vendor · Observability
Arize AI vs Wayfound
45 fields both were evaluated on, 27 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 | Wayfound |
|---|---|---|
| Insurance available | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Insurance carriers | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Coverage limits | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Indemnification | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Liability cap | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · 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 | gives you agent scorecards, recommendations, alerts, and transcripts “gives you agent scorecards, recommendations, alerts, and transcripts”www.wayfound.ai · checked Aug 1, 2026 |
| Tamper-evident log | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · 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 | real-time alerts and inline improvement suggestions “real-time alerts and inline improvement suggestions”www.wayfound.ai · checked Aug 1, 2026 |
| Runtime governance· | no public information arize.com · checked Aug 1, 2026 | enforce guidelines and standards with intuitive rules “enforce guidelines and standards with intuitive rules”www.wayfound.ai · checked Aug 1, 2026 |
| Permission scopes | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · 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.wayfound.ai · 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 | ensuring every interaction meets your business goals “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Outcome-based pricing | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Settlement mechanism | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Dispute process | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · 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 | no public information www.wayfound.ai · 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 | Wayfound Highlighted in Gartner’s First Guardian Agent Market Report “Wayfound Highlighted in Gartner’s First Guardian Agent Market Report”www.wayfound.ai · 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 | Wayfound is the world’s first AI Agent supervision platform “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.ai · checked Aug 1, 2026 |
| Regulatory status | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Underwriting backing | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Client types· | no public information arize.com · checked Aug 1, 2026 | Wayfound is for business users and product managers at companies with AI Agents “Wayfound is for business users and product managers at companies with AI Agents”www.wayfound.ai · checked Aug 1, 2026 |
Safety
| Field | Arize AI | Wayfound |
|---|---|---|
| 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.wayfound.ai · checked Aug 1, 2026 |
| Red teaming | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Safety policy· | no public information arize.com · checked Aug 1, 2026 | ensuring every interaction meets your business goals “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Usage restrictions· | no public information arize.com · checked Aug 1, 2026 | ensuring every interaction meets your business goals “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Model or system card | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Incident reporting | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Third-party evaluations· | no public information arize.com · checked Aug 1, 2026 | Wayfound Highlighted in Gartner’s First Guardian Agent Market Report “Wayfound Highlighted in Gartner’s First Guardian Agent Market Report”www.wayfound.ai · checked Aug 1, 2026 |
| Data handling· | no public information arize.com · checked Aug 1, 2026 | Our enterprise agreements with foundation AI models guarantees that your data is never shared with anyone or used for model training. “Our enterprise agreements with foundation AI models guarantees that your data is never shared with anyone or used for model training.”www.wayfound.ai · checked Aug 1, 2026 |
Practicality
| Field | Arize AI | Wayfound |
|---|---|---|
| Pricing model· | Pricing
Sign in
Get Started
Book a Demo “Pricing Sign in Get Started Book a Demo”arize.com · checked Aug 1, 2026 | Wayfound offers 3 pricing tiers: an introductory “AI Innovator” plan, that lets you try out Wayfound for a nominal fee, an “AI Growth” plan, that lets you scale your Wayfound Supervisor’s reach, and our “Enterprise Plan” for production level Agent Supervision. “Wayfound offers 3 pricing tiers: an introductory “AI Innovator” plan, that lets you try out Wayfound for a nominal fee, an “AI Growth” plan, that lets you scale your Wayfound Supervisor’s reach, and our “Enterprise Plan” for production level Agent Supervision.”www.wayfound.ai · checked Aug 1, 2026 |
| Price point· | no public information arize.com · checked Aug 1, 2026 | Up to date pricing information can be found on our Pricing page . “Up to date pricing information can be found on our Pricing page .”www.wayfound.ai · checked Aug 1, 2026 |
| Availability· | no public information arize.com · checked Aug 1, 2026 | Wayfound is the world’s first AI Agent supervision platform “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.ai · checked Aug 1, 2026 |
| Deployment options· | no public information arize.com · checked Aug 1, 2026 | Wayfound’s pricing and go-to-market model assume a cloud-based delivery model. If your use case requires on prem deployment, please reach out to your Wayfound account team to discuss options. “Wayfound’s pricing and go-to-market model assume a cloud-based delivery model. If your use case requires on prem deployment, please reach out to your Wayfound account team to discuss options.”www.wayfound.ai · 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 | connect Agents built on many different platforms as well as pre-built 3rd party Agents (such as Intercom Fin, Qualified Piper, etc) “connect Agents built on many different platforms as well as pre-built 3rd party Agents (such as Intercom Fin, Qualified Piper, etc)”www.wayfound.ai · 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 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Support model | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
Ecosystem
| Field | Arize AI | Wayfound |
|---|---|---|
| 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 | integration flexibility including its own MCP server “integration flexibility including its own MCP server”www.wayfound.ai · 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 | securely connected with the Wayfound Supervisor with just one line of code “securely connected with the Wayfound Supervisor with just one line of code”www.wayfound.ai · checked Aug 1, 2026 |
| Open source | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Marketplace presence· | no public information arize.com · checked Aug 1, 2026 | Salesforce Agentforce partnership “Salesforce Agentforce partnership”www.wayfound.ai · checked Aug 1, 2026 |
Impact
| Field | Arize AI | Wayfound |
|---|---|---|
| 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 | Trusted by innovative startups and established industry leaders. “Trusted by innovative startups and established industry leaders.”www.wayfound.ai · checked Aug 1, 2026 |
| Deployment scale· | no public information arize.com · checked Aug 1, 2026 | Wayfound is the world’s first AI Agent supervision platform “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.ai · 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 | |
| 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 | |
| Documented incidents | no public information arize.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |