AI  +  human · one workflow

Autonomous where it's safe.
Human where it counts.

Most automation breaks on the 5% that needs judgment. Viberobotic runs the volume on AI and routes the exceptions to a person — then learns and resumes. One workflow, not a gamble.

95%
handled autonomously
5%
routed to a human
100%
accounted for
workflow · invoice intake RUNNING
Read & parse
AI
Match & draft
AI
Review exception
HUMAN
Post & sync
AI
Archive & learn
AI
This invoice didn't match a PO. A human approved it in 40 seconds — the AI handled the other 1,200 today on its own.

"Fully autonomous" is a great demo and a bad Tuesday.

Agents are confident even when they're wrong. The cost of automation isn't the 95% it gets right — it's the 5% it gets confidently, silently, expensively wrong.

Agentic-only

Hand it the keys and hope

  • Edge cases get a confident guess, not a flag
  • Errors surface downstream, after they've cost something
  • No one is accountable when it's wrong
  • You either trust it fully or you don't ship it
Viberobotic · hybrid

AI for the volume, a human for the judgment

  • AI flags what it's unsure of instead of guessing
  • Exceptions reach a person before they cost anything
  • Every decision has an owner and an audit trail
  • Ships on day one — the human gate is the safety net

The loop, not the leap.

A real sequence — the order matters, which is why we number it. Work flows forward, drops to a human only when it should, and the AI gets sharper every time it does.

STAGE 01
Runs on AI

AI does the volume

It reads, classifies, drafts, and acts on everything that fits the pattern — thousands of items, in seconds, around the clock.

STAGE 02
Runs on a human

A person handles the judgment

Anything ambiguous, risky, or off-pattern is routed to the right person with full context — a decision, not a debugging session.

STAGE 03
Runs on AI

AI resumes and learns

The human's call feeds back in. The workflow finishes the job and the next case like it needs less help — the gate gets narrower over time.

↻  every human decision trains the next autonomous run

One pattern. Any business.

The split between "AI handles it" and "a human decides" moves to fit your operation. Same reliable loop — wherever the judgment lives.

Finance opsAP / AR

Invoice & payment processing

AI matches invoices to POs and posts the clean ones. Mismatches and large amounts go to a controller.

Parse Match ◆ Approve Post
Customer supportTier 1→2

Support triage & resolution

AI answers the routine tickets instantly and drafts the hard ones. An agent reviews anything touching refunds or churn risk.

Classify Draft reply ◆ Agent check Send
ComplianceKYC / review

Document & compliance review

AI extracts and cross-checks every document. Flags and edge cases land on a compliance officer's desk with the evidence attached.

Extract Cross-check ◆ Officer sign-off File
OperationsLogistics

Order & fulfilment routing

AI routes and schedules the standard orders. Exceptions — shortages, conflicts, VIPs — escalate to an ops lead in real time.

Validate Route ◆ Ops decision Dispatch

Fits the stack you already run.

The workflow reads from and writes to your existing tools. The human gate lives in Slack, email, or a review queue — wherever your team already works.

SalesforceHubSpotNotion SlackGmail / OutlookStripe QuickBooksNetSuitePostgres / SQL ZendeskJiraGoogle Drive + REST / webhook

Tell us the workflow.
We'll show you where AI ends and a human begins.

Book a 30-minute workflow audit. We'll map one of your processes, mark the human gates, and tell you honestly what should — and shouldn't — be automated.

Book a workflow audit → Watch the loop again NO LOCK-IN · WE START WITH ONE PROCESS