Kimi K2.8 Preview vs North Small Translate vs Mercury 2.5
Kimi K2.8 Preview comes out ahead, 66 to 42 and 0 on our weighted score.
- Our pick
Moonshot AIKimi K2.8 Preview
66/100- ECI—
- Price—
- Context1.05M
CohereNorth Small Translate
0/100- ECI—
- PriceFree / Free
- Context16K
InceptionMercury 2.5
42/100- ECI—
- Price$0.04 / $0.15
- Context260K
Kimi K2.8 Preview is our pick
Kimi K2.8 Preview is the better all-round choice, scoring 66/100 against Mercury 2.5 (42) and North Small Translate (0). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceNorth Small TranslateNorth Small Translate Free · Mercury 2.5 $0.068 per 1M tokens (3:1 blend) · Kimi K2.8 Preview unpriced
- Longest contextKimi K2.8 PreviewKimi K2.8 Preview 1,048,576 · Mercury 2.5 260,000 · North Small Translate 16,000 tokens
- Widest inputsKimi K2.8 PreviewKimi K2.8 Preview: Text, Images, Video · North Small Translate: Text · Mercury 2.5: Text
- Self-hostingNorth Small TranslatePublishes downloadable weights (CC-BY-NC-4.0)
| Measure | Weight | Kimi K2.8 Preview | North Small Translate | Mercury 2.5 |
|---|---|---|---|---|
| Inputs & features | 60% | 70 | 0 | 45 |
| Context window | 40% | 61 | 0 | 36 |
| Overall | 100% | 66/100 | 0/100 | 42/100 |
Left out because at least one model lacks the data: capability and price. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Kimi K2.8 PreviewMoonshot AI | North Small TranslateCohere | Mercury 2.5Inception |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | — | Free (best) | $0.04 |
| Output | — | Free (best) | $0.15 |
| Cached input | — | — | $0.004 |
| Blended (3:1) | — | Free (best) | $0.068 |
| Long-context rate | — | Same rate | Same rate |
| Price source | — | Official Cohere API | Official Inception API |
| Limits | |||
| Context window | 1,048,576 tokens (best) | 16,000 tokens | 260,000 tokens |
| Max output | — | 16,000 tokens | 65,536 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | No | No |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | Yes | No | No |
| Reasoning | Yes | No | Yeslow · medium · high |
| Tool calling | Yes | No | Yes |
| Structured output | No | No | Yes |
| Availability | |||
| Weights | Proprietary | OpenCC-BY-NC-4.0 | Proprietary |
| API model ID | — | north-small-translate-09-2026 | mercury-2.5 |
| API providers | — | 1 | 1 |
| Released | Sep 11, 2026 | Sep 9, 2026 | Sep 8, 2026 |
| Knowledge cutoff | — | — | Nov 1, 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Kimi K2.8 Preview—
- North Small TranslateFree
- Mercury 2.5$0.70
Which should you choose?
Which is better: Kimi K2.8 Preview, North Small Translate or Mercury 2.5?
Kimi K2.8 Preview is the better all-round choice, scoring 66/100 against Mercury 2.5 (42) and North Small Translate (0). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Kimi K2.8 Preview, North Small Translate or Mercury 2.5?
North Small Translate is cheaper at Free input / Free output per million tokens (official Cohere API price). Mercury 2.5 costs $0.04 input / $0.15 output per million tokens (official Inception API price). North Small Translate is listed as free. Kimi K2.8 Preview has no published per-token price.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Kimi K2.8 Preview has not been scored yet, North Small Translate has not been scored yet and Mercury 2.5 has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Kimi K2.8 Preview, North Small Translate and Mercury 2.5 yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that North Small Translate does not support tool calling, which most coding agents need.
Which has the bigger context window?
Kimi K2.8 Preview has the largest context window at 1,048,576 tokens, against 260,000 for Mercury 2.5 and 16,000 for North Small Translate. Maximum output per response: North Small Translate up to 16,000, Mercury 2.5 up to 65,536 tokens.
Which can read images, PDFs, audio or video?
Kimi K2.8 Preview accepts text, images and video; North Small Translate accepts text; Mercury 2.5 accepts text. Kimi K2.8 Preview handles the widest range of inputs.
Are any of these open source?
North Small Translate publishes its weights (CC-BY-NC-4.0) and can be self-hosted; Kimi K2.8 Preview and Mercury 2.5 is proprietary.
Which is newer?
Kimi K2.8 Preview is the newest, released Sep 11, 2026. North Small Translate came out Sep 9, 2026; Mercury 2.5 came out Sep 8, 2026. Knowledge cutoff: Mercury 2.5 Nov 1, 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.
