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fireworks Ember-1

Last updated: 56m ago

by fireworks

High confidence

Ember-1 is a specialized reasoning model from Fireworks Research, built on [Kimi K3](https://openrouter.ai/moonshotai/kimi-k3). It is designed to make every token go further: it produces shorter reasoning traces, using roughly 40%...

40
Overall Score202
Rank #237 of 438 in Coding(202 24h)
Top 54% · Methodology v3
Score Trend
40/100
14-day history
API Pricing
$3/M in
$15/M out
Context Window
1.0M
943.7K max output
1.0M token context
Released 2026-09-24
#237range #215-#259Top 54%
#1#438

Signal Overview

Capabilities83Pricing85Context96Recency100Output96

Score Breakdown

SignalStrengthWeightImpact
Capabilitiesjust now
83
30%+25.0
Pricingjust now
85
25%+21.3
Recencyjust now
100
15%+15.0
Context Windowjust now
96
15%+14.3
Output Capacityjust now
96
15%+14.3

Capabilities

Reasoning
Vision
Function Calling
JSON Mode
Streaming
Web Search
Image Output

Modalities

Input
text
image
Output
text

Reviews

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Reviews

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Frequently Asked Questions

Ember-1 by fireworks excels in the Coding category, where it ranks #237 with a composite score of 40/100. Ember-1 is a specialized reasoning model from Fireworks Research, built on [Kimi K3](https://openrouter.ai/moonshotai/kimi-k3). It is designed to make every token go further: it produces shorter reasoning traces, using roughly 40%... It is particularly strong in areas highlighted by its top benchmark performance and adoption metrics, making it suitable for both individual developers and enterprise teams looking for a reliable coding solution.
Ember-1 is priced at $3.00 per million input tokens and $15.00 per million output tokens (USD). Contact the provider for volume discounts and enterprise pricing. Pricing is competitive within the coding category and reflects the model's quality-to-cost ratio.
In the Coding category, Ember-1 holds rank #237 out of 438 models tracked. Its quality rank is #237 and adoption rank is #237. You can use our comparison tool at /compare to see detailed side-by-side metrics with specific alternatives. Key differentiators include its composite scoring across benchmarks, community sentiment, and real-world adoption rates.
Ember-1 has been evaluated across 5 different signals. Its strongest areas include Capabilities (83/100), Pricing (85/100), Context Window (96/100). These scores are derived from industry-standard benchmarks, community ratings, and real-world performance metrics. The composite score of 40/100 reflects a weighted combination of all tracked signals.
Ember-1 is a paid model, though some providers may offer trial credits or limited free tiers for evaluation. Check fireworks's website for current free tier availability and promotional offers.
Ember-1 supports a 1,049K token context window (1,048,576 tokens total). That translates to roughly 786,432 words in a single prompt. This is large enough to process entire codebases, research papers, or long conversation histories in one shot.
Ember-1 can generate up to 944K output tokens (943,718 tokens) per response. That is roughly 707,789 words. This is enough for generating complete code files, detailed reports, or long-form content in a single response.
Ember-1 supports image understanding (vision), function/tool calling, structured JSON output, extended reasoning/chain-of-thought, streaming responses. Function calling lets you integrate it with external APIs and tools programmatically. Vision support means it can analyze images, screenshots, and diagrams alongside text. These capabilities determine which workflows and integrations the model can handle natively.
Ember-1 was developed by fireworks. It was released on September 24, 2026. You can access it through fireworks's API. Check our provider page for all models from fireworks and how they compare against each other.
Pick Ember-1 when you need a budget-friendly option for high-volume, simpler tasks where you prioritize cost over peak performance. If your task is straightforward text completion or classification, a cheaper model might give you 90% of the quality at a fraction of the price. Run a quick benchmark on your actual use case before committing.
You can access Ember-1 through fireworks's API using standard HTTP requests or their official SDK. Most providers support OpenAI-compatible endpoints, so switching between models often requires changing just the model name in your API call. Streaming is supported for real-time token-by-token output. For production use, implement proper error handling, rate limiting, and cost monitoring.

Key Info

Providerfireworks
CategoryCoding
Max Output943.7K tokens
LicenseProprietary
Statusstable
Data updated: Sep 24, 2026

Pricing Tools

Pricingper 1M tokens
54% more expensive than category average
Input
$3.00
+50% vs avg
Output
$15.00
+58% vs avg

Cost Estimator

Input: 70%Output: 30%
Est. monthly cost$66.00
Category average$42.51

$23.49/month more than category average

Access & Availability

Hosted APIAvailable
PlaygroundAvailable
Open weightsNo
Hugging FaceNot listed

Why This Rank

+Capabilities
+Pricing
+Recency
+Context Window

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