Model comparison

Ember-1 vs Kimi K2.7 Code

Pricing, context window and real answers (November 2026)

Ember-1 (Fireworks) and Kimi K2.7 Code (Moonshot), compared as you can actually call them on FastMetal. Both are served from the same OpenAI-compatible endpoint and API key; switching is a change to the model string.

Specs and pricing

Ember-1moonshotai logoKimi K2.7 Code
ProviderFireworksMoonshot
Input (per 1M tokens)$3.30$0.3505
Output (per 1M tokens)$16.50$3.38
Typical cost (1,000 in + 500 out tokens × 1,000 calls)$11.55$2.04
Context window1,048,576 tokens262,144 tokens
Release date9/24/20266/12/2026
Input modalitiestext, imagetext, image
Throughput (p50)88 tokens/s (n=16)99 tokens/s (n=27)
Arena · overallUnrankedUnranked
Arena · JapaneseUnrankedUnranked
Arena · codingUnrankedUnranked

Prices are FastMetal's rates, before tax.

Rankings: LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset), CC BY 4.0, snapshot 2026-11-09; category names mapped and ratings rounded by FastMetal.

Which should you pick?

  • On price, Kimi K2.7 Code: $3.38 per 1M output tokens, 80% less than Ember-1.
  • For long documents, Ember-1: a 1,048,576-token context window against 262,144 for Kimi K2.7 Code.
  • If in doubt, try both on the same key. Switching is a change to the model string, and each is billed at its own rate.

Frequently asked questions

Which is cheaper, Ember-1 or Kimi K2.7 Code?
Per 1M output tokens, Ember-1 is $16.50 and Kimi K2.7 Code is $3.38 on FastMetal (US dollars, before tax), so Kimi K2.7 Code is cheaper.
How do the context windows of Ember-1 and Kimi K2.7 Code compare?
Ember-1 takes 1,048,576 tokens; Kimi K2.7 Code takes 262,144.
Can I use Ember-1 and Kimi K2.7 Code with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "ember-1" or "japan-kimi-k2.7-code" as the model. Each is billed at its own rate from the same prepaid balance.

Try both on one API key

Create an account and add credit to call Ember-1 and Kimi K2.7 Code from the browser chat and the API. No monthly fee.

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