AI Dispatch
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

FieldConfident AIFuture AGI
Insurance available
Insurance carriers
Coverage limits
Indemnification
Liability cap
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·
Full Audit Logging
Full Audit Logging
futureagi.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·
HIPAA, SOCII COMPLIANT
HIPAA, SOCII COMPLIANT
www.confident-ai.com · checked Aug 1, 2026
SOC 2 GDPR HIPAA ISO 27001
SOC 2 GDPR HIPAA ISO 27001
futureagi.com · checked Aug 1, 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.
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
Settlement mechanism
Dispute process
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·
Evals ran to date [ 0 + ]
Evals ran to date [ 0 + ]
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
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
Underwriting backing
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

FieldConfident AIFuture 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
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
Model or system card
Incident reporting·
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
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

Practicality

FieldConfident AIFuture AGI
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
Price point·
$50/month flat - not per seat.
Pro starts at $50/month flat - not per seat.
futureagi.com · checked Aug 1, 2026
Availability·
Try Now For Free
Try Now For Free
www.confident-ai.com · checked Aug 1, 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·
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

Ecosystem

FieldConfident AIFuture AGI
Protocols supported·
MCP
MCP MCP View all integrations
futureagi.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
API Reference SDK Reference
API Reference SDK Reference
futureagi.com · checked Aug 1, 2026
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

Impact

FieldConfident AIFuture 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
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·
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