GeekRadar / Il banco di confronto

CONFRONTA.

Modelli IA

alibaba

Qwen 3.8 27B

Modello IA Uscita Aug 14, 2026

Finestra di contesto: 262.144 tokens^*
Output massimo: 32.768 tokens^*
Pesi aperti: Sì^*

Capacità e preferenze

Capacità generale · ECI

Stima delle capacità basata su più benchmark. Punti di indice, non una percentuale; gli intervalli mostrano l’incertezza.

Qwen 3.8 27B 152,7^* Qwen 3.8 27B · Intervallo 95% 150,8–154,8

Risultati dei benchmark

Esecuzione locale

Inferenza · stima della memoria

Qwen 3.8 27B

51,7^* GiB di payload dei tensori del checkpoint · 27,78 B^* elementi dei tensori archiviati · BF16^*

I tensori archiviati possono includere buffer e copie di pesi condivisi. Il numero di parametri unici non è verificato. Le dimensioni del checkpoint non indicano la memoria necessaria per eseguire il modello.

Capacità

Finestra di contesto: 262.144 tokens^*
Output massimo: 32.768 tokens^*
Ragionamento: Sì^*
Uso di strumenti: Sì^*
Pesi aperti: Sì^*
Licenza del modello: apache-2.0^*
Payload dei tensori del checkpoint: 51,75 GiB^*

Modalità di input

text^*
image^*
video^*

Modalità di output

text^*

Elaborazione e piattaforma

Architettura: qwen3_5^*

Configurazione di sistema

Specifiche dettagliate

Specifiche 1 · 4 campi

Modalità di accesso: Open weights (unrestricted)^*
Pesi aperti: Sì^*
Organizzazione: Alibaba^*
Paese dell’organizzazione: China^*

Specifiche 2 · 1 campi

Architettura della memoria del checkpoint

Stored tensor elements: 27.781.427.952^*
Checkpoint tensor bytes: 55.562.855.904^*
Checkpoint data type: BF16^*
Architecture: qwen3_5^*

Specifiche 3 · 30 campi

Frontier agentic tasks Agents' Last Exam

suite: Frontier agentic tasks Agents' Last Exam
workload: pass@1
score: 20,4^*

Ambito e condizioni

Test conditions

Metric: pass@1^*
Checkpoint version: Not specified^*

Visual math problem solving MathVision

suite: Visual math problem solving MathVision
workload: reported score · Code interpreter disabled
score: 90,0^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Tool access: Code interpreter disabled^*
Annotation set: Corrected ground-truth annotations^*
Prompt: Fixed step-by-step prompt with boxed final answer^*

Visual math problem solving MathVision

suite: Visual math problem solving MathVision
workload: reported score · Code interpreter enabled
score: 94,6^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Tool access: Code interpreter enabled^*
Annotation set: Corrected ground-truth annotations^*
Prompt: Fixed step-by-step prompt with boxed final answer^*

Frontier agentic tasks Agents' Last Exam

suite: Frontier agentic tasks Agents' Last Exam
workload: score
score: 42,9^*

Ambito e condizioni

Test conditions

Metric: score^*
Checkpoint version: Not specified^*

General visual reasoning BabyVision

suite: General visual reasoning BabyVision
workload: reported score · Code interpreter disabled
score: 65,7^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Tool access: Code interpreter disabled^*

General visual reasoning BabyVision

suite: General visual reasoning BabyVision
workload: reported score · Code interpreter enabled
score: 85,6^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Tool access: Code interpreter enabled^*

Instruction following IFBench

suite: Instruction following IFBench
workload: reported score
score: 79,5^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Scientific chart analysis CharXiv (RQ)

suite: Scientific chart analysis CharXiv (RQ)
workload: reported score · Code interpreter disabled
score: 83,7^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Tool access: Code interpreter disabled^*
Annotation set: Corrected ground-truth annotations^*

