vendor · observability
Arize AI vs Edwin AI
49 fields both were evaluated on, 29 of them different — including where one discloses something the other does not. Every value links to the document it came from. 20 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Arize AI | Edwin AI |
|---|---|---|
| Own liability cover· | no public information arize.com · checked Aug 18, 2026 | Trust center quick-summary confirms the vendor (LogicMonitor) has cyber insurance “Has cyber insurance”trust.logicmonitor.com · checked Aug 29, 2026 |
| Audit trail· | “Trace everything from the team who founded OpenInference, the leading open standard for GenAI observability.”arize.com · checked Aug 8, 2026 | Vendor states the agent executes across the customer environment with governance and audit logging in place “executes it across your environment with full governance and audit logging in place”www.logicmonitor.com · checked Aug 6, 2026 |
| Explainability· | no public information arize.com · checked Aug 8, 2026 | “Turn fragmented cross-domain event noise into explainable, guided action.”www.logicmonitor.com · checked Aug 6, 2026 |
| Runtime governance· | no public information arize.com · checked Aug 8, 2026 | “Execute governed, closed-loop remediation across automation playbooks.”www.logicmonitor.com · checked Aug 6, 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.logicmonitor.com · checked Aug 6, 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 | Parent company LogicMonitor's trust center lists SOC 2 Type II, SOC 3, ISO 27001/27017/27018, IRAP, CSA, SIG, and FedRAMP Moderate “SOC 2 Type II SOC 3 ISO 27001 ISO 27017 ISO 27018 IRAP CSA SIG FedRAMP Moderate”trust.logicmonitor.com · checked Aug 29, 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 | Trust center badges include CCPA, GDPR, and ICO registration “CCPA GDPR ICO Registered”trust.logicmonitor.com · checked Aug 29, 2026 |
| SLA terms· | no public information arize.com · checked Aug 18, 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.logicmonitor.com · checked Aug 6, 2026 |
| Self-reported performance· | 1 trillion spans processed, 1 billion evals/year, 5 million downloads/month (self-reported) “Alyx 1 Trillion spans processed 1 Billion evals per year 5 Million downloads per month”arize.com · checked Aug 18, 2026 | Customer-attributed stat: Edwin AI cut noise by 90% and ITSM incidents by 76% (Nexon); also cites 313% ROI, 3,000+ integrations, 100% bi-directional ITSM sync ““Edwin AI cut noise by 90% & ITSM incidents by 76%, enabling better customer service.””www.logicmonitor.com · checked Aug 18, 2026 |
| Service type· | “Agent Observability, Evaluation & Improvement Platform | Arize AI”arize.com · checked Aug 8, 2026 | “Edwin AI: The AIOps Agent for Fast Incident Resolution - LogicMonitor”www.logicmonitor.com · checked Aug 6, 2026 |
| Underwriting backing· | no public information arize.com · checked Aug 8, 2026 | |
| Client types· | no public information www.logicmonitor.com · checked Aug 6, 2026 |
Safety
| Field | Arize AI | Edwin AI |
|---|---|---|
| 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.logicmonitor.com · checked Aug 6, 2026 |
| Safety policy· | “Purpose-built security for the hybrid observability and AI era.”www.logicmonitor.com · checked Aug 6, 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 | Parent company LogicMonitor publishes a bug bounty/vulnerability disclosure program and a dedicated security contact. “please contact us at security@logicmonitor.com”trust.logicmonitor.com · checked Sep 5, 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 | Trust center confirms customer data is deleted on request “Deletes customer data on request”trust.logicmonitor.com · checked Aug 29, 2026 |
Practicality
| Field | Arize AI | Edwin AI |
|---|---|---|
| Availability· | no public information arize.com · checked Aug 8, 2026 | “Try it free Request Your Edwin AI Demo”www.logicmonitor.com · checked Aug 6, 2026 |
