vendor · observability
Confident AI vs Cekura (formerly Vocera AI)
49 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. 27 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Confident AI | Cekura (formerly Vocera AI) |
|---|---|---|
| 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 | no public information www.vocera.ai · checked Aug 18, 2026 |
| Explainability· | “Inspect every trace Alert on degradation Latency & cost tracking”www.confident-ai.com · checked Aug 1, 2026 | no public information www.vocera.ai · checked Sep 16, 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 | no public information www.vocera.ai · checked Aug 6, 2026 |
| Permission scopes· | Offers granular permissions via RBAC, project isolation, and data masking for LLM traces. “Granular permissions. RBAC · Project isolation · Data maskin”www.confident-ai.com · checked Sep 23, 2026 | no public information www.vocera.ai · checked Aug 6, 2026 |
| Compliance certifications· | SOC 2 Type II compliant; also advertises HIPAA and GDPR alignment alongside multi-region data residency. “Confident AI is SOC 2 Type II compliant and offers both cloud and on-prem deployment.”www.confident-ai.com · checked Sep 23, 2026 | States its security and compliance infrastructure includes HIPAA, SOC 2, and GDPR "as defaults." “The security and compliance infrastructure voice AI demands: HIPAA, SOC 2, and GDPR, not as checkboxes but as defaults.”www.vocera.ai · checked Sep 9, 2026 |
| SLA terms· | Advertises a 99.9% uptime SLA with enterprise-grade availability. “99.9% uptime SLA. Enterprise-grade availability”www.confident-ai.com · checked Sep 23, 2026 | no public information www.vocera.ai · checked Aug 6, 2026 |
| Evaluation coverage· | Vendor runs synthetic conversation suites against a customer's agent before go-live. This is the vendor's own testing product, not an independent assessment of the vendor. “Run thousands of synthetic conversations before go-live.”www.vocera.ai · checked Aug 18, 2026 | |
| Service type· | Enterprise AI Evaluation & Observability Platform “Confident AI: Enterprise AI Evaluation & Observability Platform”www.confident-ai.com · checked Aug 1, 2026 | Automated QA and reliability testing for voice and chat AI agents; the vendor now describes itself as "the reliability layer for voice agents" under the name Cekura. “The reliability layer for voice agents.”www.vocera.ai · checked Aug 18, 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.vocera.ai · checked Aug 18, 2026 |
Safety
| Field | Confident AI | Cekura (formerly Vocera AI) |
|---|---|---|
| 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.vocera.ai · checked Aug 6, 2026 |
| Red teaming· | Offers adversarial red-teaming that probes agents for jailbreaks, leaks, and off-script behavior. “Adversarial red-teaming Probe for jailbreaks, leaks, and off-script behavior.”www.vocera.ai · checked Sep 9, 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 | no public information www.vocera.ai · checked Aug 6, 2026 |
Practicality
| Field | Confident AI | Cekura (formerly Vocera AI) |
|---|---|---|
| Availability· | Page offers both a demo booking and a free-trial signup; no release stage or waitlist is stated on the page checked. “Book a Demo Start Free Trial”www.vocera.ai · checked Sep 16, 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.vocera.ai · checked Aug 6, 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 | States it integrates with customers' existing tools and platforms. “Cekura integrates with your existing tools and platforms, letting teams scale AI without disrupting workflows.”www.vocera.ai · checked Sep 9, 2026 |
| Supported regions· | Multi-region data residency across us_west_1, us_east_1, eu_central_1, uk_south_1, jp_east_1, ca_central_1 and au_southeast_1, plus on-prem/AWS/Azure/GCP deployment. “Multi-region residency · HIPAA · GDPR”www.confident-ai.com · checked Sep 23, 2026 | no public information www.vocera.ai · checked Aug 6, 2026 |
Ecosystem
| Field | Confident AI | Cekura (formerly Vocera AI) |
|---|---|---|
| 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.vocera.ai · checked Aug 6, 2026 |
Impact
| Field | Confident AI | Cekura (formerly Vocera AI) |
|---|---|---|
| User base· | 500+ LEADING AI COMPANIES “TRUSTED BY 500+ LEADING AI COMPANIES”www.confident-ai.com · checked Aug 1, 2026 | no public information www.vocera.ai · checked Aug 18, 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.vocera.ai · checked Aug 6, 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 | Healthcare, via a named customer deploying a patient-onboarding agent; no other sector is named on the page checked “Twin Health “ Cekura lets our AI agent deliver precision onboarding at scale. We test every release against thousands of synthetic patients before it ever reaches a real one. ” ”www.vocera.ai · checked Aug 18, 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 23, 2026 and this quote was not there. How we re-check citations | Healthcare - the vendor publishes a customer testimonial (Twin Health) describing testing against thousands of synthetic patients “Twin Health “ Cekura lets our AI agent deliver precision onboarding at scale. We test every release against thousands of synthetic patients before it ever reaches a real one. ” ”www.vocera.ai · checked Aug 18, 2026 |
| Market recognition· | no public information www.confident-ai.com · checked Aug 29, 2026 | Named customer case studies/testimonials from Confido Health, Kastle, and Twin Health “Confido Health “ We set up key metrics on Cekura and could easily compare between our old and new stack. Zero regression on key workflows, every node and integration preserved post-migration. ” – Vichar Shroff , Co-founder & CPO Kastle “ Cekura has become a critical part of our development pipeline. Now we don't ship any agents to production without first aggressively testing them on Cekura. ” – Rishi Chowdhary , CEO, Kastle Twin Health “ Cekura lets our AI agent deliver precision onboarding at scale. We test every release against thousands of synthetic patients before it ever reaches a real one. ” ”www.vocera.ai · checked Aug 18, 2026 |
Disclosed by neither
Both Confident AI and Cekura (formerly Vocera AI) publish nothing on these 27 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 27 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Pricing model
- Price point
- Support model
- Protocols supported
- Open source
- Marketplace presence
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Own liability cover
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- Self-reported performance
- Regulatory status
- Underwriting backing
Questions
- How do Confident AI and Cekura (formerly Vocera AI) compare on user base?
- Confident AI: 500+ LEADING AI COMPANIES. Cekura (formerly Vocera AI): no public information disclosed.
- How do Confident AI and Cekura (formerly Vocera AI) compare on deployment scale?
- Confident AI: 500+ LEADING AI COMPANIES. Cekura (formerly Vocera AI): no public information disclosed.
- How do Confident AI and Cekura (formerly Vocera AI) compare on target sectors?
- Confident AI: industries where a perfectly functional AI is not good enough.. Cekura (formerly Vocera AI): Healthcare, via a named customer deploying a patient-onboarding agent; no other sector is named on the page checked.
- How do Confident AI and Cekura (formerly Vocera AI) compare on high-risk domains?
- Confident AI: healthcare, insurance, and financial industries.. Cekura (formerly Vocera AI): Healthcare - the vendor publishes a customer testimonial (Twin Health) describing testing against thousands of synthetic patients.
- How do Confident AI and Cekura (formerly Vocera AI) compare on market recognition?
- Confident AI: no public information disclosed. Cekura (formerly Vocera AI): Named customer case studies/testimonials from Confido Health, Kastle, and Twin Health.
- How do Confident AI and Cekura (formerly Vocera AI) compare on deployment options?
- Confident AI: fully self-hosted deployment option alongside the managed cloud. You can run the entire platform in your own VPC or on-prem infrastructure. Cekura (formerly Vocera AI): no public information disclosed.