vendor · observability
Coval (YC S24) vs Edwin AI
49 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. 20 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Coval (YC S24) | Edwin AI |
|---|---|---|
| Own liability cover· | no public information status.coval.dev · checked Aug 29, 2026 | Trust center quick-summary confirms the vendor (LogicMonitor) has cyber insurance “Has cyber insurance”trust.logicmonitor.com · checked Aug 29, 2026 |
| Audit trail· | “Agent Behaviors to Evaluate The moments that make or break the call.”www.coval.dev · checked Aug 1, 2026 | Vendor states the agent executes across the customer environment with governance and audit logging in place “executes it across your environment with full governance and audit logging in place”www.logicmonitor.com · checked Aug 6, 2026 |
| Explainability· | “Explanation The agent proceeded with account-level requests without completing the required identity verification steps.”www.coval.dev · checked Aug 1, 2026 | “Turn fragmented cross-domain event noise into explainable, guided action.”www.logicmonitor.com · checked Aug 6, 2026 |
| Runtime governance· | “Protect the account. Prove identity verification holds before an agent shares sensitive information or takes action.”www.coval.dev · checked Aug 1, 2026 | “Execute governed, closed-loop remediation across automation playbooks.”www.logicmonitor.com · checked Aug 6, 2026 |
| Permission scopes· | no public information www.logicmonitor.com · checked Aug 6, 2026 | |
| Compliance certifications· | “SOC 2 Type II Secure, compliant data management across all systems. In Progress GDPR Data processed and stored in compliance with European regulation. HIPAA Built to handle Protected Health Information compliantly.”www.coval.dev · 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 | Parent company LogicMonitor's trust center lists SOC 2 Type II, SOC 3, ISO 27001/27017/27018, IRAP, CSA, SIG, and FedRAMP Moderate “SOC 2 Type II SOC 3 ISO 27001 ISO 27017 ISO 27018 IRAP CSA SIG FedRAMP Moderate”trust.logicmonitor.com · checked Aug 29, 2026 |
| Regulatory alignment· | “In Progress GDPR Data processed and stored in compliance with European regulation. HIPAA Built to handle Protected Health Information compliantly.”www.coval.dev · 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 | Trust center badges include CCPA, GDPR, and ICO registration “CCPA GDPR ICO Registered”trust.logicmonitor.com · checked Aug 29, 2026 |
| SLA terms· | no public information www.coval.dev · checked Aug 1, 2026 | |
| Evaluation coverage· | “Coval gives teams the voice AI testing, evals, and QA loop”www.coval.dev · checked Aug 1, 2026 | no public information www.logicmonitor.com · checked Aug 6, 2026 |
| Self-reported performance· | no public information status.coval.dev · checked Aug 29, 2026 | Customer-attributed stat: Edwin AI cut noise by 90% and ITSM incidents by 76% (Nexon); also cites 313% ROI, 3,000+ integrations, 100% bi-directional ITSM sync ““Edwin AI cut noise by 90% & ITSM incidents by 76%, enabling better customer service.””www.logicmonitor.com · checked Aug 18, 2026 |
| Service type· | Voice AI Testing & Evaluation Platform “Voice AI Testing & Evaluation Platform | Coval”www.coval.dev · checked Aug 1, 2026 | “Edwin AI: The AIOps Agent for Fast Incident Resolution - LogicMonitor”www.logicmonitor.com · checked Aug 6, 2026 |
| Underwriting backing· |
Safety
| Field | Coval (YC S24) | Edwin AI |
|---|---|---|
| Safety evaluations· | “Coval gives teams the voice AI testing, evals, and QA loop”www.coval.dev · checked Aug 1, 2026 | no public information www.logicmonitor.com · checked Aug 6, 2026 |
| Red teaming· | “Simulate Run thousands of realistic conversations before launch.”www.coval.dev · checked Aug 1, 2026 | no public information www.logicmonitor.com · checked Aug 6, 2026 |
| Safety policy· | no public information www.coval.dev · checked Aug 1, 2026 | “Purpose-built security for the hybrid observability and AI era.”www.logicmonitor.com · checked Aug 6, 2026 |
| Incident reporting· | no public information www.coval.dev · checked Aug 1, 2026 | Parent company LogicMonitor publishes a bug bounty/vulnerability disclosure program and a dedicated security contact. “please contact us at security@logicmonitor.com”trust.logicmonitor.com · checked Sep 5, 2026 |
| Data handling· | “SOC 2 Type II Secure, compliant data management across all systems.”www.coval.dev · 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 | Trust center confirms customer data is deleted on request “Deletes customer data on request”trust.logicmonitor.com · checked Aug 29, 2026 |