Scientific chart analysis CharXiv (RQ)

suite: Scientific chart analysis CharXiv (RQ)
workload: reported score · Code interpreter enabled
score: 90,2^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Tool access: Code interpreter enabled^*
Annotation set: Corrected ground-truth annotations^*

Scientific reasoning GPQA Diamond

suite: Scientific reasoning GPQA Diamond
workload: reported score
score: 89,2^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Document intelligence OmniDocBench 1.5

suite: Document intelligence OmniDocBench 1.5
version: 1.5
workload: reported score
score: 91,1^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Multidisciplinary reasoning HLE

suite: Multidisciplinary reasoning HLE
workload: reported score
score: 30,8^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Judge: GPT-4o^*

Real-world perception RealWorldQA

suite: Real-world perception RealWorldQA
workload: reported score
score: 85,9^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Competitive coding LiveCodeBench v6

suite: Competitive coding LiveCodeBench v6
version: 6
workload: reported score
score: 90,3^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Embodied intelligence ERQA

suite: Embodied intelligence ERQA
workload: reported score
score: 65,5^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Computer use OSWorld-Verified

suite: Computer use OSWorld-Verified
workload: reported score
score: 84,3^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Agentic terminal coding Terminal Bench 2.1 (Terminus)

suite: Agentic terminal coding Terminal Bench 2.1 (Terminus)
version: 2.1
workload: reported score · Terminus
score: 73,0^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Harness: Terminus^*

Agentic coding SWE-bench Pro

suite: Agentic coding SWE-bench Pro
workload: reported score · Claude Code · Refined task set with corrected problematic tasks
score: 61,7^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Harness: Claude Code^*
Task set: Refined task set with corrected problematic tasks^*
Temperature: 1,0^*
Top p: 0,95^*
Context length: 256K tokens^*

Browser use WebArena-Verified

suite: Browser use WebArena-Verified
workload: reported score · OSWorld scaffold; official WebArena-Verified grader
score: 64,8^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Harness: OSWorld scaffold; official WebArena-Verified grader^*

Mobile use AndroidWorld

suite: Mobile use AndroidWorld
workload: reported score
score: 81,9^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Repo-level code generation NL2Repo-Bench

suite: Repo-level code generation NL2Repo-Bench
workload: reported score · Claude Code · Repository acquisition commands disabled
score: 42,3^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Harness: Claude Code^*
Tool access: Repository acquisition commands disabled^*

Application recreation RecreationBench

suite: Application recreation RecreationBench
workload: reported score · Internal
score: 47,1^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Task set: Internal^*
Variant: Application recreation across Ubuntu, macOS, Windows, Android and web^*

Agentic coding DeepSWE 1.1

suite: Agentic coding DeepSWE 1.1
version: 1.1
workload: reported score · Claude Code
score: 42,2^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Harness: Claude Code^*
Temperature: 1,0^*
Top p: 0,95^*
Context length: 256K tokens^*

Software engineering QwenSWEBench

suite: Software engineering QwenSWEBench
workload: reported score · Claude Code · Internal · avg@3
score: 79,0^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Harness: Claude Code^*
Statistic: avg@3^*
Timeout: 8 hours^*
Task set: Internal^*
Maximum output: 32.768^*
Temperature: 1,0^*
Context length: 256K tokens^*

Multimodal tool use ClawEval-MM

suite: Multimodal tool use ClawEval-MM
workload: pass@3 · At least one success in three trials
score: 57,4^*
unit: %

Ambito e condizioni

Test conditions

Metric: pass@3^*
Checkpoint version: Not specified^*
Statistic: At least one success in three trials^*

Multimodal tool use ClawEval-MM

suite: Multimodal tool use ClawEval-MM
workload: average score · Mean benchmark score over three trials
score: 56,9^*

Ambito e condizioni

Test conditions

Metric: average score^*
Checkpoint version: Not specified^*
Statistic: Mean benchmark score over three trials^*

