vendor · Observability
Confident AI vs NOFireAI
45 fields both were evaluated on, 24 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 | NOFireAI |
|---|---|---|
| Insurance available | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Insurance carriers | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Coverage limits | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Indemnification | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Liability cap | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · 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 | Every agent action signed and replayable “Every agent action signed and replayable”nofire.ai · checked Aug 1, 2026 |
| Tamper-evident log | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · 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 | Scores each change against your real topology before it ships “Scores each change against your real topology before it ships”nofire.ai · 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 | Gate every action at runtime. Checks every autonomous agent action against your policy at runtime “Gate every action at runtime. Checks every autonomous agent action against your policy at runtime”nofire.ai · 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 | |
| Compliance certifications· | SOC 2 Type II · GDPR · ISO 27001 in progress “SOC 2 Type II · GDPR · ISO 27001 in progress”nofire.ai · checked Aug 1, 2026 | |
| Regulatory alignment· | no public information www.confident-ai.com · checked Aug 1, 2026 | SOC 2 Type II · GDPR · ISO 27001 in progress “SOC 2 Type II · GDPR · ISO 27001 in progress”nofire.ai · checked Aug 1, 2026 |
| Outcome-based pricing | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Settlement mechanism | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Dispute process | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · 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 | no public information nofire.ai · checked Aug 1, 2026 |
| Evaluation coverage· | 89% root-cause accuracy on the AI SRE Benchmark “89% root-cause accuracy on the AI SRE Benchmark”nofire.ai · 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 | NOFire | AI SRE: The Context & Control Model for Production “NOFire | AI SRE: The Context & Control Model for Production”nofire.ai · checked Aug 1, 2026 |
| Regulatory status | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Underwriting backing | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Client types· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 |
Safety
| Field | Confident AI | NOFireAI |
|---|---|---|
| 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 | no public information nofire.ai · checked Aug 1, 2026 |
| Red teaming· | no public information nofire.ai · checked Aug 1, 2026 | |
| Safety policy | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Usage restrictions | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Model or system card | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Incident reporting | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Third-party evaluations· | no public information www.confident-ai.com · checked Aug 1, 2026 | Recognised · Gartner Market Guide, 2026 “Recognised · Gartner Market Guide, 2026”nofire.ai · 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 | PII redaction before any model call “PII redaction before any model call”nofire.ai · checked Aug 1, 2026 |
Practicality
| Field | Confident AI | NOFireAI |
|---|---|---|
| Pricing model | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Price point | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Availability· | no public information nofire.ai · 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 | |
| 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 | Kubernetes, AWS and cloud, CI, code, and observability “Kubernetes, AWS and cloud, CI, code, and observability”nofire.ai · 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 | |
| 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 nofire.ai · checked Aug 1, 2026 |
Ecosystem
| Field | Confident AI | NOFireAI |
|---|---|---|
| Protocols supported | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · 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 | no public information nofire.ai · checked Aug 1, 2026 |
| Open source | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
| Marketplace presence | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |
Impact
| Field | Confident AI | NOFireAI |
|---|---|---|
| User base· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · 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 nofire.ai · 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 | no public information nofire.ai · 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 | no public information nofire.ai · checked Aug 1, 2026 |
| Documented incidents | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information nofire.ai · checked Aug 1, 2026 |