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Comparison · 2 models · Updated Nov 2, 2026

Apertus 8B vs ERNIE 4.5 21B A3B

Too close to call on our weighted score (ERNIE 4.5 21B A3B 57, Apertus 8B 54). The right pick depends on what you value most.

  1. Swiss AI

    Apertus 8B

    Released Sep 2, 2025

    54/100
    • ECI—
    • Price$0.10 / $0.20
    • Context66K
  2. Baidu

    ERNIE 4.5 21B A3B

    Released Jun 30, 2025

    57/100
    • ECI—
    • Price$0.07 / $0.28
    • Context131K
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01 — Verdict

Too close to call

It is close. Our weighted score puts them within 3 points (ERNIE 4.5 21B A3B 57/100, Apertus 8B 54/100), so choose by what matters most for your work: ERNIE 4.5 21B A3B on price and ERNIE 4.5 21B A3B 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 priceERNIE 4.5 21B A3BERNIE 4.5 21B A3B $0.122 · Apertus 8B $0.125 per 1M tokens (3:1 blend)
  • Longest contextERNIE 4.5 21B A3BERNIE 4.5 21B A3B 131,072 · Apertus 8B 65,536 tokens
  • Widest inputsSame inputsApertus 8B: Text · ERNIE 4.5 21B A3B: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightApertus 8BERNIE 4.5 21B A3B
Price50%8989
Inputs & features30%2525
Context window20%1225
Overall100%54/10057/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Apertus 8B vs ERNIE 4.5 21B A3B specifications side by side
SpecificationApertus 8BSwiss AIERNIE 4.5 21B A3BBaidu
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.10$0.07 (best)
Output$0.20 (best)$0.28
Cached input——
Blended (3:1)$0.125$0.122 (best)
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 1 providers
Limits
Context window65,536 tokens131,072 tokens (best)
Max output8,192 tokens (best)8,000 tokens
Inputs and features
TextYesYes
ImagesNoNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenApache-2.0OpenApache-2.0
API model ID——
API providers11
ReleasedSep 2, 2025Jun 30, 2025
Knowledge cutoffSep 2025—
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Apertus 8B$1.40
  • ERNIE 4.5 21B A3B$1.26
04 — Questions

Which should you choose?

Which is better: Apertus 8B or ERNIE 4.5 21B A3B?

It is close. Our weighted score puts them within 3 points (ERNIE 4.5 21B A3B 57/100, Apertus 8B 54/100), so choose by what matters most for your work: ERNIE 4.5 21B A3B on price and ERNIE 4.5 21B A3B 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, Apertus 8B or ERNIE 4.5 21B A3B?

ERNIE 4.5 21B A3B is cheaper at $0.07 input / $0.28 output per million tokens (median across 1 API provider). Apertus 8B costs $0.10 input / $0.20 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.122 per million tokens for ERNIE 4.5 21B A3B versus $0.125 for Apertus 8B (1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Apertus 8B has not been scored yet and ERNIE 4.5 21B A3B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Apertus 8B and ERNIE 4.5 21B A3B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

ERNIE 4.5 21B A3B has the largest context window at 131,072 tokens, against 65,536 for Apertus 8B. Maximum output per response: Apertus 8B up to 8,192, ERNIE 4.5 21B A3B up to 8,000 tokens.

Which can read images, PDFs, audio or video?

Apertus 8B accepts text; ERNIE 4.5 21B A3B accepts text. They handle the same number of input types.

Are any of these open source?

Yes, both publish their weights (Apache-2.0), so you can self-host them.

Which is newer?

Apertus 8B is the newest, released Sep 2, 2025. ERNIE 4.5 21B A3B came out Jun 30, 2025. Knowledge cutoff: Apertus 8B Sep 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 Nov 2, 2026.