Perplexity's Sonar is a web-grounded language model built for applications that require current, cited information. Reach for it when your workflow depends on live search results rather than static training data.
Modalities
Text+Image → Text
Below release
Not established
Weights
Not established
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.
$1.35
output $1.35
median $1.009 · best $0.0494
$1.35
per 1M tokens generated
median $3.528 · best $0.2164
98.97%
1,265 observations since 2026-05-25
median 98.1% · best 100.0%
21.3 tok/s
probe median, one fixed prompt
median 40.0 tok/s · best 314.3 tok/s
2.00 s
probe median, to a complete answer
median 2.28 s · best 0.84 s
127K
max output 4,096
published by Perplexity, not measured here
Tick above each rail is this model, below it the other 58. 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
#42
of 104 active models
Tokens served
515.6K
all-time
Platform share
0.0%
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
2.00s to answer
One fixed prompt, on a schedule, to every model. Comparable, because the model is the only thing that changes.
- Observations
- 1,265
- Answered by a substitute
- 0
Real traffic · last 7 days
5.19s to answer
Your requests, at the lengths clients actually send. Not comparable between models, but it is what running this one feels like.
- Requests
- 87
- Completed
- 100%
- p95
- 8.9 s
The gap is prompt length, not the model degrading. 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
$101
$3.38 / day on Sonar
Same workload on:
Estimates use list pricing. Actual bills depend on real token counts, and every response includes its exact cost.
When to use Sonar
Where this model earns its cost — and where it doesn't.
Sonar integrates real-time web search into its generation process, returning answers grounded in current sources along with citations. It accepts text and image inputs, but outputs text only. The model operates with a 127,072-token context window and caps output at 4,096 tokens.
On Kyma, you can call this model using the search alias. It supports prompt caching, which bills repeated prefixes at this model's cached input rate. Requests route through automatic failover, and you can verify exact routing and cost in the usage.cost field and X-Kyma-Model response header. Each request incurs a small per-request search fee on top of standard token billing.
The model does not support tool calling, structured outputs, or explicit reasoning traces. It is optimized for direct, cited answers rather than complex multi-step agentic workflows or long-form generation beyond its output limit.
Live Event Tracking
Fetches current developments and cites sources automatically.
Technical Research
Answers engineering questions using up-to-date documentation.
Content Drafting
Generates articles and summaries grounded in recent web data.
Visual Analysis
Processes uploaded images alongside live web queries for context.
Not ideal for: Avoid this model for agentic workflows requiring tool use, structured JSON outputs, or long-form generation exceeding 4,096 tokens.
How it compares
Against the peers people actually weigh it against.
| Spec | Sonar | Sonar Pro | Llama 4 Maverick |
|---|---|---|---|
| Input /1M | $1.35 | $4.05 | $0.27 |
| Output /1M | $1.35 | $20.25 | $1.08 |
| Context | 127K | 200K | 1M |
| Tools | No | No | Yes |
| Reasoning | No | No | No |
| Throughput | 21.3 tok/s | 20.5 tok/s | 32.3 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": "sonar", "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": "sonar", "stream": true, "messages": [{"role": "user", "content": "Hello!"}] }'
FAQ
Common questions about this model.
What is the context window of Sonar?
How much does the Sonar API cost?
Does Sonar support function calling?
Are the weights for Sonar publicly available?
Is Sonar ever served below the precision its creator released it at?
How do I use Sonar?
Does this model support function calling or tool use?
How does billing work for the search component?
Can I use prompt caching with this model?
More models by Perplexity
| Model | Context | Input | Output |
|---|---|---|---|
| 200K | $4.05 | $20.25 |