vendor · Observability
Confident AI vs Coval (YC S24)
45 fields both were evaluated on, 25 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 | Coval (YC S24) |
|---|---|---|
| Insurance available | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Insurance carriers | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Coverage limits | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Indemnification | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Liability cap | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · 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 | Agent Behaviors to Evaluate The moments that make or break the call. “Agent Behaviors to Evaluate The moments that make or break the call.”www.coval.dev · checked Aug 1, 2026 |
| Tamper-evident log | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · 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 | Explanation The agent proceeded with account-level requests without completing the required identity verification steps. “Explanation The agent proceeded with account-level requests without completing the required identity verification steps.”www.coval.dev · 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 | Protect the account. Prove identity verification holds before an agent shares sensitive information or takes action. “Protect the account. Prove identity verification holds before an agent shares sensitive information or takes action.”www.coval.dev · 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 | Identity Verified No Human Review Yes No “Identity Verified No Human Review Yes No”www.coval.dev · checked Aug 1, 2026 |
| Compliance certifications· | SOC 2 Type II Secure, compliant data management across all systems. In Progress GDPR Data processed and stored in compliance with European regulation. HIPAA Built to handle Protected Health Information compliantly. “SOC 2 Type II Secure, compliant data management across all systems. In Progress GDPR Data processed and stored in compliance with European regulation. HIPAA Built to handle Protected Health Information compliantly.”www.coval.dev · checked Aug 1, 2026 | |
| Regulatory alignment· | no public information www.confident-ai.com · checked Aug 1, 2026 | In Progress GDPR Data processed and stored in compliance with European regulation. HIPAA Built to handle Protected Health Information compliantly. “In Progress GDPR Data processed and stored in compliance with European regulation. HIPAA Built to handle Protected Health Information compliantly.”www.coval.dev · checked Aug 1, 2026 |
| Outcome-based pricing | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Settlement mechanism | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Dispute process | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · 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 www.coval.dev · checked Aug 1, 2026 |
| Evaluation coverage· | Coval gives teams the voice AI testing, evals, and QA loop “Coval gives teams the voice AI testing, evals, and QA loop”www.coval.dev · 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 | Voice AI Testing & Evaluation Platform “Voice AI Testing & Evaluation Platform | Coval”www.coval.dev · checked Aug 1, 2026 |
| Regulatory status | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Underwriting backing· | no public information www.confident-ai.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 | no public information www.coval.dev · checked Aug 1, 2026 |
Safety
| Field | Confident AI | Coval (YC S24) |
|---|---|---|
| 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 | Coval gives teams the voice AI testing, evals, and QA loop “Coval gives teams the voice AI testing, evals, and QA loop”www.coval.dev · checked Aug 1, 2026 |
| Red teaming· | Simulate Run thousands of realistic conversations before launch. “Simulate Run thousands of realistic conversations before launch.”www.coval.dev · checked Aug 1, 2026 | |
| Safety policy | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Usage restrictions | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Model or system card | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Incident reporting | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Third-party evaluations | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · 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 | SOC 2 Type II Secure, compliant data management across all systems. “SOC 2 Type II Secure, compliant data management across all systems.”www.coval.dev · checked Aug 1, 2026 |
Practicality
| Field | Confident AI | Coval (YC S24) |
|---|---|---|
| Pricing model | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Price point | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Availability· | ||
| 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 | no public information www.coval.dev · 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 | |
| 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 | European regulation “In Progress GDPR Data processed and stored in compliance with European regulation.”www.coval.dev · 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 www.coval.dev · checked Aug 1, 2026 |
Ecosystem
| Field | Confident AI | Coval (YC S24) |
|---|---|---|
| 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 | no public information www.coval.dev · checked Aug 1, 2026 |
| Open source | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
| Marketplace presence | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |
Impact
| Field | Confident AI | Coval (YC S24) |
|---|---|---|
| User base· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | teams putting voice AI in front of millions of customers “Trusted by teams putting voice AI in front of millions of customers.”www.coval.dev · checked Aug 1, 2026 |
| Deployment scale· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | 3.1M Evaluation metrics run weekly “3.1M Evaluation metrics run weekly”www.coval.dev · 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 | the world's most regulated industries “Trusted across the world's most regulated industries”www.coval.dev · 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 | the world's most regulated industries “Trusted across the world's most regulated industries”www.coval.dev · checked Aug 1, 2026 |
| Documented incidents | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.coval.dev · checked Aug 1, 2026 |