vendor · Observability
Arize AI vs KeywordsAI
45 fields both were evaluated on, 23 of them different — including where one discloses something the other does not. Every value links to the document it came from.
Assurance
| Field | Arize AI | KeywordsAI |
|---|---|---|
| Insurance available | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Insurance carriers | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Coverage limits | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Indemnification | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Liability cap | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| 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 | Every LLM call, tool run, retrieval, and agent turn becomes a span in one trace “Every LLM call, tool run, retrieval, and agent turn becomes a span in one trace”www.keywordsai.co · checked Aug 1, 2026 |
| Tamper-evident log | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| 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 | Any span, down to the last field Model, latency, cost, tokens, and the exact input and output sit on every span “Any span, down to the last field Model, latency, cost, tokens, and the exact input and output sit on every span”www.keywordsai.co · checked Aug 1, 2026 |
| Runtime governance· | no public information arize.com · checked Aug 1, 2026 | Set budgets and rate limits per key, per customer, or org-wide, get warned as you near them, and block requests before spend runs away. “Set budgets and rate limits per key, per customer, or org-wide, get warned as you near them, and block requests before spend runs away.”www.keywordsai.co · checked Aug 1, 2026 |
| Permission scopes· | no public information arize.com · checked Aug 1, 2026 | Set budgets and rate limits per key, per customer, or org-wide “Set budgets and rate limits per key, per customer, or org-wide”www.keywordsai.co · 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 | no public information www.keywordsai.co · 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 | Operated under GDPR, the world's strictest standard for data privacy. “Operated under GDPR, the world's strictest standard for data privacy.”www.keywordsai.co · checked Aug 1, 2026 |
| Outcome-based pricing | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Settlement mechanism | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Dispute process | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| 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 | |
| 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 | Score every output against the bar you set, so you know it holds up on a test set and in production “Score every output against the bar you set, so you know it holds up on a test set and in production”www.keywordsai.co · 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 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Regulatory status | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Underwriting backing | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Client types· | no public information arize.com · checked Aug 1, 2026 | world-class founders, engineers, and product teams “Loved by world-class founders, engineers, and product teams.”www.keywordsai.co · checked Aug 1, 2026 |
Safety
| Field | Arize AI | KeywordsAI |
|---|---|---|
| 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 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Red teaming | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Safety policy | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Usage restrictions | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Model or system card | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Incident reporting | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Third-party evaluations | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Data handling | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
Practicality
| Field | Arize AI | KeywordsAI |
|---|---|---|
| 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· | no public information arize.com · checked Aug 1, 2026 | |
| Availability· | no public information arize.com · checked Aug 1, 2026 | |
| Deployment options· | no public information arize.com · checked Aug 1, 2026 | Point the SDK you already use at one endpoint “Point the SDK you already use at one endpoint”www.keywordsai.co · 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 | Works with your entire stack Use Respan with your favorite frameworks and tools. “Works with your entire stack Use Respan with your favorite frameworks and tools.”www.keywordsai.co · 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 | Operated under GDPR, the world's strictest standard for data privacy. “Operated under GDPR, the world's strictest standard for data privacy.”www.keywordsai.co · checked Aug 1, 2026 |
| Support model | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
Ecosystem
| Field | Arize AI | KeywordsAI |
|---|---|---|
| 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 | |
| Open source | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
| Marketplace presence | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |
Impact
| Field | Arize AI | KeywordsAI |
|---|---|---|
| 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 | 80 trillion+ tokens “The AI observability platform behind 80 trillion+ tokens.”www.keywordsai.co · checked Aug 1, 2026 |
| Deployment scale· | no public information arize.com · checked Aug 1, 2026 | 80 trillion+ tokens “The AI observability platform behind 80 trillion+ tokens.”www.keywordsai.co · 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 | enterprise and healthcare teams “Built to meet the security and privacy standards that enterprise and healthcare teams require.”www.keywordsai.co · 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 | enterprise and healthcare teams “Built to meet the security and privacy standards that enterprise and healthcare teams require.”www.keywordsai.co · checked Aug 1, 2026 |
| Documented incidents | no public information arize.com · checked Aug 1, 2026 | no public information www.keywordsai.co · checked Aug 1, 2026 |