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. 18 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Arize AI | Wayfound |
|---|---|---|
| Audit trail· | “Trace everything from the team who founded OpenInference, the leading open standard for GenAI observability.”arize.com · checked Aug 8, 2026 | “gives you agent scorecards, recommendations, alerts, and transcripts”www.wayfound.ai · checked Aug 1, 2026 |
| Explainability· | no public information arize.com · checked Aug 8, 2026 | “real-time alerts and inline improvement suggestions”www.wayfound.ai · checked Aug 1, 2026 |
| Runtime governance· | no public information arize.com · checked Aug 8, 2026 | “enforce guidelines and standards with intuitive rules”www.wayfound.ai · checked Aug 1, 2026 |
| Permission scopes· | States internal risk is mitigated through a least-privilege access policy. “internal risks are mitigated through a least-privileges policy, security quality gates and other safeguards”arize.com · checked Sep 5, 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.com · checked Aug 8, 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.com · checked Aug 8, 2026 | “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Evaluation coverage· | “The most comprehensive eval framework in the market. Run span, trace, and session evals that run at scale.”arize.com · checked Aug 8, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Service type· | “Agent Observability, Evaluation & Improvement Platform | Arize AI”arize.com · checked Aug 8, 2026 | “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.ai · checked Aug 1, 2026 |
| Client types· | “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 |
|---|---|---|
| Red teaming· | Arize runs a year-round public bug bounty program via Yogosha “We host a year-round bug bounty program facilitated by Yogosha.”arize.com · checked Aug 29, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Safety policy· | “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 | |
| Usage restrictions· | no public information arize.com · checked Aug 8, 2026 | “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Incident reporting· | Publishes a vulnerability-disclosure channel ("Report an Issue") for responsible disclosure of security issues. “committed to maintaining a secure platform and appreciate responsible disclosure of security issues”arize.com · checked Sep 5, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Data handling· | “Your data stays under your control. 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 8, 2026 | “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· | no public information arize.com · checked Sep 2, 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.”www.wayfound.ai · checked Aug 1, 2026 |
| Price point· | no public information arize.com · checked Aug 8, 2026 | “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 8, 2026 | “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 8, 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.”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.com · checked Aug 8, 2026 | “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· | “works across Google Cloud, AWS, Azure, and self-hosted environments.”arize.com · checked Aug 8, 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.”arize.com · checked Aug 8, 2026 | “integration flexibility including its own MCP server”www.wayfound.ai · checked Aug 1, 2026 |
| API access· | no public information arize.com · checked Aug 8, 2026 | “securely connected with the Wayfound Supervisor with just one line of code”www.wayfound.ai · checked Aug 1, 2026 |
| Marketplace presence· | no public information arize.com · checked Aug 8, 2026 |
Impact
| Field | Arize AI | Wayfound |
|---|---|---|
| User base· | Vendor-published aggregate volumes: 1 Trillion spans processed, 1 Billion evals per year, 5 Million downloads per month. NOTE: the earlier capture read "1 Billion evals per month" and "1 Trillion spans per month"; the vendor now states evals per YEAR and gives no period for spans. The prior stored value overstated the eval figure twelvefold. “Alyx 1 Trillion spans processed 1 Billion evals per year 5 Million downloads per month”arize.com · checked Aug 18, 2026 | “Trusted by innovative startups and established industry leaders.”www.wayfound.ai · checked Aug 1, 2026 |
| Deployment scale· | no public information arize.com · checked Aug 18, 2026 | “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.”arize.com · checked Aug 8, 2026 | |
| High-risk domains· | “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 8, 2026 |
Disclosed by neither
Both Arize AI and Wayfound publish nothing on these 18 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 18 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Support model
- Open source
- Safety evaluations
- Model or system card
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
- Regulatory status
- Underwriting backing
Questions
- How do Arize AI and Wayfound compare on red teaming?
- Arize AI: Arize runs a year-round public bug bounty program via Yogosha. Wayfound: no public information disclosed.
- How do Arize AI and Wayfound compare on incident reporting?
- Arize AI: Publishes a vulnerability-disclosure channel ("Report an Issue") for responsible disclosure of security issues.. Wayfound: no public information disclosed.
- How do Arize AI and Wayfound compare on permission scopes?
- Arize AI: States internal risk is mitigated through a least-privilege access policy.. Wayfound: no public information disclosed.