The company behind the business evidence layer.
Pruvz builds the business evidence layer for AI agents: independent verification of high-impact agent actions against the systems of record a business already trusts, such as billing and CRM. Every verified action becomes a business record of what the agent saw, which policy applied at decision time, what it did, and what the systems of record confirm.
Why Pruvz exists
AI agents are being handed real work: refunds, claims, account changes, approvals. When an agent reports success, most stacks take its word for it. Yet a tool call that reports success shows that the tool completed according to its contract; it does not necessarily prove that the intended business outcome was recorded in the system of record, or that downstream processing completed. When an action is disputed weeks later, teams are left reconstructing what happened from technical traces that were never written for that question.
Pruvz was founded to close that gap. It captures the decision-time context and the exact policy in force, records the action the agent executed, then independently reads the systems of record to confirm what actually happened, and keeps the evidence in an ordered, append-only record that operations, compliance, and leadership can read.
Where the product stands today
The full verification flow runs end to end in the product demo: an agent acts, Pruvz captures the decision-time context and policy snapshot, independently reads the billing and CRM systems of record, classifies the outcome, and routes mismatches to human review. You can see every verification path, including the failure paths, at pruvz.ai/demo.
The founding design-partner program is open. Production connectors for live systems of record, such as Stripe and HubSpot, and the first real partner workflows will be selected and developed with 3-5 founding design partners.
Who is behind Pruvz
Pruvz was founded by Dor Sharoni, a senior backend engineer with experience building production AI, real-time processing, and enterprise systems at scale. Read the founder profile or connect on LinkedIn.
The founding design-partner program.
We're looking for 3-5 enterprise teams deploying AI agents in high-impact workflows. Here is the shape of the engagement.
What you get
- The Pruvz verification flow applied to one of your high-impact agent workflows
- Evidence packets, mismatch detection, and human review for that workflow
- Direct influence on the evidence model, connectors, and roadmap
- Priority access as Pruvz moves toward general availability
What we need from you
- One high-impact agent workflow, such as refunds, claims, or support actions
- Access to the relevant systems of record in a staging or test environment
- A short feedback loop with the team that owns the workflow
How the engagement runs
- A structured proof of concept, scoped in weeks rather than quarters
- Success criteria agreed up front: which actions get verified, against which systems
- Weekly working sessions with the founder
- Next step: a 30-minute intro call to map your workflow to the evidence model
Talk to us
The fastest way to reach Pruvz is a 30-minute design-partner call: bring one agent workflow and we'll map it to the evidence model together. You can also write to hello@pruvz.ai or follow Pruvz on LinkedIn.