Practicality
| Field | Coval (YC S24) | Edwin AI |
|---|---|---|
| Availability· | no public information www.coval.dev · checked Aug 1, 2026 | “Try it free Request Your Edwin AI Demo”www.logicmonitor.com · checked Aug 6, 2026 |
| Deployment options· | no public information www.coval.dev · checked Aug 1, 2026 | “Full visibility across your entire hybrid estate”www.logicmonitor.com · checked Aug 6, 2026 |
| Integrations· | no public information www.logicmonitor.com · checked Aug 6, 2026 | |
| Supported regions· | European regulation “In Progress GDPR Data processed and stored in compliance with European regulation.”www.coval.dev · 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.logicmonitor.com · checked Aug 6, 2026 |
Ecosystem
| Field | Coval (YC S24) | Edwin AI |
|---|---|---|
| Protocols supported· | “MCP NEW Establish traceable, secure governance boundaries for AI tool integrations.”www.logicmonitor.com · checked Aug 6, 2026 | |
| API access· | no public information www.coval.dev · checked Aug 1, 2026 | “3,000+ collector-based and API-friendly integrations”www.logicmonitor.com · checked Aug 6, 2026 |
| Marketplace presence· | no public information www.coval.dev · checked Aug 1, 2026 | “100% bi-directional sync with ITSM platforms like ServiceNow”www.logicmonitor.com · checked Aug 6, 2026 |
Impact
| Field | Coval (YC S24) | Edwin AI |
|---|---|---|
| User base· | teams putting voice AI in front of millions of customers “Trusted by teams putting voice AI in front of millions of customers.”www.coval.dev · checked Aug 1, 2026 | “Capital Group has 1,000+ alerts/ day. LogicMonitor will eliminate that noise.”www.logicmonitor.com · checked Aug 6, 2026 |
| Deployment scale· | “Edwin AI delivered a 313% ROI for composite organization.”www.logicmonitor.com · checked Aug 6, 2026 | |
| Target sectors· | the world's most regulated industries “Trusted across the world's most regulated industries”www.coval.dev · 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.logicmonitor.com · checked Aug 6, 2026 |
| High-risk domains· | the world's most regulated industries “Trusted across the world's most regulated industries”www.coval.dev · 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 | “Healthcare Financial Services Public Sector”www.logicmonitor.com · checked Aug 6, 2026 |
| Market recognition· | no public information status.coval.dev · checked Aug 29, 2026 | Forrester Total Economic Impact (TEI) study commissioned by LogicMonitor found Edwin AI delivered 313% ROI “Forrester Total Economic Impact™ study finds Edwin AI delivered a 313% ROI for composite organization.”www.logicmonitor.com · checked Aug 18, 2026 |
Disclosed by neither
Both Coval (YC S24) and Edwin AI publish nothing on these 20 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 20 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Pricing model
- Price point
- Support model
- Open source
- Usage restrictions
- Model or system card
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- Regulatory status
- Client types
Questions
- How do Coval (YC S24) and Edwin AI compare on target sectors?
- Coval (YC S24): the world's most regulated industries. Edwin AI: no public information disclosed.
- How do Coval (YC S24) and Edwin AI compare on market recognition?
- Coval (YC S24): no public information disclosed. Edwin AI: Forrester Total Economic Impact (TEI) study commissioned by LogicMonitor found Edwin AI delivered 313% ROI.
- How do Coval (YC S24) and Edwin AI compare on supported regions?
- Coval (YC S24): European regulation. Edwin AI: no public information disclosed.
- How do Coval (YC S24) and Edwin AI compare on incident reporting?
- Coval (YC S24): no public information disclosed. Edwin AI: Parent company LogicMonitor publishes a bug bounty/vulnerability disclosure program and a dedicated security contact..
- How do Coval (YC S24) and Edwin AI compare on own liability cover?
- Coval (YC S24): no public information disclosed. Edwin AI: Trust center quick-summary confirms the vendor (LogicMonitor) has cyber insurance.
- How do Coval (YC S24) and Edwin AI compare on self-reported performance?
- Coval (YC S24): no public information disclosed. Edwin AI: Customer-attributed stat: Edwin AI cut noise by 90% and ITSM incidents by 76% (Nexon); also cites 313% ROI, 3,000+ integrations, 100% bi-directional ITSM sync.