vendor · observability
Fiddler AI vs Wayfound
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. 21 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Fiddler AI | Wayfound |
|---|---|---|
| Audit trail· | Every enforcement decision is recorded with who triggered it and what happened, giving you audit evidence ready for GRC standards and AI regulations. “Auditable Governance Every enforcement decision is recorded with who triggered it and what happened, giving you audit evidence ready for GRC standards and AI regulations.”www.fiddler.ai · checked Aug 6, 2026 | “gives you agent scorecards, recommendations, alerts, and transcripts”www.wayfound.ai · checked Aug 1, 2026 |
| Explainability· | See every action, token, and dollar by user and team for fleet-wide intelligence “See the performance of all your agents in a single pane of glass. See every action, token, and dollar by user and team for fleet-wide intelligence”www.fiddler.ai · checked Aug 6, 2026 | “real-time alerts and inline improvement suggestions”www.wayfound.ai · checked Aug 1, 2026 |
| Runtime governance· | Fiddler Guardrails enforce policy inline, at the agent's request and response path, in under 80ms, so violations are stopped before data ever leaves your network “Fiddler Guardrails enforce policy inline, at the agent's request and response path, in under 80ms, so violations are stopped before data ever leaves your network, not flagged after the fact.”www.fiddler.ai · checked Aug 6, 2026 | “enforce guidelines and standards with intuitive rules”www.wayfound.ai · checked Aug 1, 2026 |
| Compliance certifications· | Fiddler states it complies with HIPAA “Fiddler is in compliance with the U.S. Health Insurance and Accountability Act (HIPAA)”www.fiddler.ai · checked Aug 26, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Regulatory alignment· | audit evidence ready for GRC standards and AI regulations “Auditable Governance Every enforcement decision is recorded with who triggered it and what happened, giving you audit evidence ready for GRC standards and AI regulations.”www.fiddler.ai · checked Aug 6, 2026 | “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Service type· | no public information www.fiddler.ai · checked Aug 6, 2026 | “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.ai · checked Aug 1, 2026 |
| Client types· | software and AI engineers, data scientists, platform and DevOps teams, and security and compliance teams “Who uses Fiddler AI? Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government . Within these organizations, the typical users are software and AI engineers, data scientists, platform and DevOps teams, and security and compliance teams responsible for keeping agents and predictive models accurate, safe, and compliant across their lifecycle.”www.fiddler.ai · checked Aug 6, 2026 | “Wayfound is for business users and product managers at companies with AI Agents”www.wayfound.ai · checked Aug 1, 2026 |
Safety
| Field | Fiddler AI | Wayfound |
|---|---|---|
| Safety policy· | no public information www.fiddler.ai · checked Aug 6, 2026 | “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Usage restrictions· | no public information www.fiddler.ai · checked Aug 6, 2026 | “ensuring every interaction meets your business goals”www.wayfound.ai · checked Aug 1, 2026 |
| Data handling· | “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 | Fiddler AI | Wayfound |
|---|---|---|
| Pricing model· | usage-based at $0.002 per trace “We offer three plans, and we work with customers to find the right fit based on their specific use cases and needs, rather than a one-size-fits-all package. The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency , protecting against hallucinations, toxicity, PII/PHI, prompt injection, and jailbreak attempts. The Developer plan is usage-based at $0.002 per trace and adds unified observability for agentic and predictive systems, custom evaluators, and SSO. The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”www.fiddler.ai · checked Aug 6, 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· | $0.002 per trace “The Developer plan is usage-based at $0.002 per trace”www.fiddler.ai · checked Aug 6, 2026 | “Up to date pricing information can be found on our Pricing page .”www.wayfound.ai · checked Aug 1, 2026 |
| Availability· | Free plan, Developer plan, Enterprise plan “We offer three plans, and we work with customers to find the right fit based on their specific use cases and needs, rather than a one-size-fits-all package. The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency , protecting against hallucinations, toxicity, PII/PHI, prompt injection, and jailbreak attempts. The Developer plan is usage-based at $0.002 per trace and adds unified observability for agentic and predictive systems, custom evaluators, and SSO. The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”www.fiddler.ai · checked Aug 6, 2026 | “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.ai · checked Aug 1, 2026 |
| Deployment options· | SaaS, VPC, or on-premises “The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”www.fiddler.ai · checked Aug 6, 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· | Azure OpenAI, Amazon Bedrock, LangGraph, and 100+ other providers “Fiddler is model- and cloud-agnostic, working across Azure OpenAI, Amazon Bedrock, LangGraph, and 100+ other providers”www.fiddler.ai · checked Aug 6, 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· | AWS GovCloud “Built for the Enterprise and Government Security and scale in SaaS, VPC, and AWS GovCloud.”www.fiddler.ai · checked Aug 6, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
| Support model· | White-glove support at every stage of your AI journey, backed by our engineering and data science expertise “Customer Centric White-glove support at every stage of your AI journey, backed by our engineering and data science expertise to align AI deployments with business outcomes.”www.fiddler.ai · checked Aug 6, 2026 | no public information www.wayfound.ai · checked Aug 1, 2026 |
Ecosystem
| Field | Fiddler AI | Wayfound |
|---|---|---|
| Protocols supported· | no public information www.fiddler.ai · checked Aug 6, 2026 | “integration flexibility including its own MCP server”www.wayfound.ai · checked Aug 1, 2026 |
| API access· | no public information www.fiddler.ai · checked Aug 6, 2026 | “securely connected with the Wayfound Supervisor with just one line of code”www.wayfound.ai · checked Aug 1, 2026 |
| Marketplace presence· | AWS Preferred Partner “AWS Preferred Partner Run Fiddler AI Observability securely within Amazon SageMaker Studio.”www.fiddler.ai · checked Aug 6, 2026 |
Impact
| Field | Fiddler AI | Wayfound |
|---|---|---|
| User base· | Fortune 100 organizations “Fortune 100 organizations use Fiddler to deliver high performance agentic and predictive applications, protect from costly risks, and maximize ROI.”www.fiddler.ai · checked Aug 6, 2026 | “Trusted by innovative startups and established industry leaders.”www.wayfound.ai · checked Aug 1, 2026 |
| Deployment scale· | “Fortune 100 organizations use Fiddler to deliver high performance agentic and predictive applications, protect from costly risks, and maximize ROI.”www.fiddler.ai · checked Aug 6, 2026 | “Wayfound is the world’s first AI Agent supervision platform”www.wayfound.ai · checked Aug 1, 2026 |
| Target sectors· | financial services, healthcare, insurance, and government “Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government .”www.fiddler.ai · checked Aug 6, 2026 | |
| High-risk domains· | financial services, healthcare, insurance, and government “Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government .”www.fiddler.ai · checked Aug 6, 2026 |
Disclosed by neither
Both Fiddler AI and Wayfound publish nothing on these 21 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 21 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Open source
- Safety evaluations
- Red teaming
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Permission scopes
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage
- Regulatory status
- Underwriting backing
Questions
- How do Fiddler AI and Wayfound compare on supported regions?
- Fiddler AI: AWS GovCloud. Wayfound: no public information disclosed.
- How do Fiddler AI and Wayfound compare on support model?
- Fiddler AI: White-glove support at every stage of your AI journey, backed by our engineering and data science expertise. Wayfound: no public information disclosed.
- How do Fiddler AI and Wayfound compare on compliance certifications?
- Fiddler AI: Fiddler states it complies with HIPAA. Wayfound: no public information disclosed.