Method and security
Read-only, metadata only, and out of the request path.
How AVYV connects to your systems, the one test that decides which work to automate, and the controls that keep measurement read-only and auditable.
How a rollout starts →The method
One inequality decides whether to automate.
The automation gate
q > α + ρ
- q
- First-pass yield: the share of attempts accepted without rework.
- α
- Agent attempt cost as a share of human production cost. Typically 0.01 to 0.10, and falling.
- ρ
- Verification cost as a share of production cost. Set by the task, and not falling.
Cheaper inference can't rescue work that is expensive to check. That is why AI wins on boilerplate and stalls on judgment-heavy work.
Security
Security controls at a glance.
| Control | What it means | AVYV |
|---|---|---|
| Read-only connectors | AVYV writes nothing back to Jira, GitHub, ServiceNow or Salesforce. | ✓ |
| Metadata only | Tokens, calls, cost, model, timestamps and correlation IDs. No prompts, completions or payloads. | ✓ |
| Not in the request path | AVYV is not a proxy. If it's unavailable, your applications and agents keep running. | ✓ |
| Every input labeled | Each figure is marked observed, sampled, inferred or declared, with the source system on every row. | ✓ |
| Exportable audit trail | Every figure opens to the raw records behind it. | ✓ |
| Team-level measurement only | No screen time, keystrokes or activity tracking. People are never ranked. | ✓ |
| No automatic license actions | Seat Check reports idle seats. It never removes or reassigns a license. | ✓ |
| Finance-set rates | Human cost uses loaded rates per role, set by your Finance team. | ✓ |
Built by the team behind Kroger's AI security program. Two decades running data security at Kroger, AT&T, DIRECTV and the LA Times.
- SSO via SAML or OIDC
- Credentials encrypted at rest
- Data purged within 30 days of opt-out, backups included
Security questionnaires go to info@avyv.ai.
30-minute walkthrough
Find out what finished work really costs.
Bring one workflow. In 30 minutes we'll show what your records can prove today, and label what is still an estimate.
Read-only. Metadata only, never prompts or code. 60-day proof of value, and you can walk away at no cost.