Multimodal software engineering SWE-MM

suite: Multimodal software engineering SWE-MM
workload: reported score · Claude Code · Public SWE-bench Multimodal dev split with Opus 4.7 system-card appendix 8.3 modifications
score: 38,6^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Harness: Claude Code^*
Task set: Public SWE-bench Multimodal dev split with Opus 4.7 system-card appendix 8.3 modifications^*

Visual web development Vision2Web

suite: Visual web development Vision2Web
workload: reported score · Claude Code · Category average
score: 62,9^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Harness: Claude Code^*
Judge: gpt-5.4-2026-03-05^*
Categories: Frontend, webpage and website^*
Statistic: Category average^*

Long-horizon office work CoWorkBench

suite: Long-horizon office work CoWorkBench
workload: reported score · Internal
score: 70,7^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*
Task set: Internal^*

Professional job tasks JobBench

suite: Professional job tasks JobBench
workload: reported score
score: 33,4^*

Ambito e condizioni

Test conditions

Metric: reported score^*
Checkpoint version: Not specified^*

Specifiche 4 · 92 campi

File allegati

Sì^*

Architettura

qwen3_5^*

Bias di attenzione

No^*

Dropout di attenzione

0,0^*

Tipo di dati del checkpoint

bfloat16^*

Intervallo attenzione completa

4^*

Dimensione testa di attenzione

256^*

Funzione di attivazione

silu^*

Dimensione nascosta

5.120^*

Dimensione feed-forward

17.408^*

Tipi di livelli di attenzione

Dimensione key di attenzione lineare

128^*

Teste key di attenzione lineare

16^*

Teste value di attenzione lineare

48^*

Dimensione value di attenzione lineare

128^*

Teste di attenzione

24^*

Livelli transformer

64^*

Teste key/value

4^*

Frazione embedding rotatorio

0,25^*

Epsilon normalizzazione RMS

1,0e-6^*

Embedding delle parole condivisi

No^*

Dimensione del vocabolario

248.320^*

Licenza del checkpoint

apache-2.0^*

Byte dei tensori del checkpoint

55.562.855.904^* bytes

Elementi dei tensori salvati

27.781.427.952^* elements

Payload dei tensori del checkpoint

51,746942^* GiB

Finestra di contesto

262.144^* tokens

Famiglia del modello

qwen^*

Modalità di input

text^*
image^*
video^*

Output massimo

32.768^* tokens

Modalità di output

text^*

Servizio API · Munito AI (EU) · qwen/qwen3.8-27b

Provider

Munito AI (EU)^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 235.929^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,2^*
output: 2,7^*
cache_read: 0,11^*

Servizio API · Hetzner · Qwen3.8-27B

Provider

Hetzner^*

Model

Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 262.144^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Availability status

beta^*

Servizio API · Ofox · qwen/qwen3.8-27b

Provider

Ofox^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.131.072^*
output: 131.072^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
budget_tokens^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,5^*
output: 1,71^*
cache_read: 0,043^*
cache_write: 0,63^*

Servizio API · OVHcloud AI Endpoints · qwen3.8-27b

Provider

OVHcloud AI Endpoints^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 262.144^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- minimal^*
- low^*
- medium^*
- high^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,47^*
output: 3,19^*

Servizio API · Groq · qwen/qwen3.8-27b

Provider

Groq^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 131.072^*
output: 16.384^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- default^*
- low^*
- medium^*
- high^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Availability status

beta^*

Prices (USD per million tokens)

input: 0,8^*
output: 4^*

Servizio API · Cortecs · qwen3.8-27b

Provider

Cortecs^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.000.000^*
output: 500.000^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,1^*
output: 0,4^*
cache_read: 0,04^*

Servizio API · Opper · qwen3.8-27b

Provider

Opper^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

No^*

Temperature control

Sì^*

File attachments

No^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,5811^*
output: 3^*

Servizio API · LLM Gateway · consensusprotocol/Qwen3.8-27B

Provider

LLM Gateway^*

Model

consensusprotocol/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.000^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

No^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,08^*
output: 0,35^*
cache_read: 0,05^*

