weights for Gemini 3 Flash publicly available?
Is Gemini 3 Flash ever served below the precision its creator released it at?
How do I use Gemini 3 Flash?
Can Gemini 3 Flash understand video and audio, or just images?
How does prompt caching change the cost of working with large prompts?
Why use Gemini 3 Flash through Kyma?
More models by Google
See all 19 →| Model | Context | Input | Output |
|---|---|---|---|
| 1M | $1.013 | $5.063 | |
| — | $0.0067 / min | ||
| 1M | $1.013 | $5.063 | |
| 1M | $1.013 | $5.063 | |
| 1M | $0.405 | $3.375 | |
| — | $0.0635 / min | ||
| 1M | $2.025 | $12.15 | |
| 128K | $0.0763 | $0.218 | |