Arize AI vs Future AGI

“Full audit trail AI Copilot · 3 Teams 24k actions · 0 leaks”

“Full Audit Logging”

“Know why. Fix it. Ship smarter every time.”

“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)”

“Role simulation Policy evaluation Full audit trail AI Copilot · 3 Teams 24k actions · 0 leaks”

“SOC 2 GDPR HIPAA ISO 27001”

“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.”

“Enterprise Options On-Premise Custom SLAs 24/7 Support”

“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”

“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.”

“From ambitious startups to global enterprises, teams trust Future AGI to ship AI agents confidently.”

“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”

“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.”

“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?”

“Error Feed Surface and triage errors automatically. See exactly where and why your agent failed.”

“Pricing wise - Free plan available for small teams. Pro starts at $50/month flat - not per seat.”

“Pro starts at $50/month flat - not per seat.”

“Try for Free Self-host it futureagi.com / agents / support-bot”

“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.”

“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”

“Private Cloud Deploy Full Audit Logging Enterprise Options On-Premise Custom SLAs 24/7 Support Learn about Enterprise Support Channel”

“MCP MCP View all integrations”

“API Reference SDK Reference”

“Apache 2.0 Open Source Run it on your own infra. The full Future AGI platform — observability, evals, experiments, guardrails — Apache 2.0 licensed.”

“Self-host for complete data sovereignty, use the managed cloud, or deploy through AWS Marketplace.”

“986 stars · 191 forks · 179 open issues”

“Customer Support Voice Agents Internal Tools RAG & Search Autonomous Agents CUA Coding Agents”

“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...”

“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”