Unbiased: Pareto

Blended multimodal model that runs multiple language models in parallel and returns a synthesized answer

Model lab: Unbiased
Model family: —

Modalitiestext, image → text

Context window262,144

Maximum output131,072

InputUSD 2 / 1M tokens

OutputUSD 6 / 1M tokens

Try now View docs

Quickstart

Use your Moduck API Key, set the API base URL to https://api.moduck.ai/v1, and set the model parameter to moduck/unbiased/pareto.

import os
import requests

base_url = "https://api.moduck.ai/v1"
api_key = os.environ["MODUCK_API_KEY"]
model_id = "moduck/unbiased/pareto"

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.

Pareto API Pricing

Type	Price information
Input	USD 2 / 1M tokens
Output	USD 6 / 1M tokens
Cached input	USD 0.2 / 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

Throughput89.8 tok/sCurrent

Time to first token1.4 sCurrent

End-to-end latency8.0 sCurrent

Throughput

Current89.8 tok/s

Window average90.1 tok/s

Time to first token

Current1.4 s

Window average1.4 s

End-to-end latency

Current8.0 s

Window average7.5 s

Tail latency (P99)

Current13.5 s

Window average17.0 s

Prompt cache hit rate

Current31.2%

Window average23.4%

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

Pareto Compare models

Model	Input price	Output price	Context window	Capabilities
ParetoThis page	USD 2 / 1M tokens	USD 6 / 1M tokens	262,144	Text output · Tool calling
DeepSeek V4.1 Flash 1017	USD 0.028 / 1M tokens · Quantization fp4	USD 0.4 / 1M tokens · Quantization fp4	1,000,000	Text output · Reasoning · Tool calling
Mistral Large 4	USD 0.544 / 1M tokens	USD 1.672 / 1M tokens	1,048,576	Text output · Reasoning · Tool calling
LongCat-2.5-Preview	USD 0.6 / 1M tokens	USD 2.36 / 1M tokens	1,000,000	Text output · Reasoning · Tool calling
Ember-1	USD 2.4 / 1M tokens	USD 12 / 1M tokens	1,048,576	Text output · Reasoning · Tool calling

Model specifications

Input: text, image
Output: text
Context window: 262,144
Maximum output: 131,072
Release date: 2026-09-17
Attachments: Yes
Reasoning: No
Tool calling: Yes
Structured output: No
Temperature setting: Yes
Open weights: No

Frequently asked questions

What is Pareto for?

Blended multimodal model that runs multiple language models in parallel and returns a synthesized answer

What inputs and outputs does Pareto support?

Recorded inputs: text, images; outputs: text.

How is Pareto priced?

The pricing table shows the current recorded Moduck price. For example: Input USD 2 / 1M tokens; Output USD 6 / 1M tokens. See the pricing table for all units, variants, and conditions.

What specifications are recorded for Pareto?

Current model records list Context window 262,144 tokens; Maximum output 131,072 tokens.

What model parameter does the Quickstart use?

The example uses moduck/unbiased/pareto. This is a cataloged Moduck public or reserved ID; check your account’s available models before calling it.

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.