gemini-3.5-flash vs kimi-k2.5
kimi-k2.5 is 2.5× cheaper on input than gemini-3.5-flash.
| gemini-3.5-flash | kimi-k2.5 | |
|---|---|---|
| Input / 1M | $1.50 | $0.60 |
| Cached input / 1M | $0.15 | $0.10 |
| Output / 1M | $9.00 | $3.00 |
| Context window | 1M | 262K |
| Max output | 66K | 262K |
| Provider | Moonshot | |
| Vision | Yes | Yes |
| Tool calling | Yes | Yes |
| Token count | estimated | estimated |
Capability for the money
Independent measurement · Artificial Analysis · read 2026-08-11gemini-3.5-flash is 2.8× dearer for 6.1 points on following instructions (IFBench) — worth it only if that is your bottleneck.
Following instructions
extraction, classification, sticking to a format
IFBenchgemini-3.5-flash +6.1
Tool use
multi-step agent work against real tools
τ²-benchkimi-k2.5 +0.6
Hard reasoning
graduate-level science and multi-step analysis
GPQA Diamondgemini-3.5-flash +4.3
Averaged over the benchmarks both models sat, kimi-k2.5 returns 70.6 points of pass rate per dollar of blended price against 26.1 — the ratio that decides whether the dearer model earns its rate.
Each figure is a pass rate: the share of that test set the model answered correctly, measured by a third party rather than self-reported by the lab. Rows are different tests of different difficulty, so compare a model against the other model, not one row against the next. No published coding score for one of these models, so that lens is omitted. And a benchmark is not your workload — it narrows the shortlist, it does not pick for you.
Which to pick
- Cheaper input: kimi-k2.5
- Cheaper output: kimi-k2.5
- Larger context: gemini-3.5-flash
- Better at following instructions: gemini-3.5-flash (76.3% vs 70.2% on IFBench)
- Better at tool use: kimi-k2.5 (95.3% vs 95.9% on τ²-bench)
- Better at hard reasoning: gemini-3.5-flash (92.2% vs 87.9% on GPQA Diamond)
List price is not production cost. Output length, cache hit rate, retries and task quality move the real number more than the headline rate does — price your own prompt on the token ledger before deciding.
Related comparisons
gemini-3.5-flash detail · kimi-k2.5 detail · All Google pricing · All comparisons