Claude Sonnet 4

v20250522

Anthropic

Modelcodinghipaa-eligibleprivacyenterprise
90
Exceptional
About This Model

Anthropic's Claude Sonnet 4 model released May 2025 with exceptional coding capabilities and advanced reasoning. Hybrid model with extended thinking mode.

Last Evaluated: November 17, 2025
Official Website

Trust Vector Analysis

Dimension Breakdown

🚀Performance & Reliability
+

Exceptional coding performance with 72.7% SWE-bench. Hybrid model with extended thinking for complex tasks. 200K context window for large codebases.

task accuracy code

Industry-standard coding benchmarks

Evidence
SWE-bench Verified72.7% resolution rate
highVerified: 2025-11-17
task accuracy reasoning

Graduate-level reasoning benchmarks

Evidence
GPQA DiamondPhD-level reasoning capabilities
highVerified: 2025-11-17
task accuracy general

Knowledge testing benchmarks

Evidence
MMLUStrong comprehensive knowledge
highVerified: 2025-11-17
output consistency

Internal testing with repeated prompts

Evidence
Anthropic DocumentationConsistent outputs with hybrid reasoning
mediumVerified: 2025-11-17
latency p50

Median latency for API requests

Evidence
Anthropic API DocumentationFast response time ~1.5s
highVerified: 2025-11-17
latency p95

95th percentile response time

Evidence
Community benchmarkingp95 latency ~3.2s
highVerified: 2025-11-17
context window

Official specification

Evidence
Anthropic API Documentation200K token context window
highVerified: 2025-11-17
uptime

Historical uptime data

Evidence
Anthropic Status Page99.95% uptime (last 90 days)
highVerified: 2025-11-17
🛡️Security
+

Excellent security with Constitutional AI providing strong guardrails. Best-in-class safety for enterprise use.

prompt injection resistance

Testing against OWASP LLM01 attacks

Evidence
Anthropic Safety ResearchStrong resistance via Constitutional AI
highVerified: 2025-11-17
jailbreak resistance

Testing against adversarial prompts

Evidence
Anthropic Constitutional AIRobust jailbreak resistance
highVerified: 2025-11-17
data leakage prevention

Analysis of privacy policies

Evidence
Anthropic Privacy StatementNo training on user data without consent
mediumVerified: 2025-11-17
output safety

Safety testing across harmful content categories

Evidence
Anthropic Safety EvaluationsComprehensive safety testing
highVerified: 2025-11-17
api security

Review of API security features

Evidence
Anthropic API DocumentationAPI key authentication, HTTPS, rate limiting
highVerified: 2025-11-17
🔒Privacy & Compliance
+

Exceptional privacy with ephemeral data handling. HIPAA eligible. Strong compliance posture for regulated industries.

data residency

Review of enterprise documentation

Evidence
Anthropic Enterprise DocumentationData residency options available
highVerified: 2025-11-17
training data optout

Analysis of privacy policy

Evidence
Anthropic Privacy PolicyNo training on API data by default
highVerified: 2025-11-17
data retention

Review of terms of service

Evidence
Anthropic Terms of ServiceEphemeral processing, no storage
highVerified: 2025-11-17
pii handling

Review of data protection capabilities

Evidence
Anthropic Privacy DocumentationCustomer responsible for PII redaction
mediumVerified: 2025-11-17
compliance certifications

Verification of compliance certifications

Evidence
Anthropic Trust CenterSOC 2 Type II, GDPR compliant, HIPAA eligible
highVerified: 2025-11-17
zero data retention

Review of data handling practices

Evidence
Anthropic API DocumentationEphemeral data processing
highVerified: 2025-11-17
👁️Trust & Transparency
+

Strong transparency with Constitutional AI and extended thinking feature. Comprehensive model card available.

explainability

Evaluation of reasoning transparency

Evidence
Extended Thinking FeatureExtended thinking mode shows reasoning process
highVerified: 2025-11-17
hallucination rate

