kagi · Balanced
Universal Summarizer
Summarizes long-form text or URLs across formats with large context support.
- Input
- Text
- Output
- Text
- Discovery tier
- Balanced
Pricing
USD per 1M tokens- Input
- $30.00
- Output
- $30.00
Reference prices as published by the model provider. API example
Specifications
- Context window
- —
- Max output
- 32.8K
Side by side
Universal Summarizer compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| Universal SummarizerkagiThis model | Cohere: Command R+cohereRemove | |
|---|---|---|
| Provider | kagi | cohere |
| Discovery tier | Balanced | Balanced |
| Added | Dec 23, 2025 | Jan 1, 2024 |
| Limits | ||
| Context window | — | 128K |
| Max output | 32.77KBest | 4.1K |
| Average output | — | 146 tokens |
| Pricing, USD per 1M tokens | ||
| Input | $30.00 | $2.86Best |
| Output | $30.00 | $14.25Best |
| Benchmark indexes | ||
| Intelligence Index | — | 5.3 |
| Capabilities | ||
| Reasoning effort | — | — |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- Universal Summarizer
- Cohere: Command R+
Intelligence Index
- Universal Summarizer—
- Cohere: Command R+5.3
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- Universal Summarizer: —
- Cohere: Command R+: 4.6%
GPQA Diamond
Graduate-level science questions
- Universal Summarizer: —
- Cohere: Command R+: 32.3%
MMLU-Pro
Multi-subject knowledge and reasoning
- Universal Summarizer: —
- Cohere: Command R+: 43.2%
Coding
LiveCodeBench
Recent competitive programming problems
- Universal Summarizer: —
- Cohere: Command R+: 12.2%
Math
AIME
Competition mathematics
- Universal Summarizer: —
- Cohere: Command R+: 0.7%
MATH-500
Competition math problems
- Universal Summarizer: —
- Cohere: Command R+: 27.9%
Scores from Artificial Analysis, updated Oct 26, 2026.
Developers
Use it through the API
Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.
curl https://www.noumen.xyz/api/v1/chat/completions \
-H "Authorization: Bearer $NOUMEN_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "universal-summarizer",
"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="universal-summarizer",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)kagi
Related models
Other kagi models, starting with the same family.
- BalancedCompare