vendor · observability
Confident AI vs Wayfound
45 fields both were evaluated on, 29 of them different — including where one discloses something the other does not. Every value links to the document it came from. 16 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Confident AI | Wayfound |
|---|---|---|
| Audit trail· | “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 | “gives you agent scorecards, recommendations, alerts, and transcripts”www.wayfound.ai · checked Aug 1, 2026 |
| Explainability· | “Inspect every trace Alert on degradation Latency & cost tracking”www.confident-ai.com · checked Aug 1, 2026 | “real-time alerts and inline improvement suggestions”www.wayfound.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.”www.confident-ai.com · checked Aug 1, 2026 | “enforce guidelines and standards with intuitive rules”www.wayfound.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.”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Compliance certifications· | “HIPAA, SOCII COMPLIANT”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Regulatory alignment· | no public information www.confident-ai.com · checked Aug 1, 2026 | “ensuring every interaction meets your business goals”www.wayfound.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.”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Evaluation coverage· | no public information www.wayfound.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 | “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.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 | “Wayfound is for business users and product managers at companies with AI Agents”www.wayfound.ai · checked Aug 1, 2026 |
Safety
| Field | Confident AI | Wayfound |
|---|---|---|
| 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.”www.confident-ai.com · checked Aug 1, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Red teaming· | no public information www.wayfound.ai · checked Aug 1, 2026 | |
| Safety policy· | no public information www.confident-ai.com · checked Aug 1, 2026 | “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Usage restrictions· | no public information www.confident-ai.com · checked Aug 1, 2026 | “ensuring every interaction meets your business goals”www.wayfound.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.”www.confident-ai.com · checked Aug 1, 2026 | “Our enterprise agreements with foundation AI models guarantees that your data is never shared with anyone or used for model training.”www.wayfound.ai · checked Aug 1, 2026 |
Practicality
| Field | Confident AI | Wayfound |
|---|---|---|
| Pricing model· | no public information www.confident-ai.com · checked Aug 1, 2026 | “Wayfound offers 3 pricing tiers: an introductory “AI Innovator” plan, that lets you try out Wayfound for a nominal fee, an “AI Growth” plan, that lets you scale your Wayfound Supervisor’s reach, and our “Enterprise Plan” for production level Agent Supervision.”www.wayfound.ai · checked Aug 1, 2026 |
| Price point· | no public information www.confident-ai.com · checked Aug 1, 2026 | “Up to date pricing information can be found on our Pricing page .”www.wayfound.ai · checked Aug 1, 2026 |
| Availability· | “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.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 | “Wayfound’s pricing and go-to-market model assume a cloud-based delivery model. If your use case requires on prem deployment, please reach out to your Wayfound account team to discuss options.”www.wayfound.ai · 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 | “connect Agents built on many different platforms as well as pre-built 3rd party Agents (such as Intercom Fin, Qualified Piper, etc)”www.wayfound.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 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | no public information www.wayfound.ai · 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.”www.confident-ai.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | no public information www.wayfound.ai · checked Aug 1, 2026 |
Ecosystem
| Field | Confident AI | Wayfound |
|---|---|---|
| Protocols supported· | no public information www.confident-ai.com · checked Aug 1, 2026 | “integration flexibility including its own MCP server”www.wayfound.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 | “securely connected with the Wayfound Supervisor with just one line of code”www.wayfound.ai · checked Aug 1, 2026 |
| Marketplace presence· | no public information www.confident-ai.com · checked Aug 1, 2026 |
Impact
| Field | Confident AI | Wayfound |
|---|---|---|
| User base· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | “Trusted by innovative startups and established industry leaders.”www.wayfound.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 | “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.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 | |
| 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 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
Disclosed by neither
Both Confident AI and Wayfound publish nothing on these 16 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 16 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Open source
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- Regulatory status
- Underwriting backing
Questions
- How do Confident AI and Wayfound compare on supported regions?
- Confident AI: United States of America (North Carolina) or the European Union (Frankfurt). Wayfound: no public information disclosed.