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Ember-1 vs Grok 4.7

Ember-1 and Grok 4.7 are closely matched at 43.1 and 47.8 on the LLM Stats Score. Grok 4.7 is 2.0x cheaper per token.

Fireworks AI · xAI · Updated for 2026

Which is better?

Ember-1 and Grok 4.7 are closely matched on the overall LLM Stats Score at 43.1 and 47.8.

In the 1 individual benchmarks reported for both models, Ember-1 wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Grok 4.7 is roughly 2.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Ember-1 also accepts a larger context window (1,040,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Ember-1

  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you process long inputs — it offers a 1,040,000 token context window
  • you want the most recent training data — it shipped Sep 2026

Choose Grok 4.7

  • cost matters — it's about 2.0x cheaper per token

At a glance

The differences that matter most.

Core performance indexes
43.1
#51
47.8
#30
38.6
#71
43.5
#47
37.0
#22
36.8
#23
29.7
#44
34.5
#24
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
$3.00 / M
$2.00 / M
Output price
$15.00 / M
$6.00 / M
Context window
1,040,000
500,000

Individual benchmarks

4 reported for Ember-1 · 23 for Grok 4.7

1 shared

Ember-1 outperforms in 1 benchmarks (DeepSWE 1.1), while Grok 4.7 is better at 0 benchmarks.

Ember-1 significantly outperforms across most benchmarks.

Thu Oct 08 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Grok 4.7 costs less

For input processing, Ember-1 ($3.00/1M tokens) is 1.5x more expensive than Grok 4.7 ($2.00/1M tokens).

For output processing, Ember-1 ($15.00/1M tokens) is 2.5x more expensive than Grok 4.7 ($6.00/1M tokens).

In conclusion, Ember-1 is more expensive than Grok 4.7.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Thu Oct 08 2026 • llm-stats.com
Fireworks AI
Ember-1
Input tokens$3.00
Output tokens$15.00
Best providerFireworks
xAI
Grok 4.7
Input tokens$2.00
Output tokens$6.00
Best providerxAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Ember-1 accepts 1,040,000 input tokens compared to Grok 4.7's 500,000 tokens.

Fireworks AI
Ember-1
Input1,040,000 tokens
Output- tokens
xAI
Grok 4.7
Input500,000 tokens
Output- tokens
Thu Oct 08 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Grok 4.7 supports multimodal inputs, whereas Ember-1 does not.

Grok 4.7 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Ember-1

Text
Images
Audio
Video

Grok 4.7

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

Ember-1

Proprietary

Closed source

Grok 4.7

Proprietary

Closed source

Release Timeline

When each model was launched

Ember-1 was released on 2026-09-23, while Grok 4.7 was released on 2026-09-21.

Ember-1 is 0 month newer than Grok 4.7.

Ember-1

Sep 23, 2026

2 weeks ago

2d newer
Grok 4.7

Sep 21, 2026

2 weeks ago

Knowledge Cutoff

When training data ends

Grok 4.7 has a documented knowledge cutoff of 2026-06-01, while Ember-1's cutoff date is not specified.

We can confirm Grok 4.7's training data extends to 2026-06-01, but cannot make a direct comparison without Ember-1's cutoff date.

Ember-1

—

Grok 4.7

Jun 2026

Provider Availability

Ember-1 is available from Fireworks. Grok 4.7 is available from xAI.

Ember-1

fireworks logo
Fireworks
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M

Grok 4.7

xai logo
xAI
Input Price:Input: $2.00/1MOutput Price:Output: $6.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Ember-1 and Grok 4.7 side-by-side, then vote on the output you prefer.

Ember-1
✓ Preferred
Grok 4.7
Open in Playground

FAQ

Common questions about Ember-1 vs Grok 4.7.

Which is better, Ember-1 or Grok 4.7?

Ember-1 and Grok 4.7 are closely matched on the LLM Stats Score at 43.1 and 47.8. Ember-1 is made by Fireworks AI and Grok 4.7 is made by xAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Ember-1 compare to Grok 4.7 in benchmarks?

Ember-1 scores SWE-Bench Verified: 92.2%, Terminal-Bench 2.1: 82.0%, DeepSWE 1.1: 75.2%, Tau2 Airline: 66.0%. Grok 4.7 scores BixBench MCQ: 88.4%, WMDP-Bio: 88.1%, WMDP-Cyber: 88.1%, WMDP-Chem: 84.9%, CyberGym: 80.3%.

Is Ember-1 cheaper than Grok 4.7?

Grok 4.7 is 1.5x cheaper for input tokens. Ember-1 costs $3.00/M input and $15.00/M output via fireworks. Grok 4.7 costs $2.00/M input and $6.00/M output via xai.

What are the context window sizes for Ember-1 and Grok 4.7?

Ember-1 supports 1.0M tokens and Grok 4.7 supports 500K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Ember-1 and Grok 4.7?

Key differences include LLM Stats Score (43.1 vs 47.8), context window (1.0M vs 500K), input pricing ($3.00 vs $2.00/M), multimodal support (no vs yes). See the full comparison above for benchmark-by-benchmark results.

Who makes Ember-1 and Grok 4.7?

Ember-1 is developed by Fireworks AI and Grok 4.7 is developed by xAI.