MModelspectraIndependent AI Model Intelligence
Head-to-head · Updated 2026-09-08
Model Comparison · Head to Head

Doubao Seed 2.1 Pro vs Doubao Seed Evolving

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.

VendorByteDance / ByteDance
Data fields15+ dimensions
Updated2026-09-08
Read~9 min
01

Verdict at a glance

Bottom line: Choose Doubao Seed 2.1 Pro when coding depth, long-context reliability matter most; choose Doubao Seed Evolving when its stronger dimensions is the priority.

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 Doubao Seed Evolving if you…

  • Continuously updated
  • 1M context
  • Good Chinese
  • ByteDance ecosystem
  • Best for: Chinese, Long context, Continuously evolving
02

Head-to-head aggregate scores

Scores are 0–100, aggregated from public benchmark information and independently weighted across three leaderboards. Rank is out of 22 tracked models.

Doubao Seed 2.1 Pro Higher overall
ByteDance · #7 overall
Overall78
Coding76
Multimodal92
VS
Doubao Seed Evolving
ByteDance · #15 overall
Overall68
Coding67
Multimodal83

Aggregated from public sources and independently weighted; methodology on the Terms page. Scores within 3 points are treated as statistically tied.

03

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.

DimensionDoubao Seed 2.1 ProDoubao Seed EvolvingVerdict
VendorByteDance (CN)ByteDance (CN)Same vendor
Released2026.062026.07Doubao Seed Evolving is newer
Overall (rank)78 · #768 · #15Doubao Seed 2.1 Pro +10
Coding76 · #767 · #14Doubao Seed 2.1 Pro +9
Multimodal92 · #283 · #9Doubao Seed 2.1 Pro +9
Context window256K1MDoubao Seed Evolving larger
Max output256K256KTie
Effective-context9392Doubao Seed 2.1 Pro more reliable
Input $/1M$0.83$0.83Tie
Output $/1M$4.17$4.17Tie
Cache discountcustomcustomTie
Speed~65 tok/s~60 tok/sDoubao Seed 2.1 Pro faster
TTFT0.5s0.5sTie
Function calling8582Doubao Seed 2.1 Pro ahead
Refusal rate~11%~10%Doubao Seed Evolving less restrictive
English7270Doubao Seed 2.1 Pro
Chinese9593Doubao Seed 2.1 Pro
Modalitiestext, image, videotext, imagedifferent coverage
Open weightsNoNoBoth closed
Fine-tuningYesNo
Free tierDoubao App free; free quota on the Ark platformDoubao App free
SOC2 / no-trainno / yesno / yes
Private deploymentYesYesBoth support it

Fields drawn from vendor public documentation and the Modelspectra 22-model dataset; speed varies with network, concurrency and prompt length. Verify current pricing before purchase.

04

Dimension-by-dimension analysis

Reasoning & overall intelligence

Doubao Seed 2.1 Pro leads the overall aggregate by 10 points (78 vs 68). That is a meaningful, not marginal, edge on hard, multi-step reasoning, while Doubao Seed Evolving 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 67. On multi-file edits, SWE-style tickets and long-horizon agent loops Doubao Seed 2.1 Pro needs fewer correction turns; Doubao Seed Evolving is still competent for scripts and assisted completion but trails as task complexity rises.

Multimodal

Doubao Seed 2.1 Pro leads multimodal 92 vs 83. A concrete modality difference: Doubao Seed 2.1 Pro additionally handles video.

Speed & latency

Doubao Seed 2.1 Pro is faster in interactive use: ~65 tok/s with 0.5s TTFT versus ~60 tok/s with 0.5s TTFT (about 1.1× 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 Doubao Seed Evolving. Crucially, the larger nominal window does not win on usable recall: Doubao Seed Evolving advertises 1M but Doubao Seed 2.1 Pro scores higher on effective-context (93 vs 92), i.e. it actually retains more of what it was given.

Price & total cost

Doubao Seed 2.1 Pro is the cheaper API at $0.83/$4.17 versus Doubao Seed Evolving at $0.83/$4.17 per 1M input/output tokens — list input is about 1.0× lower.

Chinese vs English

English: Doubao Seed 2.1 Pro 72 vs Doubao Seed Evolving 70. Chinese: 95 vs 93. 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 Doubao Seed Evolving 82, so Doubao Seed 2.1 Pro has the edge on structured tool use. Fine-tuning is available from Doubao Seed 2.1 Pro. Factor in existing SDK/plugin familiarity — switching cost often outweighs a few-point tool-use gap.

05

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 monthDoubao Seed 2.1 ProDoubao Seed EvolvingGap
List priceno cache applied$208100M in × $0.83  +  30M out × $4.17$208100M in × $0.83  +  30M out × $4.171.00×even
With caching90% of inputs cache-hit$208no published cache discount$208no published cache discount1.00×even

Illustrative model; your input/output mix and cache-hit ratio change the result. Prices are list rates before any enterprise agreement.

06

Decision tree

IF the workload is agentic or multi-file coding and a wrong first pass is expensive  →  choose Doubao Seed 2.1 Pro (coding 76 vs 67).
IF you serve real-time users and latency is a product KPI  →  choose Doubao Seed 2.1 Pro (~65 tok/s, 0.5s TTFT).
IF long-document recall has to be near-perfect  →  choose Doubao Seed 2.1 Pro (effective context 93 vs 92).
07

Frequently asked questions

How do costs compare at 100M tokens/month with caching?
At 100M input + 30M output with 90% of inputs cache-hit, Doubao Seed 2.1 Pro is about $208/month and Doubao Seed Evolving about $208/month after cache discounts ($208 and $208 at list).
Does the bigger context window actually matter?
Nominal windows are Doubao Seed 2.1 Pro (256K) and Doubao Seed Evolving (1M), but usable recall follows the effective-context score (93 vs 92). Prefer the higher effective-context model for long-document work where nothing can be missed.
Is Doubao Seed 2.1 Pro worth choosing over Doubao Seed Evolving within ByteDance?
Both come from ByteDance. Doubao Seed 2.1 Pro is the vendor's higher tier (78 vs 68 overall) and is the pick when you want this lab's strongest model; Doubao Seed Evolving costs less and remains the sensible choice where its score already clears the bar.
Which one supports fine-tuning?
Doubao Seed 2.1 Pro supports fine-tuning; Doubao Seed Evolving does not at this tier. If you plan to adapt the model to a narrow domain, that is a concrete differentiator.
Which handles multimodal inputs better?
Multimodal scores are 92 (Doubao Seed 2.1 Pro) vs 83 (Doubao Seed Evolving), with modality coverage text/image/video versus text/image. Match the model to the input types your product actually receives.
What is the single-line recommendation?
Choose Doubao Seed 2.1 Pro for Video understanding, Chinese tasks; choose Doubao Seed Evolving for Chinese, Long context.