vendor · Observability
Confident AI vs Future AGI
45 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.
Assurance
| Field | Confident AI | Future AGI |
|---|---|---|
| Insurance available | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Insurance carriers | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Coverage limits | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Indemnification | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Liability cap | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Audit trail· | Trace every LLM call, analyze tool calls, and track agent performance in real time. Inspect every trace “Trace every LLM call, analyze tool calls, and track agent performance in real time. Inspect every trace”www.confident-ai.com · checked Aug 1, 2026 | Full audit trail “Full audit trail AI Copilot · 3 Teams 24k actions · 0 leaks”futureagi.com · checked Aug 1, 2026 |
| Tamper-evident log· | no public information www.confident-ai.com · checked Aug 1, 2026 | |
| Explainability· | Inspect every trace Alert on degradation Latency & cost tracking “Inspect every trace Alert on degradation Latency & cost tracking”www.confident-ai.com · checked Aug 1, 2026 | Know why. Fix it. Ship smarter every time. “Know why. Fix it. Ship smarter every time.”futureagi.com · checked Aug 1, 2026 |
| Runtime governance· | Git-based prompt versioning Manage prompts with a git-based branching workflow synced to your codebase. Teams can work in parallel, enforce merge permissions, and gate merges with eval results. “Git-based prompt versioning Manage prompts with a git-based branching workflow synced to your codebase. Teams can work in parallel, enforce merge permissions, and gate merges with eval results.”www.confident-ai.com · checked Aug 1, 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) “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· | RBAC AND DATA MASKING Our flexible infrastructure allows data separation between projects, custom permissions control, and masking for LLM traces. “RBAC AND DATA MASKING Our flexible infrastructure allows data separation between projects, custom permissions control, and masking for LLM traces.”www.confident-ai.com · checked Aug 1, 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· | ||
| Regulatory alignment· | no public information www.confident-ai.com · checked Aug 1, 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. “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 |
| Outcome-based pricing | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Settlement mechanism | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Dispute process | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| SLA terms· | 99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible. “99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible.”www.confident-ai.com · checked Aug 1, 2026 | 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 “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 | |
| Service type· | Enterprise AI Evaluation & Observability Platform “Confident AI: Enterprise AI Evaluation & Observability Platform”www.confident-ai.com · checked Aug 1, 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 |
| Regulatory status | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Underwriting backing | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Client types· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | From ambitious startups to global enterprises, teams trust Future AGI to ship AI agents confidently. “From ambitious startups to global enterprises, teams trust Future AGI to ship AI agents confidently.”futureagi.com · checked Aug 1, 2026 |
Safety
| Field | Confident AI | Future AGI |
|---|---|---|
| Safety evaluations· | AI risk assessments In a regulated industry? Confident AI centralizes red teaming workflows so you catch risks before users do, with PDF ready assessment reports you can share with stakeholders. “AI risk assessments In a regulated industry? Confident AI centralizes red teaming workflows so you catch risks before users do, with PDF ready assessment reports you can share with stakeholders.”www.confident-ai.com · checked Aug 1, 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 “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· | 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 www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Usage restrictions· | no public information www.confident-ai.com · checked Aug 1, 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 |
| Model or system card | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Incident reporting· | no public information www.confident-ai.com · checked Aug 1, 2026 | Error Feed Surface and triage errors automatically. See exactly where and why your agent failed. “Error Feed Surface and triage errors automatically. See exactly where and why your agent failed.”futureagi.com · checked Aug 1, 2026 |
| Third-party evaluations | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Data handling· | All data is encrypted in transit and at rest, and we never use your data to train models. “All data is encrypted in transit and at rest, and we never use your data to train models.”www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
Practicality
| Field | Confident AI | Future AGI |
|---|---|---|
| Pricing model· | no public information www.confident-ai.com · checked Aug 1, 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 www.confident-ai.com · checked Aug 1, 2026 | $50/month flat - not per seat. “Pro starts at $50/month flat - not per seat.”futureagi.com · checked Aug 1, 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 | |
| Deployment options· | fully self-hosted deployment option alongside the managed cloud. You can run the entire platform in your own VPC or on-prem infrastructure “Yes. Confident AI offers a fully self-hosted deployment option alongside the managed cloud. You can run the entire platform in your own VPC or on-prem infrastructure, keeping all data within your network.”www.confident-ai.com · checked Aug 1, 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· | OpenAI, LangGraph, Opentelemetry “SDKs in Python, Typescript; 20+ integrations, including OpenAI, LangGraph, Opentelemetry, and tons of more LLM gateways.”www.confident-ai.com · checked Aug 1, 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· | United States of America (North Carolina) or the European Union (Frankfurt) “MULTI-DATA RESIDENCY Store and process data in the United States of America (North Carolina) or the European Union (Frankfurt).”www.confident-ai.com · checked Aug 1, 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 |
| Support model· | 99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible. “99.9% UPTIME SLA We offer enterprise-level guarantees for our services to ensure mission critical workflows are always accessible.”www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
Ecosystem
| Field | Confident AI | Future AGI |
|---|---|---|
| Protocols supported· | no public information www.confident-ai.com · checked Aug 1, 2026 | |
| API access· | APIs for the entire pipeline. Every part of Confident AI is exposed as an API. “AUTOMATIONS APIs for the entire pipeline. Every part of Confident AI is exposed as an API.”www.confident-ai.com · checked Aug 1, 2026 | |
| Open source· | no public information www.confident-ai.com · checked Aug 1, 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 www.confident-ai.com · checked Aug 1, 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 | Confident AI | Future AGI |
|---|---|---|
| User base· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | 986 stars · 191 forks · 179 open issues “986 stars · 191 forks · 179 open issues”futureagi.com · checked Aug 1, 2026 |
| Deployment scale· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | no public information futureagi.com · checked Aug 1, 2026 |
| Target sectors· | industries where a perfectly functional AI is not good enough. “Purpose built for industries where a perfectly functional AI is not good enough.”www.confident-ai.com · checked Aug 1, 2026 | Customer Support Voice Agents Internal Tools RAG & Search Autonomous Agents CUA Coding Agents “Customer Support Voice Agents Internal Tools RAG & Search Autonomous Agents CUA Coding Agents”futureagi.com · checked Aug 1, 2026 |
| High-risk domains· | healthcare, insurance, and financial industries. “HIPAA, SOCII COMPLIANT Our compliance standards meets the requirements of even the most regulated healthcare, insurance, and financial industries.”www.confident-ai.com · checked Aug 1, 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... “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 www.confident-ai.com · checked Aug 1, 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 “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 |