Granite-4.0-H-Small vs Seed 1.6 Flash vs Apertus 8B
Seed 1.6 Flash comes out ahead, 78 to 63 and 56 on our weighted score, and it is the cheaper option too.
IBMGranite-4.0-H-Small
63/100- ECI—
- Price$0.064 / $0.265
- Context131K
- Our pick
ByteDance SeedSeed 1.6 Flash
78/100- ECI—
- Price$0.022 / $0.223
- Context256K
Swiss AI
Apertus 8B
56/100- ECI—
- Price$0.10 / $0.20
- Context66K
Seed 1.6 Flash is our pick
Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Granite-4.0-H-Small (63) and Apertus 8B (56). It leads on price, inputs & features and context window. 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 priceSeed 1.6 FlashSeed 1.6 Flash $0.072 · Granite-4.0-H-Small $0.114 · Apertus 8B $0.125 per 1M tokens (3:1 blend)
- Longest contextSeed 1.6 FlashSeed 1.6 Flash 256,000 · Granite-4.0-H-Small 131,072 · Apertus 8B 65,536 tokens
- Widest inputsSeed 1.6 FlashGranite-4.0-H-Small: Text · Seed 1.6 Flash: Text, Images · Apertus 8B: Text
- Self-hostingGranite-4.0-H-Small and Apertus 8BPublishes downloadable weights (Apache-2.0)
| Measure | Weight | Granite-4.0-H-Small | Seed 1.6 Flash | Apertus 8B |
|---|---|---|---|---|
| Price | 50% | 95 | 100 | 93 |
| Inputs & features | 30% | 35 | 70 | 25 |
| Context window | 20% | 24 | 36 | 12 |
| Overall | 100% | 63/100 | 78/100 | 56/100 |
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 | Granite-4.0-H-SmallIBM | Seed 1.6 FlashByteDance Seed | Apertus 8BSwiss AI |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.064 | $0.022 (best) | $0.10 |
| Output | $0.265 | $0.223 | $0.20 (best) |
| Cached input | — | $0.0044 | — |
| Blended (3:1) | $0.114 | $0.072 (best) | $0.125 |
| Long-context rate | Same rate | Over 32K: $0.045 / $0.445 | Same rate |
| Price source | Official watsonx.ai API | Official Volcengine Ark API | Median of 1 providers |
| Limits | |||
| Context window | 131,072 tokens | 256,000 tokens (best) | 65,536 tokens |
| Max output | 131,072 tokens (best) | 32,000 tokens | 8,192 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | No |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | No | Yes | No |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | No |
| Availability | |||
| Weights | Open | Proprietary | OpenApache-2.0 |
| API model ID | ibm/granite-4-h-small | doubao-seed-1-6-flash-250828 | — |
| API providers | 1 | 2 (best) | 1 |
| Released | Oct 2, 2025 | Aug 28, 2025 | Sep 2, 2025 |
| Knowledge cutoff | — | — | Sep 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Granite-4.0-H-Small$1.17
- Seed 1.6 Flash$0.668
- Apertus 8B$1.40
Which should you choose?
Which is better: Granite-4.0-H-Small, Seed 1.6 Flash or Apertus 8B?
Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Granite-4.0-H-Small (63) and Apertus 8B (56). It leads on price, inputs & features and context window. 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, Granite-4.0-H-Small, Seed 1.6 Flash or Apertus 8B?
Seed 1.6 Flash is cheaper at $0.022 input / $0.223 output per million tokens (official Volcengine Ark API price). Granite-4.0-H-Small costs $0.064 input / $0.265 output per million tokens (official watsonx.ai API price); Apertus 8B costs $0.10 input / $0.20 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.072 per million tokens for Seed 1.6 Flash versus $0.114 for Granite-4.0-H-Small (1.6× as much) and $0.125 for Apertus 8B (1.7× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Granite-4.0-H-Small has not been scored yet, Seed 1.6 Flash has not been scored yet and Apertus 8B has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Granite-4.0-H-Small, Seed 1.6 Flash and Apertus 8B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.
Which has the bigger context window?
Seed 1.6 Flash has the largest context window at 256,000 tokens, against 131,072 for Granite-4.0-H-Small and 65,536 for Apertus 8B. Maximum output per response: Granite-4.0-H-Small up to 131,072, Seed 1.6 Flash up to 32,000, Apertus 8B up to 8,192 tokens.
Which can read images, PDFs, audio or video?
Granite-4.0-H-Small accepts text; Seed 1.6 Flash accepts text and images; Apertus 8B accepts text. Seed 1.6 Flash handles the widest range of inputs.
Are any of these open source?
Granite-4.0-H-Small and Apertus 8B publishes its weights (Apache-2.0) and can be self-hosted; Seed 1.6 Flash is proprietary.
Which is newer?
Granite-4.0-H-Small is the newest, released Oct 2, 2025. Apertus 8B came out Sep 2, 2025; Seed 1.6 Flash came out Aug 28, 2025. Knowledge cutoff: Apertus 8B Sep 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.
