Head-to-Head Model Comparison

Sonar vs Claude 3 Haiku

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Verificato dal team di ricerca di GetInfoUsUltima verifica: October 2026Politica editoriale
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AI CompareAI BenchmarkToken PricingModel CostModel SpecsSWE-bench CodingModel VersusWhich AI ModelLLM Speed & LatencyReasoning ModelsExtended ThinkingPrompt Caching ROI
Sonar vs Claude 3 Haiku: Benchmarks, Pricing & Speed Comparison

Sonar di Perplexity e Claude 3 Haiku di Anthropic sono due modelli di IA di riferimento. Sonar offre una finestra di contesto di 128K token a $1.00/$1.00 per milione di token, mentre Claude 3 Haiku mette a disposizione 200K token di contesto a $0.25/$1.25 per milione di token. Di seguito analizziamo benchmark, latenza e costi.

Confronto Diretto (VS)

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Popular Matchups:
Perplexity

Sonar

Modello Leggero ed Economico

Sonar di Perplexity è un modello di IA progettato per la massima efficienza dei costi per token e l’inferenza rapida in produzione, con finestra di contesto da 128K, velocità di 130 token/s, indice di intelligenza di 73/100 e tariffa di $1/

Intelligence Index73 / 100
Input Token:

$1.00 / 1M

Output Token:

$1.00 / 1M

Context Window:

128K tokens

SWE-bench Verified:

N/A

Anthropic

Claude 3 Haiku

Inferenza Ultra-Rapida

Claude 3 Haiku di Anthropic è un modello di IA progettato per le interazioni in tempo reale a bassissima latenza e il routing ad alto volume, con finestra di contesto da 200K, velocità di 125 token/s, indice di intelligenza di 33/100 e tari

Intelligence Index33 / 100
Input Token:

$0.25 / 1M

Output Token:

$1.25 / 1M

Context Window:

200K tokens

SWE-bench Verified:

10.5%

Differenze Chiave a Colpo d’Occhio

  • Claude 3 Haiku is 1.7x cheaper for API usage (input + output tokens combined).
  • Claude 3 Haiku has a larger context window (200K vs 128K tokens).
  • Sonar is faster at 130 tok/s vs 125 tok/s.
Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →
FeatureSonarClaude 3 Haiku
Intelligence Index
Composite reasoning & knowledge score (0-100)
7333
Provider
PerplexityAnthropic
Input Price
Cost per million input tokens
$1.00 / 1M$0.25 / 1M
Output Price
Cost per million output tokens
$1.00 / 1M$1.25 / 1M
Blended Price
Weighted 7:2:1 cache:input:output per 1M
$0.37 / 1M$0.19 / 1M
Context Window
Maximum input + output tokens
128K tokens~192 A4 pages of text200K tokens~300 A4 pages of text
Max Output Tokens
Per single request
4K4K
Throughput Speed
Tokens generated per second
130 tok/s125 tok/s
SWE-bench Verified
Real-world software engineering
N/A10.5%
GPQA Diamond
Graduate-level reasoning
N/A33%
Cached Input Price
Prompt caching discount per 1M tokens
$0.10 / 1M$0.03 / 1M

Chi vince in ogni categoria?

At-a-glance decision framework
Coding

Evaluations ongoing

Cost
Claude 3 Haiku
1.7x cheaper monthly runtime
Speed
Sonar
+4% faster generation
Context
Claude 3 Haiku
200K tokens window

Punteggi Benchmark Verificati

Official evaluation metrics verified by independent third-party research labs.

SonarClaude 3 Haiku
SWE-bench Verified (Autonomous Coding)

Industry benchmark evaluating real-world GitHub issue resolution and multi-file debugging.

N/Avs10.5%
GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

N/Avs33%
MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

71%vs61.2%
LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1245ptsvs1175pts
Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

130 tok/s vs125 tok/s

Latenza e Tempo di Risposta

Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.

Time to First Token (TTFT)Lower is better
Sonar0.35s
Claude 3 Haiku0.35s
Est. End-to-End Response (500 tokens)TTFT + generation time
Sonar4.20s
Claude 3 Haiku4.35s

Simulatore Interattivo dei Costi Token

Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.

100K / day
10K500K1M
30K / day
5K150K300K
50% cached
0% (Cold)50%90% (Warm)
Sonar Monthly API Bill
$2.55 / month
$1/1M in · $1/1M out
Claude 3 Haiku Monthly API Bill
$1.54 / month
$0.25/1M in · $1.25/1M out
Claude 3 Haiku saves approximately $1.01 / month (40%) under this workload.1.7x Savings

Sonar · Strengths & Key Advantages

  • Finestra di contesto da 128K con capacità massima di output fino a 4K token (MMLU-Pro 71% · Arena Elo 1245)
  • Throughput elevato di 130 token/secondo con latenza al primo token (TTFT) di soli 350 ms
  • Economia API competitiva ($1/$1 per 1M di token) con supporto per prompt caching, tool calling e output JSON strutturati
Considerations & Trade-offs
  • Modello cloud proprietario chiuso; non consente il download locale dei pesi per l’esecuzione offline
  • Nelle dimostrazioni scientifiche più estreme, i modelli di ragionamento pesante dedicati offrono maggiore profondità