Servizio API · Vultr · qwen3.8-27b

Provider

Vultr^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,15^*
output: 1^*

Servizio API · NEAR AI Cloud · Qwen/Qwen3.8-27B

Provider

NEAR AI Cloud^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,04^*
output: 1,35^*
cache_read: 0,018^*

Servizio API · Thinking Machines · Qwen/Qwen3.8-27B

Provider

Thinking Machines^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 65.536^*
output: 65.536^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*

Tool calling

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,6975^*
output: 5,595^*
cache_read: 0,1395^*

Servizio API · Standard Compute · qwen/qwen3.8-27b

Provider

Standard Compute^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_details^*

Prices (USD per million tokens)

input: 0,425^*
output: 2,55^*
cache_read: 0,085^*
cache_write: 0,53125^*

Servizio API · Cloudflare Workers AI · @cf/qwen/qwen3.8-27b

Provider

Cloudflare Workers AI^*

Model

@cf/qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 262.144^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,45^*
output: 3,2^*
cache_read: 0,05^*

Servizio API · LLM Tech · nvidia/Qwen3.8-27B-NVFP4

Provider

LLM Tech^*

Model

nvidia/Qwen3.8-27B-NVFP4^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,25^*
output: 2,09^*
cache_read: 0,04^*

Servizio API · OpenRouter · qwen/qwen3.8-27b

Provider

OpenRouter^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.000.000^*
output: 235.929^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,2^*
output: 2,5^*
cache_read: 0,09^*

Servizio API · TensorX · qwen/qwen3.8-27b

Provider

TensorX^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,4^*
output: 2,4^*
cache_read: 0,1^*

Servizio API · NanoGPT · qwen/qwen3.8-27b

Provider

NanoGPT^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.048.576^*
input: 1.048.576^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,15^*
output: 0,7^*
cache_read: 0,04^*

Servizio API · Hugging Face · Qwen/Qwen3.8-27B

Provider

Hugging Face^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,4^*
output: 3^*

Servizio API · Tempr Gateway · groq/qwen/qwen3.8-27b

Provider

Tempr Gateway^*

Model

groq/qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 131.042^*
output: 16.384^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- high^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,8^*
output: 4^*
cache_read: 0,4^*

Servizio API · Ambient · qwen/qwen3.8-27b

Provider

Ambient^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 32.768^*
output: 8.192^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,32^*
output: 3,2^*
cache_read: 0,16^*
cache_write: 0^*

Servizio API · LLM Gateway · novita/qwen3.8-27b

Provider

LLM Gateway^*

Model

novita/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.000.000^*
output: 131.072^*

Modalities

input: text^*
output: text^*

Reasoning

Sì^*

Tool calling

Sì^*

Structured output

No^*

Temperature control

Sì^*

File attachments

No^*

Prices (USD per million tokens)

input: 0,42^*
output: 3^*
cache_read: 0,085^*

Servizio API · Munito AI · qwen/qwen3.8-27b

Provider

Munito AI^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 235.929^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,18^*
output: 2,4^*
cache_read: 0,05^*

Servizio API · Chutes · Qwen/Qwen3.8-27B-TEE

Provider

Chutes^*

Model

Qwen/Qwen3.8-27B-TEE^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 65.536^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,039^*
output: 1,25^*
cache_read: 0,003899999999999999^*

Servizio API · Blue Claw · Qwen3.8-27B

Provider

Blue Claw^*

Model

Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 131.072^*
output: 32.768^*

Modalities

input: text^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

No^*

Availability status

beta^*

Servizio API · CommandCode · Qwen/Qwen3.8-27B

Provider

CommandCode^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,4^*
output: 3^*
cache_read: 0,04^*

Servizio API · Ofox · bailian/qwen3.8-27b

Provider

Ofox^*

Model

bailian/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.131.072^*
output: 131.072^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
budget_tokens^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,45^*
output: 3,2^*
cache_read: 0,05^*
cache_write: 0,5625^*

