Doubao Seed 2.1 Pro vs Gemini 3.8 Flash
Doubao Seed 2.1 Pro wins on Overall, Coding, Multimodal. Every numeric field is compared below, with a worked monthly-cost example and a pick rule for each use case.
Verdict at a glance
Choose Doubao Seed 2.1 Pro if you…
- World-leading video understanding
- Excellent Chinese
- Strong agent ability
- Full 256K context
- Best for: Video understanding, Chinese tasks, AI agents
Choose Gemini 3.8 Flash if you…
- Best-coding Flash yet
- Native text/image/audio/video
- Very fast and low-priced
- Stronger agentic reasoning
- Best for: Fast tasks, Multimodal, Coding
Head-to-head aggregate scores
Scores are 0–100, aggregated from public benchmark information and independently weighted across three leaderboards. Rank is out of 26 tracked models.
Aggregated from public sources and independently weighted; methodology on the Terms page. Scores within 3 points are treated as statistically tied.
Specs & pricing — every field side by side
List API prices in USD per 1M tokens. The highlighted cell is the stronger value/capability on that row.
| Dimension | Doubao Seed 2.1 Pro | Gemini 3.8 Flash | Verdict |
|---|---|---|---|
| Vendor | ByteDance (CN) | Google (US) | Different vendors |
| Released | 2026.06 | 2026.09 | Gemini 3.8 Flash is newer |
| Overall (rank) | 78 · #9 | 73 · #12 | Doubao Seed 2.1 Pro +5 |
| Coding | 76 · #10 | 73 · #13 | Doubao Seed 2.1 Pro +3 |
| Multimodal | 92 · #3 | 88 · #9 | Doubao Seed 2.1 Pro +4 |
| Context window | 256K | 1M | Gemini 3.8 Flash larger |
| Max output | 256K | 64K | Gemini 3.8 Flash longer |
| Effective-context | 93 | 90 | Doubao Seed 2.1 Pro more reliable |
| Input $/1M | $0.83 | $0.75 | Gemini 3.8 Flash cheaper |
| Output $/1M | $4.17 | $3.75 | Gemini 3.8 Flash cheaper |
| Cache discount | custom | none | Gemini 3.8 Flash deeper |
| Speed | ~65 tok/s | ~85 tok/s | Gemini 3.8 Flash faster |
| TTFT | 0.5s | 0.3s | Gemini 3.8 Flash snappier |
| Function calling | 85 | 78 | Doubao Seed 2.1 Pro ahead |
| Refusal rate | ~11% | ~10% | Gemini 3.8 Flash less restrictive |
| English | 72 | 88 | Gemini 3.8 Flash |
| Chinese | 95 | 74 | Doubao Seed 2.1 Pro |
| Modalities | text, image, video | text, image, audio, video | different coverage |
| Open weights | No | No | Both closed |
| Fine-tuning | Yes | Yes | |
| Free tier | Doubao App free; free quota on the Ark platform | Gemini App free; API free tier; intro price through Dec 31, 2026 | |
| SOC2 / no-train | no / yes | yes / yes | |
| Private deployment | Yes | No | Doubao Seed 2.1 Pro |
Fields drawn from vendor public documentation and the Modelspectra 26-model dataset; speed varies with network, concurrency and prompt length. Verify current pricing before purchase.
Dimension-by-dimension analysis
Reasoning & overall intelligence
Doubao Seed 2.1 Pro leads the overall aggregate by 5 points (78 vs 73). That is a meaningful, not marginal, edge on hard, multi-step reasoning, while Gemini 3.8 Flash remains a strong generalist that is not out of its depth on routine work.
Agentic coding
This is a modest gap: Doubao Seed 2.1 Pro scores 76 against 73. On multi-file edits, SWE-style tickets and long-horizon agent loops Doubao Seed 2.1 Pro needs fewer correction turns; Gemini 3.8 Flash is still competent for scripts and assisted completion but trails as task complexity rises.
Multimodal
Doubao Seed 2.1 Pro leads multimodal 92 vs 88. A concrete modality difference: Gemini 3.8 Flash additionally handles audio. Both accept video, so weigh their video-understanding reliability, not mere support.
Speed & latency
Gemini 3.8 Flash is faster in interactive use: ~85 tok/s with 0.3s TTFT versus ~65 tok/s with 0.5s TTFT (about 1.3× the throughput). For conversational UIs where perceived responsiveness drives retention, that edge is a real product factor even when raw reasoning is lower.
Context: window vs usable recall
Nominal windows are 256K for Doubao Seed 2.1 Pro and 1M for Gemini 3.8 Flash. Crucially, the larger nominal window does not win on usable recall: Gemini 3.8 Flash advertises 1M but Doubao Seed 2.1 Pro scores higher on effective-context (93 vs 90), i.e. it actually retains more of what it was given.
Price & total cost
Gemini 3.8 Flash is the cheaper API at $0.75/$3.75 versus Doubao Seed 2.1 Pro at $0.83/$4.17 per 1M input/output tokens — list input is about 1.1× lower.
Chinese vs English
English: Doubao Seed 2.1 Pro 72 vs Gemini 3.8 Flash 88. Chinese: 95 vs 74. For Chinese-language production, Doubao Seed 2.1 Pro is the stronger pick. Note that non-Chinese models generally require overseas network access for their APIs.
Tool use & ecosystem
Function-calling score: Doubao Seed 2.1 Pro 85 vs Gemini 3.8 Flash 78, so Doubao Seed 2.1 Pro has the edge on structured tool use. Fine-tuning is available from Doubao Seed 2.1 Pro and Gemini 3.8 Flash. Factor in existing SDK/plugin familiarity — switching cost often outweighs a few-point tool-use gap.
Cost worked example — same workload, real token math
Assume a production workload of 100M input + 30M output tokens per month, with 90% of input tokens served from cache. Figures use public list prices.
| Scenario · per month | Doubao Seed 2.1 Pro | Gemini 3.8 Flash | Gap |
|---|---|---|---|
| List priceno cache applied | $208100M in × $0.83 + 30M out × $4.17 | $188100M in × $0.75 + 30M out × $3.75 | 1.11×gap |
| With caching90% of inputs cache-hit | $208no published cache discount | $188no published cache discount | 1.11×gap |
Illustrative model; your input/output mix and cache-hit ratio change the result. Prices are list rates before any enterprise agreement.