Moduck

Vispark: Vision Medium

Balanced multimodal model pairing a 1M-token context window with deeper reasoning for analysis, content creation, and tool use across text, image, audio, video, and PDF inputs.

Model lab
Vispark
Model family
—
Modalitiestext, image, audio, video, pdf → text
Context window1,000,000
Maximum output65,536
InputUSD 3.368 / 1M tokens
OutputUSD 10.104 / 1M tokens

Quickstart

Use your Moduck API Key, set the API base URL to https://api.moduck.ai/v1, and set the model parameter to vispark/vision-medium.

import os
import requests

base_url = "https://api.moduck.ai/v1"
api_key = os.environ["MODUCK_API_KEY"]
model_id = "vispark/vision-medium"

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.

Vision Medium API Pricing

TypePrice information
InputUSD 3.368 / 1M tokens
OutputUSD 10.104 / 1M tokens

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

Throughput89.9 tok/sCurrent
Time to first token1.4 sCurrent
End-to-end latency7.8 sCurrent
Throughput
Current89.9 tok/s
Window average89.6 tok/s
Time to first token
Current1.4 s
Window average1.5 s
End-to-end latency
Current7.8 s
Window average7.5 s
Tail latency (P99)
Current16.6 s
Window average17.0 s
Prompt cache hit rate
Current31.1%
Window average23.3%
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

Vision Medium Compare models

ModelInput priceOutput priceContext windowCapabilities
Vision MediumThis pageUSD 3.368 / 1M tokensUSD 10.104 / 1M tokens1,000,000Text output · Reasoning · Tool calling
Vision LargeUSD 5.896 / 1M tokensUSD 17.688 / 1M tokens1,000,000Text output · Reasoning · Tool calling
Vision SmallUSD 0.84 / 1M tokensUSD 2.528 / 1M tokens1,000,000Text output · Reasoning · Tool calling
Gemini 4 ArgonUSD 1.6 / 1M tokensUSD 8 / 1M tokens1,048,576Text output · Reasoning · Tool calling
Muse WonderUSD 3.2 / 1M tokensUSD 16 / 1M tokens1,048,576Text output · Reasoning · Tool calling

Model specifications

Input
text, image, audio, video, pdf
Output
text
Context window
1,000,000
Maximum output
65,536
Release date
2024-05-15
Attachments
Yes
Reasoning
Yes
Tool calling
Yes
Structured output
Yes
Temperature setting
Yes
Open weights
No

Frequently asked questions

What is Vision Medium for?

Balanced multimodal model pairing a 1M-token context window with deeper reasoning for analysis, content creation, and tool use across text, image, audio, video, and PDF inputs.

What inputs and outputs does Vision Medium support?

Recorded inputs: text, images, audio, video, PDF; outputs: text.

How is Vision Medium priced?

The pricing table shows the current recorded Moduck price. For example: Input USD 3.368 / 1M tokens; Output USD 10.104 / 1M tokens. See the pricing table for all units, variants, and conditions.

What specifications are recorded for Vision Medium?

Current model records list Context window 1,000,000 tokens; Maximum output 65,536 tokens.

What model parameter does the Quickstart use?

The example uses vispark/vision-medium. 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.