Claude 3 Haiku · Strengths & Key Advantages

  • Finestra di contesto da 200K con capacità massima di output fino a 4K token (SWE-bench Verified 10.5% · GPQA Diamond 33%)
  • Throughput elevato di 125 token/secondo con latenza al primo token (TTFT) di soli 350 ms
  • Economia API competitiva ($0.25/$1.25 per 1M di token) con supporto per prompt caching, tool calling e output JSON strutturati
Considerations & Trade-offs
  • Modello cloud proprietario chiuso; non consente il download locale dei pesi per l’esecuzione offline
  • Nelle dimostrazioni scientifiche più estreme, i modelli di ragionamento pesante dedicati offrono maggiore profondità

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

MetricSonarClaude 3 Haiku
Cost per Task
Estimated USD to finish one task
$0.05$0.20
Output Tokens / Task
Tokens generated per task
10K24K
Reasoning Tokens / Task
Thinking tokens burned per task
0K0K

Specifiche Tecniche

Architecture, release timeline, capabilities, and modalities.

FeatureSonarClaude 3 Haiku
Official API Model ID (SDK)sonarclaude-3-haiku-20240301
API ProtocolPerplexity REST API (OpenAI-Compatible)Anthropic Messages API + AWS Bedrock + Vertex AI
Release Date2024-012024-03
Knowledge CutoffReal-time (Web-grounded)August 2023
ArchitectureWeb-Search Augmented Autoregressive TransformerCompact High-Throughput Transformer
ParametersConfidential / Llama 3 Fine-TuneConfidential
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM4,000 – 10,000 RPM (Tier 4 + Priority Tier) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($1/1M in) across full 128K windowStandard rate up to 200K tokens; 2x input/output tier above 200K tokens
Prompt Cache Policy & TTLCached input at $0.1/1M tokens$0.025/1M cached read (90% off); 5-min default & 1-hour extended TTL
Computer Use / GUI AgentAPI / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)Supported (Screen coordinate grounding, browser & desktop GUI action loops)
MCP & Parallel Tool CallingNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON SchemaNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & SandboxSupported via external Tavily/Exa Search & E2B/Docker Sandbox toolsNative Web Search Citations + Code Execution Tool + MCP Connectors
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationCustom Model Tuning via Amazon Bedrock & Prompt Distillation
Multimodal Token BillingText BPE (~4 chars/token)Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)
Quantization & Min GPU VRAMCloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)
Safety & Frontier ClassificationPerplexity Production Safety & Alignment VerifiedAnthropic RSP ASL-2 / ASL-3 Constitutional Safety Evaluated
Enterprise Compliance (ZDR/HIPAA/SOC2)SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise TierSOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalitiestexttext, vision
Output Modalitiestexttext

Sonar vs Claude 3 Haiku: Risposte Rapide (FAQ)

Which is more intelligent, Sonar or Claude 3 Haiku?

Sonar is more intelligent. It scores 73 compared with 33 on the composite Intelligence Index.

Which model is faster?

Sonar is faster, generating 130 tokens per second compared with 125 tokens per second.

Which model is cheaper to run?

Claude 3 Haiku is cheaper at $0.19 per 1M tokens blended, compared with $0.37 (7:2:1 cache:input:output ratio).

Which model has a larger context window?

Claude 3 Haiku has a larger context window, supporting 200K tokens compared with 128K tokens.

Verdetto

Sia Sonar (Ideale per la massima efficienza dei costi per token e l’inferenza rapida in produzione, sistemi RAG aziendali e integrazioni API scalabili.) sia Claude 3 Haiku (Ideale per le interazioni in tempo reale a bassissima latenza e il routing ad alto volume, sistemi RAG aziendali e integrazioni API scalabili.) eccellono in produzione: Sonar guida nei benchmark di ragionamento e programmazione, Sonar garantisce una generazione più rapida e Claude 3 Haiku offre il miglior rapporto qualità-prezzo per carichi API elevati.

Domande Frequenti (FAQ)

Quale modello è migliore per coding e ragionamento, Sonar o Claude 3 Haiku?+

Nell’indice di intelligenza composito e nei benchmark di programmazione prevale Sonar. Consulta i punteggi SWE-bench e GPQA qui sopra per tutti i dettagli.

Qual è la differenza di prezzo API tra Sonar e Claude 3 Haiku?+

Sonar costa $1.00 / $1.00 per milione di token di input/output, mentre Claude 3 Haiku costa $0.25 / $1.25. Nel costo combinato, Claude 3 Haiku risulta più economico.

Quale modello ha la finestra di contesto più ampia e la velocità maggiore?+

Sonar supporta 128K token di contesto contro 200K token di Claude 3 Haiku, mentre Sonar offre una velocità di generazione superiore.

AI Terminology & Guide
Explore Glossary →

Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.

Benchmark scores, token prices, and rate limits evolve rapidly as AI labs release model updates. Always verify current specifications and pricing on the official provider documentation.

Fonti ufficiali: Documentazione API ufficiale di Perplexity e Anthropic, schede di sistema e benchmark indipendenti (2026).