Kolibri 1 vs Qwen3.8 Flash
Qwen3.8 Flash comes out ahead, 74 to 60 on our weighted score, and it is the cheaper option too.
Aleph AlphaKolibri 1
60/100- ECI—
- Price$0.164 / $0.574
- Context1.05M
- Our pick
Alibaba (Qwen)Qwen3.8 Flash
74/100- ECI—
- Price$0.15 / $0.47
- Context1M
Add a model
Make it a three-way comparison.
Qwen3.8 Flash is our pick
Qwen3.8 Flash is the better all-round choice, scoring 74/100 against Kolibri 1 (60). It leads on price and inputs & features. The score weighs price 50%, inputs & features 30%, context window 20%. 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 priceQwen3.8 FlashQwen3.8 Flash $0.23 · Kolibri 1 $0.266 per 1M tokens (3:1 blend)
- Longest contextKolibri 1Kolibri 1 1,048,576 · Qwen3.8 Flash 1,000,000 tokens
- Widest inputsQwen3.8 FlashKolibri 1: Text · Qwen3.8 Flash: Text, Images, Video
- Self-hostingKolibri 1Publishes downloadable weights (Apache-2.0)
| Measure | Weight | Kolibri 1 | Qwen3.8 Flash |
|---|---|---|---|
| Price | 50% | 74 | 77 |
| Inputs & features | 30% | 35 | 80 |
| Context window | 20% | 61 | 60 |
| Overall | 100% | 60/100 | 74/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Kolibri 1Aleph Alpha | Qwen3.8 FlashAlibaba (Qwen) |
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | — |
| ECI rank | — | — |
| Price per million tokens | ||
| Input | $0.164 | $0.15 (best) |
| Output | $0.574 | $0.47 (best) |
| Cached input | — | $0.016 |
| Blended (3:1) | $0.266 | $0.23 (best) |
| Long-context rate | Same rate | Same rate |
| Price source | Median of 4 providers | Official Alibaba API |
| Limits | ||
| Context window | 1,048,576 tokens (best) | 1,000,000 tokens |
| Max output | — | 131,072 tokens |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | No | Yes |
| PDFs | No | No |
| Audio | No | No |
| Video | No | Yes |
| Reasoning | Yes | Yeslow · medium · xhigh |
| Tool calling | Yes | Yes |
| Structured output | No | Yes |
| Availability | ||
| Weights | OpenApache-2.0 | Proprietary |
| API model ID | — | qwen3.8-flash |
| API providers | 4 | 28 (best) |
| Released | Oct 3, 2026 | Aug 26, 2026 |
| Knowledge cutoff | Jun 18, 2026 | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Kolibri 1$2.78
- Qwen3.8 Flash$2.44
Which should you choose?
Which is better: Kolibri 1 or Qwen3.8 Flash?
Qwen3.8 Flash is the better all-round choice, scoring 74/100 against Kolibri 1 (60). It leads on price and inputs & features. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Kolibri 1 or Qwen3.8 Flash?
Qwen3.8 Flash is cheaper at $0.15 input / $0.47 output per million tokens (official Alibaba API price). Kolibri 1 costs $0.164 input / $0.574 output per million tokens (median across 4 API providers). At a typical mix of three input tokens to one output token, that is $0.23 per million tokens for Qwen3.8 Flash versus $0.266 for Kolibri 1 (1.2× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Kolibri 1 has not been scored yet and Qwen3.8 Flash has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Kolibri 1 and Qwen3.8 Flash yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
Which has the bigger context window?
Kolibri 1 has the largest context window at 1,048,576 tokens, against 1,000,000 for Qwen3.8 Flash. Maximum output per response: Qwen3.8 Flash up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Kolibri 1 accepts text; Qwen3.8 Flash accepts text, images and video. Qwen3.8 Flash handles the widest range of inputs.
Are any of these open source?
Kolibri 1 publishes its weights (Apache-2.0) and can be self-hosted; Qwen3.8 Flash is proprietary.
Which is newer?
Kolibri 1 is the newest, released Oct 3, 2026. Qwen3.8 Flash came out Aug 26, 2026. Knowledge cutoff: Kolibri 1 Jun 18, 2026.
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 Nov 2, 2026.
