Vouch API launches certified equity research

This is less a model story than a trust-layer story: Vouch is betting that finance buyers will pay for verifiable outputs, not just better prose.

• –The core pitch is auditability, with method gates, source traces, and signed decision objects doing the heavy lifting
• –The MCP layer and Excel add-in make it more than a web app; it’s trying to slot into both agent workflows and analyst workflows
• –If the verification really holds up, the moat is compliance readiness and evidence quality, not raw model capability
• –The biggest risk is adoption friction: regulators may care more about process and governance than cryptographic branding
• –Early alpha plus public pricing suggests it’s still proving product-market fit, but the wedge is sharp