AI Dispatch/api/index.json
vendor · Observability

Arize AI vs Confident AI

45 fields both were evaluated on, 25 of them different — including where one discloses something the other does not. Every value links to the document it came from.

Assurance

FieldArize AIConfident AI
Insurance available
Insurance carriers
Coverage limits
Indemnification
Liability cap
Audit trail·
Trace everything from the team who founded OpenInference, the leading open standard for GenAI observability.
Trace everything from the team who founded OpenInference, the leading open standard for GenAI observability.
arize.com · checked Aug 1, 2026
Trace every LLM call, analyze tool calls, and track agent performance in real time. Inspect every trace
Trace every LLM call, analyze tool calls, and track agent performance in real time. Inspect every trace
www.confident-ai.com · checked Aug 1, 2026
Tamper-evident log
Explainability·
Observe What did my agent actually do? Trace everything from the team who founded OpenInference, the leading open standard for GenAI observability.
Observe What did my agent actually do? Trace everything from the team who founded OpenInference, the leading open standard for GenAI observability.
arize.com · checked Aug 1, 2026
Inspect every trace Alert on degradation Latency & cost tracking
Inspect every trace Alert on degradation Latency & cost tracking
www.confident-ai.com · checked Aug 1, 2026
Runtime governance·
Git-based prompt versioning Manage prompts with a git-based branching workflow synced to your codebase. Teams can work in parallel, enforce merge permissions, and gate merges with eval results.
Git-based prompt versioning Manage prompts with a git-based branching workflow synced to your codebase. Teams can work in parallel, enforce merge permissions, and gate merges with eval results.
www.confident-ai.com · checked Aug 1, 2026
Permission scopes·
RBAC AND DATA MASKING Our flexible infrastructure allows data separation between projects, custom permissions control, and masking for LLM traces.
RBAC AND DATA MASKING Our flexible infrastructure allows data separation between projects, custom permissions control, and masking for LLM traces.
www.confident-ai.com · checked Aug 1, 2026
Compliance certifications·
Arize supports flexible deployment options and is certified to leading security and compliance standards, including SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, and GDPR.
Arize supports flexible deployment options and is certified to leading security and compliance standards, including SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, and GDPR.
arize.com · checked Aug 1, 2026
HIPAA, SOCII COMPLIANT
HIPAA, SOCII COMPLIANT
www.confident-ai.com · checked Aug 1, 2026
Regulatory alignment·
Arize supports flexible deployment options and is certified to leading security and compliance standards, including SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, and GDPR.
Arize supports flexible deployment options and is certified to leading security and compliance standards, including SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, and GDPR.
arize.com · checked Aug 1, 2026
Outcome-based pricing
Settlement mechanism
Dispute process
SLA terms·
Arize AX on AWS gives us prompt‑level tracing and automated evaluations so we catch regressions early and meet strict SLOs at scale.
Arize AX on AWS gives us prompt‑level tracing and automated evaluations so we catch regressions early and meet strict SLOs at scale.
arize.com · checked Aug 1, 2026
99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible.
99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible.
www.confident-ai.com · checked Aug 1, 2026
Evaluation coverage·
Evaluate Is my agent getting better or worse? The most comprehensive eval framework in the market. Run span, trace, and session evals that run at scale.
Evaluate Is my agent getting better or worse? The most comprehensive eval framework in the market. Run span, trace, and session evals that run at scale.
arize.com · checked Aug 1, 2026
Evals ran to date [ 0 + ]
Evals ran to date [ 0 + ]
www.confident-ai.com · checked Aug 1, 2026
Service type·
Agent Observability, Evaluation & Improvement Platform | Arize AI
Agent Observability, Evaluation & Improvement Platform | Arize AI
arize.com · checked Aug 1, 2026
Enterprise AI Evaluation & Observability Platform
Confident AI: Enterprise AI Evaluation & Observability Platform
www.confident-ai.com · checked Aug 1, 2026
Regulatory status
Underwriting backing
Client types·
500+ LEADING AI COMPANIES
TRUSTED BY 500+ LEADING AI COMPANIES
www.confident-ai.com · checked Aug 1, 2026

Safety

FieldArize AIConfident AI
Safety evaluations·
Evaluate Is my agent getting better or worse? The most comprehensive eval framework in the market. Run span, trace, and session evals that run at scale.
Evaluate Is my agent getting better or worse? The most comprehensive eval framework in the market. Run span, trace, and session evals that run at scale.
arize.com · checked Aug 1, 2026
AI risk assessments In a regulated industry? Confident AI centralizes red teaming workflows so you catch risks before users do, with PDF ready assessment reports you can share with stakeholders.
AI risk assessments In a regulated industry? Confident AI centralizes red teaming workflows so you catch risks before users do, with PDF ready assessment reports you can share with stakeholders.
www.confident-ai.com · checked Aug 1, 2026
Red teaming·
Safety policy
Usage restrictions
Model or system card
Incident reporting
Third-party evaluations
Data handling·
All data is encrypted in transit and at rest, and we never use your data to train models.
All data is encrypted in transit and at rest, and we never use your data to train models.
www.confident-ai.com · checked Aug 1, 2026

