OverpayingForAIPricing desk

Rewrite · 4 checks · max 400 tokens · benched 2026-09-16

Kimi K3 vs Kimi K2.7 Code vs Kimi K2.6 vs Kimi K2.5 on product update to a 280-character post

Moonshotai models side by side on "Product update to a 280-character post": Kimi K2.7 Code scores 9/10; Kimi K2.7 Code is the cheapest answer scoring 8+ at $0.80 per 1,000 runs. Outputs, checks, judge reasons, latency and cost.

The prompt every model received

User

Turn this update into a single social media post of at most 280 characters. It must mention "v2.0" and end with the hashtag #OpenSource. Output only the post.

Update: Version 2.0 of our command-line tool is out. It is three times faster on large repositories, adds a built-in diff viewer, and is now licensed under MIT so anyone can contribute.

Rubric for the judge: Punchy post under 280 characters that mentions v2.0, the speed gain, the diff viewer and MIT, ending with #OpenSource.

Side by side

Every cell is one OpenRouter call at temperature 0 with the prompt's token cap and reasoning effort "low" where the model supports it. Cost is usage × the catalogue rate in models.json. Quality is one judge call to anthropic/claude-haiku-4.5 against the prompt's rubric, cached per prompt version.

Kimi K3

moonshotai/kimi-k3

9/10
Latency
788ms
Cost
$0.00281
Per 1,000
$2.81

205 in · 202 out (160 reasoning) · 17 words · checks 4/4

  • max_chars
  • contains
  • regex
  • contains
CLI tool v2.0 is out: 3x faster on large repos, built-in diff viewer, MIT licensed—contributions welcome! #OpenSource

Judge: Post is 109 characters (well under 280), mentions v2.0, speed gain, diff viewer, MIT licensing, and ends with #OpenSource; only minor issue is it doesn't explicitly state 'anyone can contribute' though 'contributions welcome' conveys the intent.

Kimi K2.7 Code

moonshotai/kimi-k2.7-code

9/10
top judge scorecheapest scoring 8+
Latency
1.0s
Cost
$0.00080
Per 1,000
$0.80

88 in · 212 out (171 reasoning) · 25 words · checks 4/4

  • max_chars
  • contains
  • regex
  • contains
🚀 v2.0 of our CLI tool is here — 3x faster on large repos, built-in diff viewer, and now MIT-licensed so anyone can contribute. #OpenSource

Judge: Post is 119 characters (well under 280), mentions v2.0, speed gain, diff viewer, and MIT licensing, ends with #OpenSource hashtag, and is punchy and engaging; only minor issue is it could have been slightly more explicit about 'anyone can contribute' but the meaning is clear.

Kimi K2.6

moonshotai/kimi-k2.6

1/10
failed: empty output (finish_reason length)
Latency
1.1s
Cost
$0.00649
Per 1,000
$6.49

89 in · 1600 out (1600 reasoning) · 0 words · checks 1/4

  • max_chars
  • contains
  • regex
  • contains
(empty output)

Judge: The output is completely empty, failing to provide any social media post whatsoever.

Kimi K2.5

moonshotai/kimi-k2.5

9/10
Latency
837ms
Cost
$0.00347
Per 1,000
$3.47

89 in · 1526 out (1486 reasoning) · 26 words · checks 4/4

  • max_chars
  • contains
  • regex
  • contains
v2.0 of our command-line tool is here! It's 3x faster on large repos, adds a built-in diff viewer, and is now MIT licensed. Contributions welcome! #OpenSource

Judge: Post is 168 characters, mentions v2.0, speed gain (3x faster), diff viewer, MIT licensing, and ends with #OpenSource hashtag as required; only minor issue is not explicitly stating 'anyone can contribute' though 'Contributions welcome' conveys this.

Frequently asked

What does this prompt test?

Rewrite: Punchy post under 280 characters that mentions v2.0, the speed gain, the diff viewer and MIT, ending with #OpenSource. The deterministic checks are max_chars, contains, regex, contains.

Which model should I pick for this task?

If the judge's bar of 8/10 is good enough for you, Kimi K2.7 Code at $0.80 per 1,000 runs. If you need the top score, Kimi K2.7 Code at $0.80 per 1,000 runs.

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