vendor · observability
Future AGI vs Langfuse
49 fields both were evaluated on, 33 of them different — including where one discloses something the other does not. Every value links to the document it came from. 16 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Future AGI | Langfuse |
|---|---|---|
| Audit trail· | Full audit trail “Full audit trail AI Copilot · 3 Teams 24k actions · 0 leaks”futureagi.com · checked Aug 1, 2026 | “Hierarchical traces capture every LLM call, tool invocation, and retrieval step.”langfuse.com · checked Aug 11, 2026 |
| Explainability· | no public information langfuse.com · checked Aug 11, 2026 | |
| Runtime governance· | “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 | no public information langfuse.com · checked Aug 11, 2026 |
| Permission scopes· | 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 | Data is scoped per-project with project-scoped API keys, and requests are authorized via role-based access control before queries run. “All product data is scoped to a project. Every record is associated with a projectId , API keys are project-scoped, and authenticated requests are authorized through RBAC before queries are made”langfuse.com · checked Sep 2, 2026 |
| Compliance certifications· | SOC 2 Type II, ISO 27001, EU & US data regions, a HIPAA-ready region, GDPR; government hardening described as coming soon “SOC 2 Type II & ISO 27001 EU & US Data Regions HIPAA-ready region Hardening for Gov (soon) GDPR”langfuse.com · checked Sep 12, 2026 | |
| Regulatory alignment· | “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 | Langfuse states it is GDPR compliant with data retention, masking and deletion capabilities “Langfuse is GDPR compliant, and offers data retention, data masking and data deletion capabilities to manage the processing of personal data”langfuse.com · checked Aug 26, 2026 |
| SLA terms· | Custom SLAs 24/7 Support “Enterprise Options On-Premise Custom SLAs 24/7 Support”futureagi.com · checked Aug 1, 2026 | |
| Evaluation coverage· | “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 | no public information langfuse.com · checked Aug 11, 2026 |
| Self-reported performance· | no public information futureagi.com · checked Aug 29, 2026 | Vendor claims Langfuse v4 delivers up to 165x faster performance (self-reported). “Langfuse v4 is here: real-time, up to 165× faster”langfuse.com · checked Aug 10, 2026 |
| Service type· | 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 | Future AGI | Langfuse |
|---|---|---|
| Safety evaluations· | “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 | no public information langfuse.com · checked Aug 11, 2026 |
| Red teaming· | 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 | no public information langfuse.com · checked Aug 11, 2026 |
| Usage restrictions· | 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 | no public information langfuse.com · checked Aug 11, 2026 |
| Incident reporting· | “Error Feed Surface and triage errors automatically. See exactly where and why your agent failed.”futureagi.com · checked Aug 1, 2026 | Vulnerability disclosure runs through Bugcrowd, plus a whistleblowing channel. “Reporting: Clear channels for responsible disclosure through Bugcrowd and Whistleblowing”langfuse.com · checked Sep 2, 2026 |
| Third-party evaluations· | no public information futureagi.com · checked Aug 1, 2026 | Undergoes annual third-party penetration testing in addition to its SOC 2 Type II and ISO 27001 audits. “is covered by SOC 2 Type II and ISO 27001 audits, and undergoes annual third-party penetration tests”langfuse.com · checked Sep 2, 2026 |
| Data handling· | no public information futureagi.com · checked Aug 1, 2026 | Langfuse states it is GDPR compliant with data retention, masking and deletion capabilities “Langfuse is GDPR compliant, and offers data retention, data masking and data deletion capabilities to manage the processing of personal data”langfuse.com · checked Aug 26, 2026 |
Practicality
| Field | Future AGI | Langfuse |
|---|---|---|
| Pricing model· | 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 | Usage-based free tier (50k observations/month) with no credit card required; paid tiers not detailed on this page “Free tier: 50k observations/month . No credit card required.”langfuse.com · checked Aug 11, 2026 |
| Price point· | $50/month flat - not per seat. “Pro starts at $50/month flat - not per seat.”futureagi.com · checked Aug 1, 2026 | Free tier: 50k observations/month, no credit card required “Free tier: 50k observations/month . No credit card required.”langfuse.com · checked Aug 11, 2026 |