Practicality

FieldArize AIConfident AI
Pricing model·
Pricing Sign in Get Started Book a Demo
Pricing Sign in Get Started Book a Demo
arize.com · checked Aug 1, 2026
Price point
Availability·
Try Now For Free
Try Now For Free
www.confident-ai.com · checked Aug 1, 2026
Deployment options·
fully self-hosted deployment option alongside the managed cloud. You can run the entire platform in your own VPC or on-prem infrastructure
Yes. Confident AI offers a fully self-hosted deployment option alongside the managed cloud. You can run the entire platform in your own VPC or on-prem infrastructure, keeping all data within your network.
www.confident-ai.com · checked Aug 1, 2026
Integrations·
Arize integrates with 40+ models, frameworks, and AI tools , including OpenAI, Anthropic, Google, Amazon Bedrock, LangGraph, LangChain, LlamaIndex, CrewAI, OpenAI Agents SDK, DSPy, and more.
Arize integrates with 40+ models, frameworks, and AI tools , including OpenAI, Anthropic, Google, Amazon Bedrock, LangGraph, LangChain, LlamaIndex, CrewAI, OpenAI Agents SDK, DSPy, and more.
arize.com · checked Aug 1, 2026
OpenAI, LangGraph, Opentelemetry
SDKs in Python, Typescript; 20+ integrations, including OpenAI, LangGraph, Opentelemetry, and tons of more LLM gateways.
www.confident-ai.com · checked Aug 1, 2026
Supported regions·
Built on OpenInference and OpenTelemetry standards, Arize works across Google Cloud, AWS, Azure, and self-hosted environments.
Built on OpenInference and OpenTelemetry standards, Arize works across Google Cloud, AWS, Azure, and self-hosted environments.
arize.com · checked Aug 1, 2026
United States of America (North Carolina) or the European Union (Frankfurt)
MULTI-DATA RESIDENCY Store and process data in the United States of America (North Carolina) or the European Union (Frankfurt).
www.confident-ai.com · checked Aug 1, 2026
Support model·
99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible.
99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible.
www.confident-ai.com · checked Aug 1, 2026

Ecosystem

FieldArize AIConfident AI
Protocols supported·
Built on OpenInference and OpenTelemetry standards, Arize works across Google Cloud, AWS, Azure, and self-hosted environments.
Built on OpenInference and OpenTelemetry standards, Arize works across Google Cloud, AWS, Azure, and self-hosted environments.
arize.com · checked Aug 1, 2026
API access·
Arize integrates with 40+ models, frameworks, and AI tools , including OpenAI, Anthropic, Google, Amazon Bedrock, LangGraph, LangChain, LlamaIndex, CrewAI, OpenAI Agents SDK, DSPy, and more.
Arize integrates with 40+ models, frameworks, and AI tools , including OpenAI, Anthropic, Google, Amazon Bedrock, LangGraph, LangChain, LlamaIndex, CrewAI, OpenAI Agents SDK, DSPy, and more.
arize.com · checked Aug 1, 2026
APIs for the entire pipeline. Every part of Confident AI is exposed as an API.
AUTOMATIONS APIs for the entire pipeline. Every part of Confident AI is exposed as an API.
www.confident-ai.com · checked Aug 1, 2026
Open source
Marketplace presence

Impact

FieldArize AIConfident AI
User base·
1 Trillion spans per month 1 Billion evals per month 5 Million downloads per month
1 Trillion spans per month 1 Billion evals per month 5 Million downloads per month
arize.com · checked Aug 1, 2026
500+ LEADING AI COMPANIES
TRUSTED BY 500+ LEADING AI COMPANIES
www.confident-ai.com · checked Aug 1, 2026
Deployment scale·
500+ LEADING AI COMPANIES
TRUSTED BY 500+ LEADING AI COMPANIES
www.confident-ai.com · checked Aug 1, 2026
Target sectors·
Teams use Arize to understand how their AI agents and applications behave, measure quality with evaluations, monitor production performance, and continuously improve prompts, models, and workflows.
Teams use Arize to understand how their AI agents and applications behave, measure quality with evaluations, monitor production performance, and continuously improve prompts, models, and workflows.
arize.com · checked Aug 1, 2026
industries where a perfectly functional AI is not good enough.
Purpose built for industries where a perfectly functional AI is not good enough.
www.confident-ai.com · checked Aug 1, 2026
High-risk domains·
Arize supports flexible deployment options and is certified to leading security and compliance standards, including SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, and GDPR.
Arize supports flexible deployment options and is certified to leading security and compliance standards, including SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, and GDPR.
arize.com · checked Aug 1, 2026
healthcare, insurance, and financial industries.
HIPAA, SOCII COMPLIANT Our compliance standards meets the requirements of even the most regulated healthcare, insurance, and financial industries.
www.confident-ai.com · checked Aug 1, 2026
Documented incidents