Testing on factual QA datasets

Evidence
SimpleQA BenchmarkGood factual accuracy
mediumVerified: 2025-11-17
bias fairness

Evaluation on bias benchmarks

Evidence
Anthropic Responsible Scaling PolicyRegular bias testing and mitigation
mediumVerified: 2025-11-17
uncertainty quantification

Qualitative assessment

Evidence
Model BehaviorGood uncertainty expression
mediumVerified: 2025-11-17
model card quality

Review of documentation

Evidence
Anthropic Model CardComprehensive system card with detailed evaluations
highVerified: 2025-11-17
training data transparency

Review of public disclosures

Evidence
Anthropic Public StatementsGeneral description provided, cutoff March 2025
mediumVerified: 2025-11-17
guardrails

Analysis of safety mechanisms

Evidence
Constitutional AIBuilt-in Constitutional AI guardrails
highVerified: 2025-11-17
⚙️Operational Excellence
+

Excellent operational maturity with well-designed APIs and strong developer experience. Available on API, Bedrock, and Vertex AI.

api design quality

Review of API design

Evidence
Anthropic API DocumentationWell-designed RESTful API
highVerified: 2025-11-17
sdk quality

Review of SDK quality

Evidence
Anthropic SDKsOfficial SDKs for Python, TypeScript
highVerified: 2025-11-17
versioning policy

Review of versioning

Evidence
Anthropic API Versioning6-month deprecation notice
highVerified: 2025-11-17
monitoring observability

Review of monitoring tools

Evidence
Anthropic ConsoleUsage dashboard with metrics
mediumVerified: 2025-11-17
support quality

Assessment of support

Evidence
Anthropic SupportEmail support, Discord, comprehensive docs
highVerified: 2025-11-17
ecosystem maturity

Analysis of ecosystem

Evidence
GitHub EcosystemMature ecosystem with integrations
highVerified: 2025-11-17
license terms

Review of licensing

Evidence
Anthropic Terms of ServiceClear commercial terms
highVerified: 2025-11-17
Strengths
  • +Exceptional coding performance (72.7% SWE-bench)
  • +Hybrid model with extended thinking for complex reasoning
  • +Excellent privacy posture with ephemeral data handling
  • +HIPAA eligible for healthcare applications
  • +Large 200K context window for document processing
  • +Constitutional AI provides robust safety
Limitations
  • !Higher latency in extended thinking mode
  • !Training data cutoff March 2025
  • !No built-in PII detection
  • !Premium pricing ($3/$15 per 1M tokens)
  • !Superseded by Sonnet 4.5 for cutting-edge performance
Metadata
pricing
input: $3.00 per 1M tokens
output: $15.00 per 1M tokens
notes: Batch API offers 50% discount. Prompt caching up to 90% savings.
last verified: 2025-11-17
context window: 200000
max output tokens: 64000
languages
0: English
1: Spanish
2: French
3: German
4: Italian
5: Portuguese
6: Japanese
7: Korean
8: Chinese
9: Arabic
10: Hindi
modalities
0: text
1: image (input)
2: document
api endpoint: https://api.anthropic.com/v1/messages
open source: false
architecture: Transformer-based with Constitutional AI and extended thinking
parameters: Not disclosed
training cutoff: March 2025

Use Case Ratings

code generation

Exceptional coding capabilities with 72.7% SWE-bench. Best for complex software engineering tasks.

customer support

Excellent for customer support with empathetic responses and fast latency.

content creation

Strong content creation with natural writing style. Large context window helpful.

data analysis

Strong analytical capabilities with extended thinking for complex analysis.

research assistant

Excellent for research with strong summarization and 200K context window.

legal compliance

Strong privacy posture (HIPAA eligible) and careful reasoning for legal tasks.

healthcare

HIPAA eligible with strong privacy. Good for clinical documentation with oversight.

financial analysis

Strong financial analysis with extended thinking for complex modeling.

education

Good for educational content with patient explanations and strong knowledge.

creative writing

Strong creative writing with natural style. Good dialogue and character development.