AI Dispatch
vendor · Observability

Fiddler AI vs Vocera AI

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

FieldFiddler AIVocera AI
Insurance available
Insurance carriers
Coverage limits
Indemnification
Liability cap
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
Monitor real conversations as they happen, track voice-specific quality signals, tune your LLM judges, and get alerted on what matters — all on autopilot.
Monitor real conversations as they happen, track voice-specific quality signals, tune your LLM judges, and get alerted on what matters — all on autopilot.
www.vocera.ai · checked Aug 1, 2026
Tamper-evident log
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
Cekura Insights clusters failing calls into a few root-cause fixes
Cekura Insights clusters failing calls into a few root-cause fixes
www.vocera.ai · checked Aug 1, 2026
Runtime governance·
Detects and redacts PII, PHI, and secrets on the same request: before a prompt reaches the model, and before a response reaches the developer.
The Only Inline Enforcement At The Agent’s Request And Response Path Detects and redacts PII, PHI, and secrets on the same request: before a prompt reaches the model, and before a response reaches the developer.
www.fiddler.ai · checked Aug 6, 2026
Permission scopes
Compliance certifications
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
Outcome-based pricing
Settlement mechanism
Dispute process
SLA terms
Evaluation coverage·
Forrester, The Agentic Control Plane Solutions Landscape, Q2 2026; Forrester, The Responsible AI Solutions Landscape, Q2 2026; Gartner, Market Guide for AI Evaluation and Observability Platforms, February 2026; IDC ProductScape: Worldwide Generative AI Governance Platforms, 2025
Fiddler AI Named in: Forrester, The Agentic Control Plane Solutions Landscape, Q2 2026 Forrester, The Responsible AI Solutions Landscape, Q2 2026 Gartner, Market Guide for AI Evaluation and Observability Platforms, February 2026 IDC ProductScape: Worldwide Generative AI Governance Platforms, 2025
www.fiddler.ai · checked Aug 6, 2026
Run voice evals before going live
Run voice evals before going live
www.vocera.ai · checked Aug 1, 2026
Service type·
Observability & Security
Fiddler AI: AI Control Plane for Enterprise Agents | Observability & Security
www.fiddler.ai · checked Aug 6, 2026
Cekura is a complete voice observability platform for production teams
Cekura is a complete voice observability platform for production teams
www.vocera.ai · checked Aug 1, 2026
Regulatory status
Underwriting backing·
Backed by YCombinator
Backed by YCombinator
www.vocera.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
70+ Conversational AI companies across the globe
Trusted by 70+ Conversational AI companies across the globe
www.vocera.ai · checked Aug 1, 2026

Safety

FieldFiddler AIVocera AI
Safety evaluations
Red teaming
Safety policy
Usage restrictions
Model or system card
Incident reporting
Third-party evaluations·
Forrester, The Agentic Control Plane Solutions Landscape, Q2 2026; Forrester, The Responsible AI Solutions Landscape, Q2 2026; Gartner, Market Guide for AI Evaluation and Observability Platforms, February 2026; IDC ProductScape: Worldwide Generative AI Governance Platforms, 2025
Fiddler AI Named in: Forrester, The Agentic Control Plane Solutions Landscape, Q2 2026 Forrester, The Responsible AI Solutions Landscape, Q2 2026 Gartner, Market Guide for AI Evaluation and Observability Platforms, February 2026 IDC ProductScape: Worldwide Generative AI Governance Platforms, 2025
www.fiddler.ai · checked Aug 6, 2026
Data handling·
Zero Data leaving your network
Zero Data leaving your network
www.fiddler.ai · checked Aug 6, 2026

Practicality

FieldFiddler AIVocera AI
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
Price point·
$0.002 per trace
The Developer plan is usage-based at $0.002 per trace
www.fiddler.ai · checked Aug 6, 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
Start Free Trial
Start Free Trial
www.vocera.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
Integrates directly with Synthflow Vapi Retell Cisco Five9 LiveKit Pipecat ElevenLabs
Integrates directly with Synthflow Vapi Retell Cisco Five9 LiveKit Pipecat ElevenLabs
www.vocera.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
Integrates directly with Synthflow Vapi Retell Cisco Five9 LiveKit Pipecat ElevenLabs
Integrates directly with Synthflow Vapi Retell Cisco Five9 LiveKit Pipecat ElevenLabs
www.vocera.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
Support model·
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.
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

Ecosystem

FieldFiddler AIVocera AI
Protocols supported
API access
Open source
Marketplace presence·
AWS Preferred Partner
AWS Preferred Partner Run Fiddler AI Observability securely within Amazon SageMaker Studio.
www.fiddler.ai · checked Aug 6, 2026
#1 on Product Hunt
#1 on Product Hunt
www.vocera.ai · checked Aug 1, 2026

Impact

FieldFiddler AIVocera AI
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
70+ Conversational AI companies across the globe
Trusted by 70+ Conversational AI companies across the globe
www.vocera.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.
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
Monitor real conversations as they happen
Monitor real conversations as they happen
www.vocera.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
HEALTHCARE TECHNOLOGY
HEALTHCARE TECHNOLOGY How Twin Health's Al agent delivers precision onboarding at scale with Cekura
www.vocera.ai · checked Aug 1, 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
HEALTHCARE TECHNOLOGY
HEALTHCARE TECHNOLOGY How Twin Health's Al agent delivers precision onboarding at scale with Cekura
www.vocera.ai · checked Aug 1, 2026
Documented incidents