| Availability· | Try for Free Self-host it “Try for Free Self-host it futureagi.com / agents / support-bot”futureagi.com · checked Aug 1, 2026 | Generally available: a fully managed multi-tenant cloud service, actively used at scale. “Langfuse Cloud is a fully managed, multi-tenant SaaS deployment”langfuse.com · checked Sep 2, 2026 |
| Deployment options· | 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 | Self-hosts at scale via Docker Compose, Kubernetes (Helm), or Terraform on AWS/GCP/Azure “Self-host at scale Docker Compose Kubernetes (Helm) AWS (Terraform) GCP (Terraform) Azure (Terraform)”langfuse.com · checked Aug 11, 2026 |
| Integrations· | 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 | 100+ integrations across languages, agent frameworks, and model providers “Additionally, 100+ integrations make getting started even easier.”langfuse.com · checked Aug 11, 2026 |
| Supported regions· | 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 | EU and US data regions, with a HIPAA-ready region “EU & US Data Regions HIPAA-ready region”langfuse.com · checked Aug 11, 2026 |
Ecosystem
| Field | Future AGI | Langfuse |
|---|---|---|
| Protocols supported· | Ships a Platform MCP Server for IDE agents and is OpenTelemetry-native “Platform MCP Server Structured access for IDE agents to manage prompts, query traces, and use Langfuse data.”langfuse.com · checked Aug 11, 2026 | |
| API access· | ||
| Open source· | 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· | 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 | no public information langfuse.com · checked Aug 11, 2026 |
Impact
| Field | Future AGI | Langfuse |
|---|---|---|
| User base· | Used by 21 of Fortune 50; 90B+ observations/month; 100,000+ engineers building on Langfuse “Used by 21 of Fortune 50 90B+ observations/month 100,000+ engineers building on Langfuse”langfuse.com · checked Sep 3, 2026 | |
| Deployment scale· | no public information futureagi.com · checked Aug 1, 2026 | Processes over 90 billion observations per month, up from a previously reported 10+ billion. “90B+ observations/month”langfuse.com · checked Sep 3, 2026 |
| Target sectors· | “Customer Support Voice Agents Internal Tools RAG & Search Autonomous Agents CUA Coding Agents”futureagi.com · checked Aug 1, 2026 | no public information langfuse.com · checked Aug 11, 2026 |
| High-risk domains· | “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 | no public information langfuse.com · checked Aug 11, 2026 |
| Documented incidents· | “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 | no public information langfuse.com · checked Aug 11, 2026 |
| Market recognition· | no public information futureagi.com · checked Aug 29, 2026 | Vendor states its platform is used by 21 of the Fortune 50 companies. “Used by 21 of Fortune 50”langfuse.com · checked Aug 10, 2026 |
Disclosed by neither
Both Future AGI and Langfuse publish nothing on these 16 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 16 identical table rows. Each is shown with its source check on the individual profiles.
- Support model
- Safety policy
- Model or system card
- 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 Future AGI and Langfuse compare on deployment scale?
- Future AGI: no public information disclosed. Langfuse: Processes over 90 billion observations per month, up from a previously reported 10+ billion..
- How do Future AGI and Langfuse compare on market recognition?
- Future AGI: no public information disclosed. Langfuse: Vendor states its platform is used by 21 of the Fortune 50 companies..
- How do Future AGI and Langfuse compare on pricing model?
- Future AGI: Free plan available for small teams. Pro starts at $50/month flat - not per seat.. Langfuse: Usage-based free tier (50k observations/month) with no credit card required; paid tiers not detailed on this page.
- How do Future AGI and Langfuse compare on price point?
- Future AGI: $50/month flat - not per seat.. Langfuse: Free tier: 50k observations/month, no credit card required.
- How do Future AGI and Langfuse compare on availability?
- Future AGI: Try for Free Self-host it. Langfuse: Generally available: a fully managed multi-tenant cloud service, actively used at scale..
- How do Future AGI and Langfuse compare on deployment options?
- Future AGI: Self-host for complete data sovereignty, use the managed cloud, or deploy through AWS Marketplace.. Langfuse: Self-hosts at scale via Docker Compose, Kubernetes (Helm), or Terraform on AWS/GCP/Azure.