Trinity Mini vs Gemma 4 E2B IT vs Seed 1.6 Flash
Too close to call on our weighted score (Gemma 4 E2B IT 79, Seed 1.6 Flash 78, Trinity Mini 65). The right pick depends on what you value most.
Arcee AITrinity Mini
65/100- ECI—
- Price$0.045 / $0.15
- Context131K
GoogleGemma 4 E2B IT
79/100- ECI—
- Price$0.07 / $0.09
- Context131K
ByteDance SeedSeed 1.6 Flash
78/100- ECI—
- Price$0.022 / $0.223
- Context256K
Too close to call
It is close. Our weighted score puts them within a point (Gemma 4 E2B IT 79/100, Seed 1.6 Flash 78/100, Trinity Mini 65/100), so choose by what matters most for your work: Trinity Mini on price and Seed 1.6 Flash for long inputs. 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 priceTrinity MiniTrinity Mini $0.071 · Seed 1.6 Flash $0.072 · Gemma 4 E2B IT $0.075 per 1M tokens (3:1 blend)
- Longest contextSeed 1.6 FlashSeed 1.6 Flash 256,000 · Trinity Mini 131,072 · Gemma 4 E2B IT 131,072 tokens
- Widest inputsGemma 4 E2B ITTrinity Mini: Text · Gemma 4 E2B IT: Text, Images, Audio · Seed 1.6 Flash: Text, Images
- Self-hostingTrinity Mini and Gemma 4 E2B ITPublishes downloadable weights (OpenMDW-1.1)
| Measure | Weight | Trinity Mini | Gemma 4 E2B IT | Seed 1.6 Flash |
|---|---|---|---|---|
| Price | 50% | 100 | 100 | 100 |
| Inputs & features | 30% | 35 | 80 | 70 |
| Context window | 20% | 24 | 24 | 36 |
| Overall | 100% | 65/100 | 79/100 | 78/100 |
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 | Trinity MiniArcee AI | Gemma 4 E2B ITGoogle | Seed 1.6 FlashByteDance Seed |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.045 | $0.07 | $0.022 (best) |
| Output | $0.15 | $0.09 (best) | $0.223 |
| Cached input | — | — | $0.0044 |
| Blended (3:1) | $0.071 (best) | $0.075 | $0.072 |
| Long-context rate | Same rate | Same rate | Over 32K: $0.045 / $0.445 |
| Price source | Median of 1 providers | Median of 2 providers | Official Volcengine Ark API |
| Limits | |||
| Context window | 131,072 tokens | 131,072 tokens | 256,000 tokens (best) |
| Max output | 131,072 tokens (best) | 8,192 tokens | 32,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | Yes |
| PDFs | No | No | No |
| Audio | No | Yes | No |
| Video | No | No | No |
| Reasoning | Yes | Yes | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | Yes | Yes |
| Availability | |||
| Weights | OpenOpenMDW-1.1 | Open | Proprietary |
| API model ID | — | — | doubao-seed-1-6-flash-250828 |
| API providers | 1 | 2 (best) | 2 (best) |
| Released | Dec 1, 2025 | Apr 2, 2026 | Aug 28, 2025 |
| Knowledge cutoff | — | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Trinity Mini$0.75
- Gemma 4 E2B IT$0.88
- Seed 1.6 Flash$0.668
Which should you choose?
Which is better: Trinity Mini, Gemma 4 E2B IT or Seed 1.6 Flash?
It is close. Our weighted score puts them within a point (Gemma 4 E2B IT 79/100, Seed 1.6 Flash 78/100, Trinity Mini 65/100), so choose by what matters most for your work: Trinity Mini on price and Seed 1.6 Flash for long inputs. 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, Trinity Mini, Gemma 4 E2B IT or Seed 1.6 Flash?
Trinity Mini is cheaper at $0.045 input / $0.15 output per million tokens (median across 1 API provider). Seed 1.6 Flash costs $0.022 input / $0.223 output per million tokens (official Volcengine Ark API price); Gemma 4 E2B IT costs $0.07 input / $0.09 output per million tokens (median across 2 API providers). At a typical mix of three input tokens to one output token, that is $0.071 per million tokens for Trinity Mini versus $0.072 for Seed 1.6 Flash (1× as much) and $0.075 for Gemma 4 E2B IT (1.1× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Trinity Mini has not been scored yet, Gemma 4 E2B IT has not been scored yet and Seed 1.6 Flash has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Trinity Mini, Gemma 4 E2B IT and Seed 1.6 Flash 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 Trinity Mini and 131,072 for Gemma 4 E2B IT. Maximum output per response: Trinity Mini up to 131,072, Gemma 4 E2B IT up to 8,192, Seed 1.6 Flash up to 32,000 tokens.
Which can read images, PDFs, audio or video?
Trinity Mini accepts text; Gemma 4 E2B IT accepts text, images and audio; Seed 1.6 Flash accepts text and images. Gemma 4 E2B IT handles the widest range of inputs.
Are any of these open source?
Trinity Mini and Gemma 4 E2B IT publishes its weights (OpenMDW-1.1) and can be self-hosted; Seed 1.6 Flash is proprietary.
Which is newer?
Gemma 4 E2B IT is the newest, released Apr 2, 2026. Trinity Mini came out Dec 1, 2025; Seed 1.6 Flash came out Aug 28, 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.
