Kimi K3 vs Claude Opus 5: same-tier frontier reasoning, very different price?

By TechCompare · Updated · How we check

Kimi K3 is the value-frontier pick for same-tier reasoning. Pick Opus 5 only when Anthropic's tooling, safety tuning, or instruction-following edge cases are the deciding factor, and budget the premium.

MoonshotAI: Kimi K3

Moonshot AI's own price

Input
$3
Output
$15
Cached
$0.30

per 1M tokens

Batch available

Price checked 2026-11-12

Anthropic: Claude Opus 5

Anthropic's own price

Input
$5
Output
$25
Cached
$0.50

per 1M tokens

Batch available

Price checked 2026-11-12

Cost Comparison

Based on 100,000 input tokens (50% cached), 5,000 output tokens, and 100 requests.Prices come live from OpenRouter at each maker's own price where it's listed. Temporary deals are left out.

Loading model prices

Kimi K3 is Moonshot AI's frontier reasoning model and often lands in the same smartness tier as Claude Opus 5. The comparison tests whether a non-US frontier lab can deliver top-tier reasoning at meaningfully lower per-token cost, and on paper, it can.

A frontier-tier reasoner from Moonshot AI against Anthropic's Opus 5. Compare the cost of a finished task.

Side-by-side specs

SpecKimi K3Claude Opus 5
Input Cost (per M)
$3.00 (better on this spec)
$5.00
Output Cost (per M)
$15.00 (better on this spec)
$25.00
Cached Input (per M)Cached input is text the provider has already processed. It costs less than fresh input.
$0.30 (better on this spec)
$0.50
Batch input / output (per M)
None
$2.50 / $12.50
Context Window
1M
1M

How they differ

Kimi K3 is priced at $3.00 per million input tokens and $15.00 per million output tokens, with a 90% caching discount ($0.30 per million) and a 1M context window. Claude Opus 5 is priced at $5.00 per million input tokens and $25.00 per million output tokens, also with a 90% caching discount ($0.50 per million) and a 1M context window.

For a typical 100K input + 10K output request, Kimi K3 costs $0.45 vs Opus 5's $0.75, so Kimi is cheaper per call. Both are text-in / text-out with file input. K3 lacks Anthropic's mature tool ecosystem and Claude's refined instruction-following nuance, but for pure reasoning at the frontier tier, the per-token economics favor Kimi.

Verdict

Reach for Opus 5 when its tool ecosystem and safety tuning earn the premium in ops cost. Kimi K3 charges $3.00/M input and $15.00/M output against Opus 5's $5.00 and $25.00, about 40% and 40% cheaper on the base rows. Cached input mirrors that at $0.30/M versus $0.50/M. Opus's batch prices drop output to $12.50/M, under Kimi's $15/M live price on async bulk work. Context ties at 1M.

Which should you pick?

Choose Kimi K3

High-volume frontier reasoning where per-token cost dominates. Kimi K3's discount of about 40% on input and 40% on output makes it the economical choice at scale.

Choose Claude Opus 5

Tasks that lean on Anthropic's specific instruction-following nuance, mature tool-calling API, or safety-policy tuning. The premium earns its keep when those features directly reduce ops cost.

Frequently asked questions

Is Kimi K3 or Claude Opus 5 cheaper for frontier reasoning?
Kimi K3. At $3.00/M input and $15.00/M output it is about 40% and 40% cheaper than Opus 5's $5.00/$25.00. Both share a 90% caching discount ($0.30/M for Kimi versus $0.50/M for Opus 5) and a 1M context window. For pure per-token frontier reasoning, Kimi wins decisively.
When does Claude Opus 5 justify its premium over Kimi K3?
When Anthropic's tool ecosystem, safety tuning, or instruction-following nuance are the deciding factor. Opus 5 also has batch prices that Kimi K3 lacks, which narrow the gap on asynchronous bulk work. For most agentic workloads, the premium earns its keep on the harder edge cases.
Does Kimi K3's lack of batch discount change the verdict?
Only in pure batch mode. Opus 5 batch drops to $2.50/M input and $12.50/M output, beating Kimi K3's standard $3.00/$15.00. For overnight bulk processing where latency doesn't matter, Opus 5 batch wins. For live workloads, Kimi K3 stays cheaper.