Servizio API · Venice AI · qwen-3-8-27b

Provider

Venice AI^*

Model

qwen-3-8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 65.536^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,45^*
output: 3,2^*

Servizio API · Nebius Token Factory · Qwen/Qwen3.8-27B

Provider

Nebius Token Factory^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 262.144^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,45^*
output: 3^*
cache_read: 0,1^*

Servizio API · Kosmik Compute · qwen/qwen3.8-27b

Provider

Kosmik Compute^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,35^*
output: 2,2^*
cache_read: 0,09^*

Servizio API · IteraCompute · qwen/qwen3.8-27b

Provider

IteraCompute^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 131.072^*
output: 8.192^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Servizio API · Neuralwatt · qwen-3.8-27b-flex

Provider

Neuralwatt^*

Model

qwen-3.8-27b-flex^*

Snapshot

2026-10-26^*

Token limits

context: 262.128^*
output: 131.072^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*
type
budget_tokens^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

Sì^*

Prices (USD per million tokens)

input: 0,2925^*
output: 2,08^*
cache_read: 0,1625^*

Servizio API · engy · qwen3.8-27b

Provider

engy^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.001.536^*
input: 936.000^*
output: 65.536^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,045^*
output: 0,32^*
cache_read: 0,015^*

Servizio API · Thinking Machines · Qwen/Qwen3.8-27B:peft:262144

Provider

Thinking Machines^*

Model

Qwen/Qwen3.8-27B:peft:262144^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 262.144^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*

Tool calling

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,6975^*
output: 5,595^*
cache_read: 0,1395^*

Servizio API · Neuralwatt · qwen-3.8-27b

Provider

Neuralwatt^*

Model

qwen-3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.128^*
output: 131.072^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*
type
budget_tokens^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

Sì^*

Prices (USD per million tokens)

input: 0,45^*
output: 3,2^*
cache_read: 0,25^*

Servizio API · Regolo AI · qwen3.8-27b

Provider

Regolo AI^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 120.000^*
output: 120.000^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,58^*
output: 2,42^*

Servizio API · OrcaRouter · qwen/qwen3.8-27b

Provider

OrcaRouter^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,33^*
output: 2,4^*

Servizio API · RunInfra · Qwen/Qwen3.8-27B

Provider

RunInfra^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,1^*
output: 0,4^*
cache_read: 0,01^*

Servizio API · Prime Inference · qwen/qwen3.8-27b

Provider

Prime Inference^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.000.000^*
output: 235.929^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,99^*
output: 3,2^*

Servizio API · Charm Hyper · qwen3.8-27b

Provider

Charm Hyper^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.000.000^*
output: 128.000^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- minimal^*
- low^*
- medium^*
- high^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,5^*
output: 3^*
cache_read: 0,1^*

Servizio API · DevPass (LLM Gateway) · Qwen3.8-27B

Provider

DevPass (LLM Gateway)^*

Model

Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.000^*
output: 32.768^*

Modalities

input: text^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

No^*

Temperature control

Sì^*

File attachments

No^*

Prices (USD per million tokens)

input: 0,08^*
output: 0,35^*
cache_read: 0,05^*

Servizio API · Eden AI · qwen/qwen3.8-27b

Provider

Eden AI^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.000.000^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,5^*
output: 3^*
cache_read: 0,1^*
cache_write: 0,625^*

Servizio API · Vercel AI Gateway · alibaba/qwen3.8-27b

Provider

Vercel AI Gateway^*

Model

alibaba/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.000.000^*
output: 131.072^*

Modalities

input: text^*
image^*
pdf^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,5^*
output: 3^*
cache_read: 0,1^*
cache_write: 0,625^*

Servizio API · AI/ML API · alibaba/qwen3.8-27b

Provider

AI/ML API^*

Model

alibaba/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 131.072^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_details^*

Prices (USD per million tokens)

input: 0,4761^*
output: 3,3856^*

Servizio API · AMD · Qwen3.8-27B

Provider

AMD^*

Model

Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- low^*
- medium^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

