Step 3.5 Flash vs Seed 2.0 Lite vs GLM-4.7-FlashX
Seed 2.0 Lite comes out ahead, 73 to 62 and 61 on our weighted score, though Step 3.5 Flash is 25% cheaper per token.
StepFunStep 3.5 Flash
62/100- ECI—
- Price$0.10 / $0.30
- Context256K
- Our pick
ByteDance SeedSeed 2.0 Lite
73/100- ECI—
- Price$0.089 / $0.534
- Context256K
Z.ai (Zhipu)GLM-4.7-FlashX
61/100- ECI—
- Price$0.07 / $0.40
- Context200K
Seed 2.0 Lite is our pick
Seed 2.0 Lite is the better all-round choice, scoring 73/100 against Step 3.5 Flash (62) and GLM-4.7-FlashX (61). It leads on 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 priceStep 3.5 FlashStep 3.5 Flash $0.15 · GLM-4.7-FlashX $0.152 · Seed 2.0 Lite $0.20 per 1M tokens (3:1 blend)
- Longest contextStep 3.5 Flash and Seed 2.0 LiteStep 3.5 Flash 256,000 · Seed 2.0 Lite 256,000 · GLM-4.7-FlashX 200,000 tokens
- Widest inputsSeed 2.0 LiteStep 3.5 Flash: Text · Seed 2.0 Lite: Text, Images, Video · GLM-4.7-FlashX: Text
- Self-hostingStep 3.5 Flash and GLM-4.7-FlashXPublishes downloadable weights
| Measure | Weight | Step 3.5 Flash | Seed 2.0 Lite | GLM-4.7-FlashX |
|---|---|---|---|---|
| Price | 50% | 89 | 83 | 89 |
| Inputs & features | 30% | 35 | 80 | 35 |
| Context window | 20% | 36 | 36 | 32 |
| Overall | 100% | 62/100 | 73/100 | 61/100 |
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 | Step 3.5 FlashStepFun | Seed 2.0 LiteByteDance Seed | GLM-4.7-FlashXZ.ai (Zhipu) |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.10 | $0.089 | $0.07 (best) |
| Output | $0.30 (best) | $0.534 | $0.40 |
| Cached input | $0.02 | $0.018 | $0.01 (best) |
| Blended (3:1) | $0.15 (best) | $0.20 | $0.152 |
| Long-context rate | Same rate | Over 32K: $0.134 / $0.802 | Same rate |
| Price source | Official StepFun (Global) API | Official Volcengine Ark API | Official Z.AI API |
| Limits | |||
| Context window | 256,000 tokens (best) | 256,000 tokens (best) | 200,000 tokens |
| Max output | 256,000 tokens (best) | 32,000 tokens | 131,072 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | No |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | Yes | No |
| Reasoning | Yeslow · high | Yesminimal · low · medium · high · xhigh · max | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | Yes | No |
| Availability | |||
| Weights | Open | Proprietary | Open |
| API model ID | step-3.5-flash | doubao-seed-2-0-lite-260428 | glm-4.7-flashx |
| API providers | 8 (best) | 6 | 8 (best) |
| Released | Jan 29, 2026 | Feb 14, 2026 | Jan 19, 2026 |
| Knowledge cutoff | Jan 2025 | — | Apr 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Step 3.5 Flash$1.60
- Seed 2.0 Lite$1.96
- GLM-4.7-FlashX$1.50
Which should you choose?
Which is better: Step 3.5 Flash, Seed 2.0 Lite or GLM-4.7-FlashX?
Seed 2.0 Lite is the better all-round choice, scoring 73/100 against Step 3.5 Flash (62) and GLM-4.7-FlashX (61). It leads on 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, Step 3.5 Flash, Seed 2.0 Lite or GLM-4.7-FlashX?
Step 3.5 Flash is cheaper at $0.10 input / $0.30 output per million tokens (official StepFun (Global) API price). GLM-4.7-FlashX costs $0.07 input / $0.40 output per million tokens (official Z.AI API price); Seed 2.0 Lite costs $0.089 input / $0.534 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.15 per million tokens for Step 3.5 Flash versus $0.152 for GLM-4.7-FlashX (1× as much) and $0.20 for Seed 2.0 Lite (1.3× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Step 3.5 Flash has not been scored yet, Seed 2.0 Lite has not been scored yet and GLM-4.7-FlashX has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Step 3.5 Flash, Seed 2.0 Lite and GLM-4.7-FlashX 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?
Step 3.5 Flash and Seed 2.0 Lite have the largest context windows (256,000 and 256,000 tokens), against 200,000 for GLM-4.7-FlashX. Maximum output per response: Step 3.5 Flash up to 256,000, Seed 2.0 Lite up to 32,000, GLM-4.7-FlashX up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Step 3.5 Flash accepts text; Seed 2.0 Lite accepts text, images and video; GLM-4.7-FlashX accepts text. Seed 2.0 Lite handles the widest range of inputs.
Are any of these open source?
Step 3.5 Flash and GLM-4.7-FlashX publishes its weights and can be self-hosted; Seed 2.0 Lite is proprietary.
Which is newer?
Seed 2.0 Lite is the newest, released Feb 14, 2026. Step 3.5 Flash came out Jan 29, 2026; GLM-4.7-FlashX came out Jan 19, 2026. Knowledge cutoff: Step 3.5 Flash Jan 2025, GLM-4.7-FlashX Apr 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.
