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unbiased · Balanced

Pareto 26.10

Added Oct 1, 2026

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Use in the app

Pareto 26.10 is Unbiased AI's multimodal composite model for research, coding, and agentic workflows. It accepts text and images, supports tool calling, and provides a 1M-token context window with up to 131K output tokens. This is the stable release of Pareto 26.10. Tool selection is automatic; forced tool selection, structured output, and adjustable reasoning controls are not supported.

  • Tools
  • Vision
Input
Text, Images
Output
Text
Discovery tier
Balanced

Pricing

USD per 1M tokens
Input
$0.80
Output
$3.20
Cache read
$0.03

Reference prices as published by the model provider. API example

Specifications

Context window
1M
Max output
131.1K
Average output (7 days)
346 tokens
Longer than 37% of 473 models

Side by side

Pareto 26.10 compared

Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.

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Pareto 26.10unbiasedThis modelDoubao 1.5 Pro 256kdoubaoRemove
Providerunbiaseddoubao
Discovery tierBalancedBalanced
AddedOct 1, 2026Mar 12, 2025
Limits
Context window1.05MBest256K
Max output131.07KBest16.38K
Average output346 tokens—
Pricing, USD per 1M tokens
Input$0.80$0.80Best
Output$3.20$1.45Best
Cache read$0.03—
Capabilities
ToolsYesNo
VisionYesNo
Reasoning effort——

Public evaluations

Benchmarks

There are no public benchmark results for these models yet.

Live routing data

Performance and reliability

Recent averages across requests routed for this model. Your own speed depends on prompt length, reasoning effort and load.

Prompt cache hits
0.0%
About $0.80 per 1M input tokens with caching
Request success (24h)
100.0%
Reliable

Cache hits are the share of input tokens recently served from a prompt cache across all requests. They are not a forecast of your own hit rate.

Hourly request success · last 72 hoursLowest hour 100.0%
  • Healthy (98% or more)
  • Degraded (90–98%)
  • Down (under 90%)
  • No requests

Developers

Use it through the API

Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.

Read the quickstart
curl https://www.noumen.xyz/api/v1/chat/completions \
  -H "Authorization: Bearer $NOUMEN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "unbiased/pareto-26.10",
    "messages": [{ "role": "user", "content": "Explain this stack trace." }]
  }'
import os
from openai import OpenAI

client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
    model="unbiased/pareto-26.10",
    messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)

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