Sì^*

Servizio API · Deep Infra · Qwen/Qwen3.8-27B

Provider

Deep Infra^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,2^*
output: 2,5^*
cache_read: 0,05^*

Servizio API · Scaleway · qwen3.8-27b

Provider

Scaleway^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Availability status

beta^*

Prices (USD per million tokens)

input: 0,684^*
output: 3,762^*
reasoning: 3,762^*
cache_read: 0,137^*

Servizio API · AKI.IO · qwen3.8-27b

Provider

AKI.IO^*

Model

qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

No^*

Prices (USD per million tokens)

input: 0,33645^*
output: 2,4673^*
cache_read: 0,11215^*

Servizio API · Tempr Gateway · cerebras/qwen-3.8-27b

Provider

Tempr Gateway^*

Model

cerebras/qwen-3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 131.072^*
output: 40.960^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- high^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,99^*
output: 1,49^*

Servizio API · Berget.AI · Qwen/Qwen3.8-27B-FP8

Provider

Berget.AI^*

Model

Qwen/Qwen3.8-27B-FP8^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 65.536^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,46^*
output: 3,48^*

Servizio API · Cerebras · qwen-3.8-27b

Provider

Cerebras^*

Model

qwen-3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 131.072^*
output: 40.960^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- high^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,99^*
output: 1,49^*
cache_read: 0,99^*

Servizio API · evroc · Qwen/Qwen3.8-27B

Provider

evroc^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 262.144^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,87^*
output: 3,5^*

Servizio API · EmpirioLabs AI · qwen3-8-27b

Provider

EmpirioLabs AI^*

Model

qwen3-8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,17^*
output: 0,5^*
cache_read: 0,08^*

Servizio API · CoreWeave · Qwen/Qwen3.8-27B

Provider

CoreWeave^*

Model

Qwen/Qwen3.8-27B^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 262.144^*

Modalities

input: text^*
image^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,4^*
output: 3^*
cache_read: 0,15^*

Servizio API · Novita AI · qwen/qwen3.8-27b

Provider

Novita AI^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 1.000.000^*
output: 131.072^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
toggle^*
type
effort^*
values
- low^*
- medium^*
- xhigh^*
type
budget_tokens^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,42^*
output: 3^*
cache_read: 0,085^*

Servizio API · Kilo Gateway · qwen/qwen3.8-27b

Provider

Kilo Gateway^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 235.929^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,425^*
output: 2,55^*
cache_read: 0,085^*
cache_write: 0,53125^*

Servizio API · NanoGPT · TEE/qwen3.8-27b

Provider

NanoGPT^*

Model

TEE/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
input: 262.144^*
output: 262.144^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,4^*
output: 3^*
cache_read: 0,15^*

Servizio API · NanoGPT · qwen/qwen3.8-27b:thinking

Provider

NanoGPT^*

Model

qwen/qwen3.8-27b:thinking^*

Snapshot

2026-10-26^*

Token limits

context: 1.048.576^*
input: 1.048.576^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
output: text^*

Reasoning

Sì^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Prices (USD per million tokens)

input: 0,15^*
output: 0,7^*
cache_read: 0,04^*

Servizio API · ai& · qwen/qwen3.8-27b

Provider

ai&^*

Model

qwen/qwen3.8-27b^*

Snapshot

2026-10-26^*

Token limits

context: 262.144^*
output: 32.768^*

Modalities

input: text^*
image^*
video^*
pdf^*
output: text^*

Reasoning

Sì^*

Reasoning controls

type
effort^*
values
- none^*
- low^*
- medium^*
- xhigh^*

Tool calling

Sì^*

Structured output

Sì^*

Temperature control

Sì^*

File attachments

Sì^*

Interleaved reasoning

field: reasoning_content^*

Prices (USD per million tokens)

input: 0,4^*
output: 3^*
cache_read: 0,2^*

Ragionamento

Sì^*

Controllo della temperatura

Sì^*

Uso di strumenti

Sì^*

* Dati provvisori