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

ERNIE 5.1 vs Doubao Seed 2.1 Turbo

ERNIE 5.1 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.

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

Verdict at a glance

Bottom line: Choose ERNIE 5.1 when coding depth matter most; choose Doubao Seed 2.1 Turbo when lower cost, lower latency is the priority.

Choose ERNIE 5.1 if you…

  • Optimized for Chinese
  • Search augmentation
  • Baidu integration
  • Mature enterprise services
  • Best for: Chinese, Search-augmented, Enterprise services

Choose Doubao Seed 2.1 Turbo if you…

  • Low price
  • Video support
  • Fast
  • Built for volume
  • Best for: Volume production, Video, Low cost
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.

ERNIE 5.1 Higher overall
Baidu · #17 overall
Overall66
Coding62
Multimodal74
VS
Doubao Seed 2.1 Turbo
ByteDance · #20 overall
Overall63
Coding61
Multimodal73

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.

DimensionERNIE 5.1Doubao Seed 2.1 TurboVerdict
VendorBaidu (CN)ByteDance (CN)Different vendors
Released2026.052026.06Doubao Seed 2.1 Turbo is newer
Overall (rank)66 · #1763 · #20ERNIE 5.1 +3
Coding62 · #1861 · #19ERNIE 5.1 +1
Multimodal74 · #1673 · #17ERNIE 5.1 +1
Context window128K256KDoubao Seed 2.1 Turbo larger
Max output32K256KERNIE 5.1 longer
Effective-context8290Doubao Seed 2.1 Turbo more reliable
Input $/1M$1.1$0.42Doubao Seed 2.1 Turbo cheaper
Output $/1M$3.3$2.08Doubao Seed 2.1 Turbo cheaper
Cache discountnonecustomDoubao Seed 2.1 Turbo deeper
Speed~45 tok/s~75 tok/sDoubao Seed 2.1 Turbo faster
TTFT0.7s0.4sDoubao Seed 2.1 Turbo snappier
Function calling7880Doubao Seed 2.1 Turbo ahead
Refusal rate~12%~10%Doubao Seed 2.1 Turbo less restrictive
English6568Doubao Seed 2.1 Turbo
Chinese9290ERNIE 5.1
Modalitiestext, imagetext, image, videodifferent coverage
Open weightsNoNoBoth closed
Fine-tuningYesYes
Free tierERNIE Bot free; quota on the Qianfan 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

ERNIE 5.1 leads the overall aggregate by 3 points (66 vs 63). That is a meaningful, not marginal, edge on hard, multi-step reasoning, while Doubao Seed 2.1 Turbo remains a strong generalist that is not out of its depth on routine work.

Agentic coding

This is a modest gap: ERNIE 5.1 scores 62 against 61. On multi-file edits, SWE-style tickets and long-horizon agent loops ERNIE 5.1 needs fewer correction turns; Doubao Seed 2.1 Turbo is still competent for scripts and assisted completion but trails as task complexity rises.

Multimodal

ERNIE 5.1 leads multimodal 74 vs 73. A concrete modality difference: Doubao Seed 2.1 Turbo additionally handles video.

Speed & latency

Doubao Seed 2.1 Turbo is faster in interactive use: ~75 tok/s with 0.4s TTFT versus ~45 tok/s with 0.7s TTFT (about 1.7× 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 128K for ERNIE 5.1 and 256K for Doubao Seed 2.1 Turbo. Effective-context scores point the same way as window size — Doubao Seed 2.1 Turbo is ahead on usable recall (90 vs 82), so prefer it for long-document work where details cannot be missed.

Price & total cost

Doubao Seed 2.1 Turbo is the cheaper API at $0.42/$2.08 versus ERNIE 5.1 at $1.1/$3.3 per 1M input/output tokens — list input is about 2.6× lower.

Chinese vs English

English: ERNIE 5.1 65 vs Doubao Seed 2.1 Turbo 68. Chinese: 92 vs 90. For Chinese-language production, ERNIE 5.1 is the stronger pick. Note that non-Chinese models generally require overseas network access for their APIs.

Tool use & ecosystem

Function-calling score: ERNIE 5.1 78 vs Doubao Seed 2.1 Turbo 80, so Doubao Seed 2.1 Turbo has the edge on structured tool use. Fine-tuning is available from ERNIE 5.1 and Doubao Seed 2.1 Turbo. 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 monthERNIE 5.1Doubao Seed 2.1 TurboGap
List priceno cache applied$209100M in × $1.1  +  30M out × $3.3$104100M in × $0.42  +  30M out × $2.082.01×gap
With caching90% of inputs cache-hit$209no published cache discount$104no published cache discount2.01×gap

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 ERNIE 5.1 (coding 62 vs 61).
IF you serve real-time users and latency is a product KPI  →  choose Doubao Seed 2.1 Turbo (~75 tok/s, 0.4s TTFT).
IF you are cost-driven at scale on routine, high-volume workloads  →  choose Doubao Seed 2.1 Turbo ($$0.42/$$2.08 per 1M in/out).
IF long-document recall has to be near-perfect  →  choose Doubao Seed 2.1 Turbo (effective context 90 vs 82).
07

Frequently asked questions

Is ERNIE 5.1 worth the higher price over Doubao Seed 2.1 Turbo?
At list the input rate is 2.6x higher, but cache discounts and output pricing narrow the effective gap. Pay the premium when ERNIE 5.1's stronger dimensions protect revenue; for routine volume Doubao Seed 2.1 Turbo is the economical pick.
How do costs compare at 100M tokens/month with caching?
At 100M input + 30M output with 90% of inputs cache-hit, ERNIE 5.1 is about $209/month and Doubao Seed 2.1 Turbo about $104/month after cache discounts ($209 and $104 at list).
Does the bigger context window actually matter?
Nominal windows are ERNIE 5.1 (128K) and Doubao Seed 2.1 Turbo (256K), but usable recall follows the effective-context score (82 vs 90). Prefer the higher effective-context model for long-document work where nothing can be missed.
Which handles multimodal inputs better?
Multimodal scores are 74 (ERNIE 5.1) vs 73 (Doubao Seed 2.1 Turbo), with modality coverage text/image versus text/image/video. Match the model to the input types your product actually receives.
What is the single-line recommendation?
Choose ERNIE 5.1 for Chinese, Search-augmented; choose Doubao Seed 2.1 Turbo for Volume production, Video.
How quickly do these rankings change?
Modelspectra refreshes the aggregate as new public benchmarks and prices appear. Treat scores within 3 points as a tie and re-check before a committed purchase.