AI Dispatch
vendor · observability

Arize AI vs NOFireAI

49 fields both were evaluated on, 24 of them different — including where one discloses something the other does not. Every value links to the document it came from. 25 further fields are disclosed by neither and are listed at the end rather than tabled.

Assurance

FieldArize AINOFireAI
Liability cap·
Terms of Service cap total aggregate liability at $100.00
IN NO EVENT WILL THE TOTAL LIABILITY OF THE NOFIRE AI PARTIES TO YOU FOR ALL DAMAGES, LOSSES, AND CAUSES OF ACTION (WHETHER IN CONTRACT OR TORT, INCLUDING, BUT NOT LIMITED TO, NEGLIGENCE OR OTHERWISE) ARISING FROM OR RELATED TO THE TERMS, THE CONTENT, AND/OR YOUR USE OF THE SITE, EXCEED, IN THE AGGREGATE, $100.00.
nofire.ai · 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
Policy verdicts on agent actions are signed into the customer's existing audit tools
the verdict is signed into the tools you already audit
nofire.ai · checked Sep 16, 2026
Tamper-evident log·
Audit logs are immutable and tamper-evident, streamed to the customer's SIEM as signed receipts
Immutable, tamper-evident logs of every action. Streamed to your SIEM as signed receipts.
nofire.ai · checked Aug 29, 2026
Explainability·
Root-cause findings link every claim to its supporting evidence
with every claim linked to its evidence
nofire.ai · checked Sep 16, 2026
Runtime governance·
Every unattended agent action is checked against policy before it runs, at runtime
Every agent action is checked against policy before it runs, and the verdict is signed into the tools you already audit.
nofire.ai · checked Sep 16, 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
Agent-generated code runs in an isolation boundary under a grant that is scoped, time-limited and bound to its task
under a grant that is scoped, time-limited and bound to its task
nofire.ai · checked Sep 16, 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
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
Dispute process·
Disputes are settled by binding commercial arbitration in Wilmington, Delaware under JAMS rules; class actions waived
Any dispute arising from or relating to the subject matter of these Terms shall be finally settled in Wilmington, Delaware, in English, in accordance with the Streamlined Arbitration Rules and Procedures of Judicial Arbitration and Mediation Services, Inc.
nofire.ai · checked Aug 29, 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
89% root-cause accuracy on a public, rerunnable benchmark
89% root-cause accuracy · A public benchmark you can rerun
nofire.ai · checked Sep 16, 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
89% root-cause accuracy on a public, rerunnable benchmark
89% root-cause accuracy · A public benchmark you can rerun
nofire.ai · checked Sep 16, 2026
Service type·
Agent Observability, Evaluation & Improvement Platform | Arize AI
arize.com · checked Aug 8, 2026
NOFire maps every production change and identifies the one that caused an incident, with supporting evidence
NOFire maps every change in your production, by human or agent, and hands you the one that broke it, with the proof.
nofire.ai · checked Sep 16, 2026
Client types·
Powering the world’s leading AI teams
arize.com · checked Aug 8, 2026

Safety

FieldArize AINOFireAI
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
Safety policy·
We take your trust seriously
arize.com · checked Aug 8, 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
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
Read-only telemetry access; data stays in the customer's own tools; EU data residency available
Read-only access. Your telemetry stays where it lives. EU data residency available.
nofire.ai · checked Sep 16, 2026

Practicality

FieldArize AINOFireAI
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
Ingests metrics, logs and traces from observability tools including Grafana, Prometheus, Datadog, Dynatrace, New Relic and Splunk
Metrics, logs, and traces as evidence in your own tools, from Grafana and Prometheus to Datadog, Dynatrace, New Relic and Splunk.
nofire.ai · checked Sep 16, 2026
Supported regions·
works across Google Cloud, AWS, Azure, and self-hosted environments.
arize.com · checked Aug 8, 2026

Ecosystem

FieldArize AINOFireAI
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

Impact

FieldArize AINOFireAI
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
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
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

Disclosed by neither

Both Arize AI and NOFireAI publish nothing on these 25 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 25 identical table rows. Each is shown with its source check on the individual profiles.

  • Deployment scale
  • Documented incidents
  • Pricing model
  • Price point
  • Availability
  • Deployment options
  • Support model
  • API access
  • Open source
  • Marketplace presence
  • Safety evaluations
  • Usage restrictions
  • Model or system card
  • Third-party evaluations
  • Insurance available
  • Own liability cover
  • Insurance carriers
  • Coverage limits
  • Indemnification
  • Outcome-based pricing
  • Settlement mechanism
  • Asset custody
  • SLA terms
  • Regulatory status
  • Underwriting backing

Questions

How do Arize AI and NOFireAI compare on user base?
Arize AI: 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.. NOFireAI: no public information disclosed.
How do Arize AI and NOFireAI compare on market recognition?
Arize AI: Customer testimonials from TripAdvisor and Wayfair (both named on the vendor homepage). NOFireAI: no public information disclosed.
How do Arize AI and NOFireAI compare on red teaming?
Arize AI: Arize runs a year-round public bug bounty program via Yogosha. NOFireAI: no public information disclosed.
How do Arize AI and NOFireAI compare on incident reporting?
Arize AI: Publishes a vulnerability-disclosure channel ("Report an Issue") for responsible disclosure of security issues.. NOFireAI: no public information disclosed.
How do Arize AI and NOFireAI compare on liability cap?
Arize AI: no public information disclosed. NOFireAI: Terms of Service cap total aggregate liability at $100.00.
How do Arize AI and NOFireAI compare on tamper-evident log?
Arize AI: no public information disclosed. NOFireAI: Audit logs are immutable and tamper-evident, streamed to the customer's SIEM as signed receipts.