| Deployment options· | no public information arize.com · checked Aug 8, 2026 | “Full visibility across your entire hybrid estate”www.logicmonitor.com · checked Aug 6, 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 | no public information www.logicmonitor.com · checked Aug 6, 2026 |
| Supported regions· | “works across Google Cloud, AWS, Azure, and self-hosted environments.”arize.com · checked Aug 8, 2026 | no public information www.logicmonitor.com · checked Aug 6, 2026 |
Ecosystem
| Field | Arize AI | Edwin AI |
|---|---|---|
| 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 | “MCP NEW Establish traceable, secure governance boundaries for AI tool integrations.”www.logicmonitor.com · checked Aug 6, 2026 |
| API access· | no public information arize.com · checked Aug 8, 2026 | “3,000+ collector-based and API-friendly integrations”www.logicmonitor.com · checked Aug 6, 2026 |
| Marketplace presence· | no public information arize.com · checked Aug 8, 2026 | “100% bi-directional sync with ITSM platforms like ServiceNow”www.logicmonitor.com · checked Aug 6, 2026 |
Impact
| Field | Arize AI | Edwin AI |
|---|---|---|
| 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 | “Capital Group has 1,000+ alerts/ day. LogicMonitor will eliminate that noise.”www.logicmonitor.com · checked Aug 6, 2026 |
| Deployment scale· | no public information arize.com · checked Aug 18, 2026 | “Edwin AI delivered a 313% ROI for composite organization.”www.logicmonitor.com · checked Aug 6, 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 | no public information www.logicmonitor.com · checked Aug 6, 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 | “Healthcare Financial Services Public Sector”www.logicmonitor.com · checked Aug 6, 2026 |
| Market recognition· | Customer testimonials from TripAdvisor and Wayfair (both named on the vendor homepage) “"For anybody who is building AI products or AI solutions, Arize AX is a must for your production system." Rahul Todkar Head of Data and AI | TripAdvisor”arize.com · checked Aug 18, 2026 | Forrester Total Economic Impact (TEI) study commissioned by LogicMonitor found Edwin AI delivered 313% ROI “Forrester Total Economic Impact™ study finds Edwin AI delivered a 313% ROI for composite organization.”www.logicmonitor.com · checked Aug 18, 2026 |
Disclosed by neither
Both Arize AI and Edwin AI publish nothing on these 20 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 20 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Pricing model
- Price point
- Support model
- Open source
- Safety evaluations
- Usage restrictions
- Model or system card
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- Regulatory status
Questions
- How do Arize AI and Edwin AI compare on market recognition?
- Arize AI: Customer testimonials from TripAdvisor and Wayfair (both named on the vendor homepage). Edwin AI: Forrester Total Economic Impact (TEI) study commissioned by LogicMonitor found Edwin AI delivered 313% ROI.
- How do Arize AI and Edwin AI compare on red teaming?
- Arize AI: Arize runs a year-round public bug bounty program via Yogosha. Edwin AI: no public information disclosed.
- How do Arize AI and Edwin AI compare on incident reporting?
- Arize AI: Publishes a vulnerability-disclosure channel ("Report an Issue") for responsible disclosure of security issues.. Edwin AI: Parent company LogicMonitor publishes a bug bounty/vulnerability disclosure program and a dedicated security contact..
- How do Arize AI and Edwin AI compare on own liability cover?
- Arize AI: no public information disclosed. Edwin AI: Trust center quick-summary confirms the vendor (LogicMonitor) has cyber insurance.
- How do Arize AI and Edwin AI compare on permission scopes?
- Arize AI: States internal risk is mitigated through a least-privilege access policy.. Edwin AI: no public information disclosed.
- How do Arize AI and Edwin AI compare on self-reported performance?
- Arize AI: 1 trillion spans processed, 1 billion evals/year, 5 million downloads/month (self-reported). Edwin AI: Customer-attributed stat: Edwin AI cut noise by 90% and ITSM incidents by 76% (Nexon); also cites 313% ROI, 3,000+ integrations, 100% bi-directional ITSM sync.