vendor · observability
Arize AI vs Maxim AI
49 fields both were evaluated on, 26 of them different — including where one discloses something the other does not. Every value links to the document it came from. 23 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Arize AI | Maxim AI |
|---|---|---|
| Audit trail· | “Trace everything from the team who founded OpenInference, the leading open standard for GenAI observability.”arize.com · checked Aug 8, 2026 | Tracks audit logs as part of its governance controls “track audit logs”www.getmaxim.ai · checked Aug 26, 2026 |
| Runtime governance· | no public information arize.com · checked Aug 8, 2026 | Enforces per-team/per-virtual-key spend budgets, tracks audit logs, and controls access via SSO “Organizations can manage budgets per team or virtual key, track audit logs and maintain access control via SSO.”www.getmaxim.ai · checked Aug 26, 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 | Per-team/per-key access control via SSO, plus virtual keys scoped to independent budgets and use cases “Virtual Key Management Create different virtual keys for different use-cases with independent budgets and access control.”www.getmaxim.ai · checked Aug 26, 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.getmaxim.ai · checked Aug 26, 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 | no public information www.getmaxim.ai · checked Aug 26, 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.getmaxim.ai · checked Aug 1, 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 | Bifrost (Maxim's AI gateway) claims 50x faster P99 latency than LiteLLM “50x faster than LiteLLM (P99 latency)”www.getmaxim.ai · checked Aug 26, 2026 |
| Service type· | “Agent Observability, Evaluation & Improvement Platform | Arize AI”arize.com · checked Aug 8, 2026 | Enterprise AI gateway: unified routing, governance and observability layer across model providers “Built for enterprise-grade reliability, governance, and scale.”www.getmaxim.ai · checked Aug 26, 2026 |
| Client types· | Developer/engineering teams building AI applications “Join developers who trust Bifrost for their AI infrastructure”www.getmaxim.ai · checked Aug 26, 2026 |
Safety
| Field | Arize AI | Maxim 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.getmaxim.ai · checked Aug 1, 2026 |
| Safety policy· | no public information www.getmaxim.ai · checked Aug 26, 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.getmaxim.ai · checked Aug 26, 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 | no public information www.getmaxim.ai · checked Aug 26, 2026 |
Practicality
| Field | Arize AI | Maxim AI |
|---|---|---|
| Pricing model· | no public information arize.com · checked Sep 2, 2026 | Free 14-day trial for the Enterprise tier; a free open-source edition is also available “Try Bifrost Enterprise free for 14 days.”www.getmaxim.ai · checked Aug 26, 2026 |
| Availability· | no public information arize.com · checked Aug 8, 2026 | Generally available; 14-day free trial for the Enterprise tier “Try Bifrost Enterprise free for 14 days.”www.getmaxim.ai · checked Aug 26, 2026 |
| Deployment options· | no public information arize.com · checked Aug 8, 2026 | Self-hosted via a single command line install (open source); hosted Enterprise option also available “npx @maximhq/bifrost”www.getmaxim.ai · checked Aug 26, 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 | OpenAI, Anthropic, Vercel AI SDK, LangChain, plus 8+ model providers and 1,000+ models overall “Works with OpenAI, Anthropic, Vercel AI SDK, LangChain, and more.”www.getmaxim.ai · checked Aug 26, 2026 |
| Supported regions· | “works across Google Cloud, AWS, Azure, and self-hosted environments.”arize.com · checked Aug 8, 2026 | no public information www.getmaxim.ai · checked Aug 1, 2026 |
| Support model· | no public information arize.com · checked Aug 8, 2026 | Community support via Discord for the open-source tier “Community Support Active Discord community with responsive support and regular updates.”www.getmaxim.ai · checked Aug 26, 2026 |
Ecosystem
| Field | Arize AI | Maxim 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 (Model Context Protocol) gateway for centralizing tool connections “Built in MCP gateway to use all tools within the agent.”www.getmaxim.ai · checked Aug 26, 2026 |
| API access· | no public information arize.com · checked Aug 8, 2026 | Single unified, OpenAI-compatible API across all connected model providers “One consistent API for all providers.”www.getmaxim.ai · checked Aug 26, 2026 |
Impact
| Field | Arize AI | Maxim 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 | |
| Deployment scale· | no public information arize.com · checked Aug 18, 2026 | Over 1,000+ teams use it (self-reported) “OVER 1,000+ TEAMS USE BIFROST”www.getmaxim.ai · checked Aug 26, 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 | Financial services/banking, healthcare & life sciences, insurance, retail, cybersecurity, biotech/pharma, government, telecom, energy & utilities “Financial Services & Banking Healthcare & Life Sciences Insurance Retail Cybersecurity & Threat Intelligence Biotechnology & Pharmaceutical Government & Public Sector Telecommunications Energy & Utilities”www.getmaxim.ai · checked Aug 26, 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 | Marketed into financial services/banking, healthcare & life sciences, insurance, and government/public sector among other regulated industries “Financial Services & Banking Healthcare & Life Sciences Insurance Retail Cybersecurity & Threat Intelligence Biotechnology & Pharmaceutical Government & Public Sector Telecommunications Energy & Utilities”www.getmaxim.ai · checked Aug 26, 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 | Product Hunt: #3 Product of the Day “PRODUCT HUNT #3 Product of the Day”www.getmaxim.ai · checked Aug 26, 2026 |
Disclosed by neither
Both Arize AI and Maxim AI publish nothing on these 23 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 23 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Price point
- 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
- Liability cap
- Tamper-evident log
- Explainability
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- SLA terms
- Regulatory status
- Underwriting backing
Questions
- How do Arize AI and Maxim AI 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.. Maxim AI: 1,000+ teams (self-reported).
- How do Arize AI and Maxim AI compare on deployment scale?
- Arize AI: no public information disclosed. Maxim AI: Over 1,000+ teams use it (self-reported).
- How do Arize AI and Maxim AI compare on market recognition?
- Arize AI: Customer testimonials from TripAdvisor and Wayfair (both named on the vendor homepage). Maxim AI: Product Hunt: #3 Product of the Day.
- How do Arize AI and Maxim AI compare on pricing model?
- Arize AI: no public information disclosed. Maxim AI: Free 14-day trial for the Enterprise tier; a free open-source edition is also available.
- How do Arize AI and Maxim AI compare on availability?
- Arize AI: no public information disclosed. Maxim AI: Generally available; 14-day free trial for the Enterprise tier.
- How do Arize AI and Maxim AI compare on deployment options?
- Arize AI: no public information disclosed. Maxim AI: Self-hosted via a single command line install (open source); hosted Enterprise option also available.