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Comparison · 3 models · Updated Nov 2, 2026

Aion-RP 1.0 (8B) vs Nova Pro vs Vision Small

Vision Small comes out ahead, 61 to 49 and 24 on our weighted score, though Aion-RP 1.0 (8B) is 37% cheaper per token.

  1. Aion Labs

    Aion-RP 1.0 (8B)

    Released Feb 4, 2025

    24/100
    • ECI—
    • Price$0.80 / $1.60
    • Context33K
  2. Amazon

    Nova Pro

    Released Dec 3, 2024

    49/100
    • ECI—
    • Price$0.80 / $3.20
    • Context300K
  3. Our pick

    Vispark

    Vision Small

    Released May 15, 2024

    61/100
    • ECI—
    • Price$1.05 / $3.16
    • Context1M
01 — Verdict

Vision Small is our pick

Vision Small is the better all-round choice, scoring 61/100 against Nova Pro (49) and Aion-RP 1.0 (8B) (24). It leads on inputs & features and context window. Aion-RP 1.0 (8B) wins on price. 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 priceAion-RP 1.0 (8B)Aion-RP 1.0 (8B) $1.00 · Nova Pro $1.40 · Vision Small $1.58 per 1M tokens (3:1 blend)
  • Longest contextVision SmallVision Small 1,000,000 · Nova Pro 300,000 · Aion-RP 1.0 (8B) 32,768 tokens
  • Widest inputsVision SmallAion-RP 1.0 (8B): Text · Nova Pro: Text, Images, PDFs, Video · Vision Small: Text, Images, PDFs, Audio, Video
  • Self-hostingAion-RP 1.0 (8B)Publishes downloadable weights
How the score is built
MeasureWeightAion-RP 1.0 (8B)Nova ProVision Small
Price50%484139
Inputs & features30%070100
Context window20%03960
Overall100%24/10049/10061/100

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.

Aion-RP 1.0 (8B) vs Nova Pro vs Vision Small specifications side by side
SpecificationAion-RP 1.0 (8B)Aion LabsNova ProAmazonVision SmallVispark
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.80 (best)$0.80 (best)$1.05
Output$1.60 (best)$3.20$3.16
Cached input—$0.20—
Blended (3:1)$1.00 (best)$1.40$1.58
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 4 providersOfficial Amazon Bedrock APIOfficial Vispark API
Limits
Context window32,768 tokens300,000 tokens1,000,000 tokens (best)
Max output29,491 tokens10,000 tokens65,536 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoYesYes
PDFsNoYesYes
AudioNoNoYes
VideoNoYesYes
ReasoningNoNoYes
Tool callingNoYesYes
Structured outputNoNoYes
Availability
WeightsOpenProprietaryProprietary
API model ID—amazon.nova-pro-v1:0vispark/vision-small
API providers49 (best)1
ReleasedFeb 4, 2025Dec 3, 2024May 15, 2024
Knowledge cutoffDec 31, 2023Oct 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.

  • Aion-RP 1.0 (8B)$11.20
  • Nova Pro$14.40
  • Vision Small$16.82
04 — Questions

Which should you choose?

Which is better: Aion-RP 1.0 (8B), Nova Pro or Vision Small?

Vision Small is the better all-round choice, scoring 61/100 against Nova Pro (49) and Aion-RP 1.0 (8B) (24). It leads on inputs & features and context window. Aion-RP 1.0 (8B) wins on price. 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, Aion-RP 1.0 (8B), Nova Pro or Vision Small?

Aion-RP 1.0 (8B) is cheaper at $0.80 input / $1.60 output per million tokens (median across 4 API providers). Nova Pro costs $0.80 input / $3.20 output per million tokens (official Amazon Bedrock API price); Vision Small costs $1.05 input / $3.16 output per million tokens (official Vispark API price). At a typical mix of three input tokens to one output token, that is $1.00 per million tokens for Aion-RP 1.0 (8B) versus $1.40 for Nova Pro (1.4× as much) and $1.58 for Vision Small (1.6× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Aion-RP 1.0 (8B) has not been scored yet, Nova Pro has not been scored yet and Vision Small has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Aion-RP 1.0 (8B), Nova Pro and Vision Small yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Aion-RP 1.0 (8B) does not support tool calling, which most coding agents need.

Which has the bigger context window?

Vision Small has the largest context window at 1,000,000 tokens, against 300,000 for Nova Pro and 32,768 for Aion-RP 1.0 (8B). Maximum output per response: Aion-RP 1.0 (8B) up to 29,491, Nova Pro up to 10,000, Vision Small up to 65,536 tokens.

Which can read images, PDFs, audio or video?

Aion-RP 1.0 (8B) accepts text; Nova Pro accepts text, images, PDFs and video; Vision Small accepts text, images, PDFs, audio and video. Vision Small handles the widest range of inputs.

Are any of these open source?

Aion-RP 1.0 (8B) publishes its weights and can be self-hosted; Nova Pro and Vision Small is proprietary.

Which is newer?

Aion-RP 1.0 (8B) is the newest, released Feb 4, 2025. Nova Pro came out Dec 3, 2024; Vision Small came out May 15, 2024. Knowledge cutoff: Aion-RP 1.0 (8B) Dec 31, 2023, Nova Pro Oct 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 Nov 2, 2026.