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Comparison · 2 models · Updated Oct 4, 2026

Apertus 70B vs Ring-1T

Too close to call on our weighted score (Apertus 70B 33, Ring-1T 33). The right pick depends on what you value most.

  1. Swiss AI

    Apertus 70B

    Released Sep 2, 2025

    33/100
    • ECI—
    • Price$0.82 / $2.42
    • Context66K
  2. inclusionAI

    Ring-1T

    Released Oct 2025

    33/100
    • ECI—
    • Price$0.57 / $2.29
    • Context128K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Apertus 70B 33/100, Ring-1T 33/100), so choose by what matters most for your work: Ring-1T on price and Ring-1T 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 priceRing-1TRing-1T $1.00 · Apertus 70B $1.22 per 1M tokens (3:1 blend)
  • Longest contextRing-1TRing-1T 128,000 · Apertus 70B 65,536 tokens
  • Widest inputsSame inputsApertus 70B: Text · Ring-1T: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightApertus 70BRing-1T
Price50%4650
Inputs & features30%2510
Context window20%1224
Overall100%33/10033/100

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 70B vs Ring-1T specifications side by side
SpecificationApertus 70BSwiss AIRing-1TinclusionAI
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.82$0.57 (best)
Output$2.42$2.29 (best)
Cached input——
Blended (3:1)$1.22$1.00 (best)
Long-context rateSame rateSame rate
Price sourceMedian of 3 providersOfficial Bailing API
Limits
Context window65,536 tokens128,000 tokens (best)
Max output8,192 tokens32,000 tokens (best)
Inputs and features
TextYesYes
ImagesNoNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoYes
Tool callingYesNo
Structured outputNoNo
Availability
WeightsOpenApache-2.0Open
API model ID—Ring-1T
API providers3 (best)1
ReleasedSep 2, 2025Oct 2025
Knowledge cutoffSep 2025Jun 2024
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 70B$13.04
  • Ring-1T$10.28
04 — Questions

Which should you choose?

Which is better: Apertus 70B or Ring-1T?

It is close. Our weighted score puts them within a point (Apertus 70B 33/100, Ring-1T 33/100), so choose by what matters most for your work: Ring-1T on price and Ring-1T 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 70B or Ring-1T?

Ring-1T is cheaper at $0.57 input / $2.29 output per million tokens (official Bailing API price). Apertus 70B costs $0.82 input / $2.42 output per million tokens (median across 3 API providers). At a typical mix of three input tokens to one output token, that is $1.00 per million tokens for Ring-1T versus $1.22 for Apertus 70B (1.2× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Apertus 70B has not been scored yet and Ring-1T has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Apertus 70B and Ring-1T yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Ring-1T does not support tool calling, which most coding agents need.

Which has the bigger context window?

Ring-1T has the largest context window at 128,000 tokens, against 65,536 for Apertus 70B. Maximum output per response: Apertus 70B up to 8,192, Ring-1T up to 32,000 tokens.

Which can read images, PDFs, audio or video?

Apertus 70B accepts text; Ring-1T 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?

Ring-1T is the newest, released Oct 2025. Apertus 70B came out Sep 2, 2025. Knowledge cutoff: Apertus 70B Sep 2025, Ring-1T Jun 2024.

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.