Moduck

Cohere: Aya Vision 32B

Open multilingual vision model for OCR, visual reasoning, and image question answering

Model lab
Cohere
Model family
—

Model resources

Modalitiestext, image → text
Context window16,000
Maximum output4,000

Quickstart

Use your Moduck API Key, set the API base URL to https://api.moduck.ai/v1, and set the model parameter to cohere/c4ai-aya-vision-32b.

import os
import requests

base_url = "https://api.moduck.ai/v1"
api_key = os.environ["MODUCK_API_KEY"]
model_id = "cohere/c4ai-aya-vision-32b"

response = requests.post(
    f"{base_url}/chat/completions",
    headers={
        "Authorization": f"Bearer {api_key}",
        "Content-Type": "application/json",
    },
    json={
        "model": model_id,
        "messages": [{"role": "user", "content": "Hello!"}],
        "stream": False,
    },
    timeout=60,
)
response.raise_for_status()
print(response.json())

Use the familiar OpenAI-style chat request format to make model integration easier.

Aya Vision 32B API Pricing

Price currently unavailable

Performance

Measured on the Moduck gateway across live traffic, hour by hour over the last 24 hours. Time to first token is how long before anything appears; throughput is how fast the answer is written after that; end-to-end latency is the whole round trip. Figures are medians unless the card says otherwise.

Performance trends

Throughput91.0 tok/sCurrent
Time to first token1.4 sCurrent
End-to-end latency7.1 sCurrent
Throughput
Current91.0 tok/s
Window average90.2 tok/s
Time to first token
Current1.4 s
Window average1.4 s
End-to-end latency
Current7.1 s
Window average7.5 s
Tail latency (P99)
Current13.3 s
Window average16.3 s
Prompt cache hit rate
Current31.5%
Window average23.0%
Error rate
Current0.0%
Window average0.1%

Availability

Uptime is the share of time at least one provider serving this model responded. Availability is stricter: the share of requests actually served. A provider that answers but fails part of the traffic lowers availability without lowering uptime. Both cover the last three days.

Uptime100%At least one provider responded
Availability100%Requests actually served
Error rate0%Share of failed requests
Served requests, hour by hour
24 hours agoNow

Aya Vision 32B Compare models

ModelInput priceOutput priceContext windowCapabilities
Aya Vision 32BThis pagePrice currently unavailablePrice currently unavailable16,000Text output
Command A PlusUSD 2 / 1M tokensUSD 8 / 1M tokens128,000Text output · Reasoning · Tool calling
Command A VisionUSD 2 / 1M tokensUSD 8 / 1M tokens128,000Text output
DeepSeek V4.1 Flash 1017USD 0.028 / 1M tokens · Quantization fp4USD 0.4 / 1M tokens · Quantization fp41,000,000Text output · Reasoning · Tool calling
Mistral Large 4USD 0.544 / 1M tokensUSD 1.672 / 1M tokens1,048,576Text output · Reasoning · Tool calling

Model specifications

Input
text, image
Output
text
Context window
16,000
Maximum output
4,000
Release date
2025-03-04
Attachments
Yes
Reasoning
No
Tool calling
No
Temperature setting
Yes
Open weights
Yes

Frequently asked questions

What is Aya Vision 32B for?

Open multilingual vision model for OCR, visual reasoning, and image question answering

What inputs and outputs does Aya Vision 32B support?

Recorded inputs: text, images; outputs: text.

How is Aya Vision 32B priced?

This page does not list a price for this model yet.

What specifications are recorded for Aya Vision 32B?

Current model records list Context window 16,000 tokens; Maximum output 4,000 tokens.

What model parameter does the Quickstart use?

The example uses cohere/c4ai-aya-vision-32b. This value comes from the page identifier and is not confirmed as a callable Moduck public ID.

Can I call this model through the Moduck API now?

This page has no verified Moduck API call for this model. A Quickstart example or reserved ID does not establish access; check the models available to your account.