vendor · observability
Arize AI vs Future AGI
49 fields both were evaluated on, 32 of them different — including where one discloses something the other does not. Every value links to the document it came from. 17 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Arize AI | Future AGI |
|---|---|---|
| Audit trail· | “Trace everything from the team who founded OpenInference, the leading open standard for GenAI observability.”arize.com · checked Aug 8, 2026 | Full audit trail “Full audit trail AI Copilot · 3 Teams 24k actions · 0 leaks”futureagi.com · checked Aug 1, 2026 |
| Explainability· | no public information arize.com · checked Aug 8, 2026 | |
| Runtime governance· | no public information arize.com · checked Aug 8, 2026 | “Guard 1 field masked ■ Margin (42%) masked — not in sales scope Requires finance role for access ✓ Contract details served (1 field redacted) Audit logged: act_f82k · 210ms ↳ Marketing PII export → blocked, redirected Anonymized cohort segments (12.4k users, no PII)”futureagi.com · 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 | Role simulation Policy evaluation Full audit trail “Role simulation Policy evaluation Full audit trail AI Copilot · 3 Teams 24k actions · 0 leaks”futureagi.com · 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 | |
| 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 | “Whether you're navigating SOC 1, 2, ISO 27001, HIPAA, GDPR, or the EU AI Act, Future AGI gives you the auditability and control that closed-source alternatives can't.”futureagi.com · checked Aug 1, 2026 |
| SLA terms· | no public information arize.com · checked Aug 18, 2026 | Custom SLAs 24/7 Support “Enterprise Options On-Premise Custom SLAs 24/7 Support”futureagi.com · 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 | “Evaluation Suite 8 evals · 5 contexts Dataset Observe Simulate SDK CI/CD EVALUATOR Data Obs Sim SDK Hallucination 96 91 88 94 Factual Accuracy 92 87 90 89 Relevance 98 95 93 97 Toxicity 100 99 100 98 PII Detection 94 82 91 86 Tool Selection 78 73 81 76”futureagi.com · 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 | no public information futureagi.com · checked Aug 29, 2026 |
| Service type· | “Agent Observability, Evaluation & Improvement Platform | Arize AI”arize.com · checked Aug 8, 2026 | simulate, evaluate, optimize, monitor, protect, gateway, and guardrail - all from one place. “Future AGI is an open-source, end-to-end AI agent engineering platform that covers the full lifecycle: simulate, evaluate, optimize, monitor, protect, gateway, and guardrail - all from one place.”futureagi.com · checked Aug 1, 2026 |
| Client types· | “From ambitious startups to global enterprises, teams trust Future AGI to ship AI agents confidently.”futureagi.com · checked Aug 1, 2026 |
Safety
| Field | Arize AI | Future AGI |
|---|---|---|
| Safety evaluations· | no public information arize.com · checked Aug 8, 2026 | “Evaluation Suite 8 evals · 5 contexts Dataset Observe Simulate SDK CI/CD EVALUATOR Data Obs Sim SDK Hallucination 96 91 88 94 Factual Accuracy 92 87 90 89 Relevance 98 95 93 97 Toxicity 100 99 100 98 PII Detection 94 82 91 86 Tool Selection 78 73 81 76”futureagi.com · checked Aug 1, 2026 |
| 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 | Run your agents against realistic multi-turn conversations, edge cases, and adversarial inputs at scale. “Simulate thousands of scenarios, iterate with the Agent IDE, and run structured experiments. 1 Simulations & Scenarios Run your agents against realistic multi-turn conversations, edge cases, and adversarial inputs at scale.”futureagi.com · checked Aug 1, 2026 |
| Safety policy· | no public information futureagi.com · checked Aug 1, 2026 | |
| Usage restrictions· | no public information arize.com · checked Aug 8, 2026 | I can't help with that request. I'm designed to assist with product questions. How can I help you today? “BLOCKED - Prompt injection detected confidence: 99.2% latency: 12ms action: reject agent (safe response) I can't help with that request. I'm designed to assist with product questions. How can I help you today?”futureagi.com · 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 | “Error Feed Surface and triage errors automatically. See exactly where and why your agent failed.”futureagi.com · 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 | no public information futureagi.com · checked Aug 1, 2026 |
Practicality
| Field | Arize AI | Future AGI |
|---|---|---|
| Pricing model· | no public information arize.com · checked Sep 2, 2026 | Free plan available for small teams. Pro starts at $50/month flat - not per seat. “Pricing wise - Free plan available for small teams. Pro starts at $50/month flat - not per seat.”futureagi.com · checked Aug 1, 2026 |
| Price point· | no public information arize.com · checked Aug 8, 2026 | $50/month flat - not per seat. “Pro starts at $50/month flat - not per seat.”futureagi.com · checked Aug 1, 2026 |
| Availability· | no public information arize.com · checked Aug 8, 2026 | Try for Free Self-host it “Try for Free Self-host it futureagi.com / agents / support-bot”futureagi.com · checked Aug 1, 2026 |
