vendor · Observability
Confident AI vs FoundryAI
45 fields both were evaluated on, 22 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 | FoundryAI |
|---|---|---|
| Insurance available | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Insurance carriers | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Coverage limits | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Indemnification | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Liability cap | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.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 | Every agent action is tracked, classified, and tagged—click failures, layout shifts, and misfires are never silent. “Every agent action is tracked, classified, and tagged—click failures, layout shifts, and misfires are never silent.”www.thefoundryai.com · checked Aug 1, 2026 |
| Tamper-evident log | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.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 | Every agent action is tracked, classified, and tagged—click failures, layout shifts, and misfires are never silent. “Every agent action is tracked, classified, and tagged—click failures, layout shifts, and misfires are never silent.”www.thefoundryai.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 | no public information www.thefoundryai.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 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Compliance certifications· | no public information www.thefoundryai.com · checked Aug 1, 2026 | |
| Regulatory alignment | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Outcome-based pricing | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Settlement mechanism | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Dispute process | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.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 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Evaluation coverage· | ||
| Service type· | Enterprise AI Evaluation & Observability Platform “Confident AI: Enterprise AI Evaluation & Observability Platform”www.confident-ai.com · checked Aug 1, 2026 | Enterprise Data and Simulation for AI Web Agents “Enterprise Data and Simulation for AI Web Agents”www.thefoundryai.com · checked Aug 1, 2026 |
| Regulatory status | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Underwriting backing | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.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 | Delivering the world's most advanced simulation and data engine for AI web agents. “Delivering the world's most advanced simulation and data engine for AI web agents.”www.thefoundryai.com · checked Aug 1, 2026 |
Safety
| Field | Confident AI | FoundryAI |
|---|---|---|
| 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 www.thefoundryai.com · checked Aug 1, 2026 |
| Red teaming· | no public information www.thefoundryai.com · checked Aug 1, 2026 | |
| Safety policy | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Usage restrictions | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Model or system card | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Incident reporting | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Third-party evaluations | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.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 www.thefoundryai.com · checked Aug 1, 2026 |
Practicality
| Field | Confident AI | FoundryAI |
|---|---|---|
| Pricing model | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Price point | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Availability· | no public information www.thefoundryai.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 | no public information www.thefoundryai.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 | no public information www.thefoundryai.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 | no public information www.thefoundryai.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 www.thefoundryai.com · checked Aug 1, 2026 |
Ecosystem
| Field | Confident AI | FoundryAI |
|---|---|---|
| Protocols supported | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.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 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Marketplace presence | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
Impact
| Field | Confident AI | FoundryAI |
|---|---|---|
| User base· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.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 www.thefoundryai.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 | no public information www.thefoundryai.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 | no public information www.thefoundryai.com · checked Aug 1, 2026 |
| Documented incidents | no public information www.confident-ai.com · checked Aug 1, 2026 | no public information www.thefoundryai.com · checked Aug 1, 2026 |