LongCat-2.0 vs Motif 3 vs Hy4 preview
Too close to call on our weighted score (Hy4 preview 45, LongCat-2.0 45, Motif 3 44). The right pick depends on what you value most.
Meituan (LongCat)LongCat-2.0
45/100- ECI—
- Price$0.75 / $2.95
- Context1M
Motif Technologies
Motif 3
44/100- ECI—
- Price$0.50 / $2.00
- Context262K
TencentHy4 preview
45/100- ECI—
- Price$0.834 / $2.50
- Context1.02M
Too close to call
It is close. Our weighted score puts them within a point (Hy4 preview 45/100, LongCat-2.0 45/100, Motif 3 44/100), so choose by what matters most for your work: Motif 3 on price and Hy4 preview 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 priceMotif 3Motif 3 $0.875 · Hy4 preview $1.25 · LongCat-2.0 $1.30 per 1M tokens (3:1 blend)
- Longest contextHy4 previewHy4 preview 1,024,000 · LongCat-2.0 1,000,000 · Motif 3 262,144 tokens
- Widest inputsSame inputsLongCat-2.0: Text · Motif 3: Text · Hy4 preview: Text
- Self-hostingMotif 3 and Hy4 previewPublishes downloadable weights (MIT)
| Measure | Weight | LongCat-2.0 | Motif 3 | Hy4 preview |
|---|---|---|---|---|
| Price | 50% | 44 | 53 | 45 |
| Inputs & features | 30% | 35 | 35 | 35 |
| Context window | 20% | 60 | 37 | 60 |
| Overall | 100% | 45/100 | 44/100 | 45/100 |
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 | LongCat-2.0Meituan (LongCat) | Motif 3Motif Technologies | Hy4 previewTencent |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.75 | $0.50 (best) | $0.834 |
| Output | $2.95 | $2.00 (best) | $2.50 |
| Cached input | $0.015 (best) | — | $0.042 |
| Blended (3:1) | $1.30 | $0.875 (best) | $1.25 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official LongCat API | Median of 1 providers | Official Tencent TokenHub API |
| Limits | |||
| Context window | 1,000,000 tokens | 262,144 tokens | 1,024,000 tokens (best) |
| Max output | 131,072 tokens | 262,144 tokens (best) | 64,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | No |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | Yes | Yes | Yeshigh |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | No |
| Availability | |||
| Weights | Proprietary | OpenMIT | Open |
| API model ID | LongCat-2.0 | — | hy4-preview |
| API providers | 5 | 1 | 13 (best) |
| Released | Jun 30, 2026 | Aug 7, 2026 | Aug 28, 2026 |
| 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.
- LongCat-2.0$13.40
- Motif 3$9.00
- Hy4 preview$13.34
Which should you choose?
Which is better: LongCat-2.0, Motif 3 or Hy4 preview?
It is close. Our weighted score puts them within a point (Hy4 preview 45/100, LongCat-2.0 45/100, Motif 3 44/100), so choose by what matters most for your work: Motif 3 on price and Hy4 preview 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, LongCat-2.0, Motif 3 or Hy4 preview?
Motif 3 is cheaper at $0.50 input / $2.00 output per million tokens (median across 1 API provider). Hy4 preview costs $0.834 input / $2.50 output per million tokens (official Tencent TokenHub API price); LongCat-2.0 costs $0.75 input / $2.95 output per million tokens (official LongCat API price). At a typical mix of three input tokens to one output token, that is $0.875 per million tokens for Motif 3 versus $1.25 for Hy4 preview (1.4× as much) and $1.30 for LongCat-2.0 (1.5× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. LongCat-2.0 has not been scored yet, Motif 3 has not been scored yet and Hy4 preview has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for LongCat-2.0, Motif 3 and Hy4 preview 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?
Hy4 preview has the largest context window at 1,024,000 tokens, against 1,000,000 for LongCat-2.0 and 262,144 for Motif 3. Maximum output per response: LongCat-2.0 up to 131,072, Motif 3 up to 262,144, Hy4 preview up to 64,000 tokens.
Which can read images, PDFs, audio or video?
LongCat-2.0 accepts text; Motif 3 accepts text; Hy4 preview accepts text. They handle the same number of input types.
Are any of these open source?
Motif 3 and Hy4 preview publishes its weights (MIT) and can be self-hosted; LongCat-2.0 is proprietary.
Which is newer?
Hy4 preview is the newest, released Aug 28, 2026. Motif 3 came out Aug 7, 2026; LongCat-2.0 came out Jun 30, 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 Oct 4, 2026.