| Deployment options· | no public information arize.com · checked Aug 8, 2026 | Self-host for complete data sovereignty, use the managed cloud, or deploy through AWS Marketplace. “Fully open source. You can inspect how every evaluation, guardrail, and trace works under the hood - no black-box scoring. Self-host for complete data sovereignty, use the managed cloud, or deploy through AWS Marketplace.”futureagi.com · 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 | OpenAI OpenAI Anthropic Anthropic Gemini Gemini AWS Bedrock AWS Bedrock Mistral Mistral Groq Groq Together AI Together AI Ollama Ollama LangChain LangChain LangGraph LangGraph LlamaIndex LlamaIndex CrewAI CrewAI AutoGen AutoGen Haystack Haystack LiteLLM LiteLLM DSPy DSPy VAPI VAPI Retell Retell LiveKit LiveKit Pipecat Pipecat Vercel Vercel Langfuse Langfuse Instructor Instructor Guardrails Guardrails MongoDB MongoDB n8n n8n HuggingFace HuggingFace MCP MCP “All 28 LLM Providers 8 Frameworks 8 Voice 4 Tools 8 No integrations found Can't find what you're looking for? Request integration OpenAI OpenAI Anthropic Anthropic Gemini Gemini AWS Bedrock AWS Bedrock Mistral Mistral Groq Groq Together AI Together AI Ollama Ollama LangChain LangChain LangGraph LangGraph LlamaIndex LlamaIndex CrewAI CrewAI AutoGen AutoGen Haystack Haystack LiteLLM LiteLLM DSPy DSPy VAPI VAPI Retell Retell LiveKit LiveKit Pipecat Pipecat Vercel Vercel Langfuse Langfuse Instructor Instructor Guardrails Guardrails MongoDB MongoDB n8n n8n HuggingFace HuggingFace MCP MCP View all integrations”futureagi.com · checked Aug 1, 2026 |
| Supported regions· | “works across Google Cloud, AWS, Azure, and self-hosted environments.”arize.com · checked Aug 8, 2026 | Private Cloud Deploy On-Premise “Private Cloud Deploy Full Audit Logging Enterprise Options On-Premise Custom SLAs 24/7 Support Learn about Enterprise Support Channel”futureagi.com · checked Aug 1, 2026 |
Ecosystem
| Field | Arize AI | Future AGI |
|---|---|---|
| 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 | |
| API access· | no public information arize.com · checked Aug 8, 2026 | |
| Open source· | no public information arize.com · checked Aug 8, 2026 | Apache 2.0 “Apache 2.0 Open Source Run it on your own infra. The full Future AGI platform — observability, evals, experiments, guardrails — Apache 2.0 licensed.”futureagi.com · checked Aug 1, 2026 |
| Marketplace presence· | no public information arize.com · checked Aug 8, 2026 | deploy through AWS Marketplace. “Self-host for complete data sovereignty, use the managed cloud, or deploy through AWS Marketplace.”futureagi.com · checked Aug 1, 2026 |
Impact
| Field | Arize AI | Future AGI |
|---|---|---|
| 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 | “Customer Support Voice Agents Internal Tools RAG & Search Autonomous Agents CUA Coding Agents”futureagi.com · checked Aug 1, 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 | “Debt Collection - New | 2026-02-24 18:01:29 | ⏱ 58.00s | CSAT Score: 4/10 | Outbound Completed Scenario Details SCENARIO Debt Collection - New PERSONA Name: Rohan mehta Gender: Male Age Group: 32-40 Location: India Profession: Business owner SITUATION Rohan Mehta is hunched over his desk, staring at spreadsheets. A major client payment is overdue, and he's struggling to figure out how to cover his employees' salaries for the month. His phone rings, and seeing an unknown number, he picks up reluctantly. OUTCOME The agent acknowledged Rohan's stressful situation with an empathetic tone, which successfully de-escalated his initial hostility. After calming down, Rohan explained his cash-flow problem and agreed...”futureagi.com · checked Aug 1, 2026 |
| Documented incidents· | no public information arize.com · checked Aug 8, 2026 | “Error Feed 23 unresolved All (23) Hallucination Tool Error PII Compliance CRITICAL Hallucinated refund policy ×47 agent.billing.respond() · 12 users · last seen 2m ago Trace · 4 steps · 234ms evt_8f2a input "What's your refund policy?" 0ms rag 3 documents retrieved 45ms llm "Full refund guaranteed within 90 days" 180ms ↳ NOT IN KNOWLEDGE BASE - hallucinated claim guard BLOCKED · hallucination detected 9ms HIGH Wrong tool selected for routing ×23 MEDIUM PII leaked in support response ×11 LOW Incomplete onboarding response ×8”futureagi.com · checked Aug 1, 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 | no public information futureagi.com · checked Aug 29, 2026 |
Disclosed by neither
Both Arize AI and Future AGI publish nothing on these 17 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 17 identical table rows. Each is shown with its source check on the individual profiles.
- Deployment scale
- Support model
- Model or system card
- Third-party evaluations
- Insurance available
- Own liability cover
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- Regulatory status
- Underwriting backing
Questions
- How do Arize AI and Future AGI compare on market recognition?
- Arize AI: Customer testimonials from TripAdvisor and Wayfair (both named on the vendor homepage). Future AGI: no public information disclosed.
- How do Arize AI and Future AGI compare on pricing model?
- Arize AI: no public information disclosed. Future AGI: Free plan available for small teams. Pro starts at $50/month flat - not per seat..
- How do Arize AI and Future AGI compare on price point?
- Arize AI: no public information disclosed. Future AGI: $50/month flat - not per seat..
- How do Arize AI and Future AGI compare on availability?
- Arize AI: no public information disclosed. Future AGI: Try for Free Self-host it.
- How do Arize AI and Future AGI compare on deployment options?
- Arize AI: no public information disclosed. Future AGI: Self-host for complete data sovereignty, use the managed cloud, or deploy through AWS Marketplace..
- How do Arize AI and Future AGI compare on open source?
- Arize AI: no public information disclosed. Future AGI: Apache 2.0.