ROI Planner

Factory inspection and ROI planner

Start with the inspection. See what the case needs.

Qualify the first inspection, build a three-year cash TCO and ROI estimate, and take a clear brief to your plant team. Use your own figures. An open cost stays open.

  1. 1 · Qualify the inspectionName the defect, evidence and response owner.
  2. 2 · Build the cash caseEnter costs and supported benefits. Check a downside case.
  3. 3 · Review and shareResolve the gaps, then prepare your brief for email.

Step A · qualify the inspection

What should this inspection decide?

Start with one inspection point: one camera at the station where that defect becomes visible. Add later checks at their own stations.

Complete the first inspection to open the cash case.

Use the words the plant uses to accept or reject the product.

A “Start” path opens planning; it does not confirm model performance. “Fix first” keeps unresolved evidence visible. “Not this” ends with the changes needed before a cash case is worth building.

Map the inspection route.

Give each point its own station, defect and activation date. One point is one camera; a later station checks a different defect.

Step B · three-year cash case

Your costs, your supported benefits.

For a Start or Fix first path, compare one-off software with a recurring factory license, see cash TCO, net cash benefit, ROI and year-end payback, and check a downside case. No proposal amount? The factory software line stays open.

Complete the inspection details to see the path.

Your details

Name and email are required to prepare and share the brief. Plant is optional. These details appear in the brief.

PDF · US Letter. Prepare the brief, then choose your email app in the device Share dialog. The PDF and message use the selected case, path and figures above. Some apps may omit the message; check it along with the attachment before sending.

Email it to yourself and add demo@unitedvision.ai in Cc. The Share dialog does not set these recipients automatically.

Calculated in this browser. Planner inputs are not uploaded or saved in browser storage. No contact details are required to see results. Name and email are required to prepare and share the brief. Only choosing an app in the Share dialog hands the PDF and message to that app. Review them before you send.

This is a planning estimate, not a quote, financial advice or a performance guarantee.

How the three-year model works

Cash TCO is initial spend plus three years of software, operating and additional deployment costs. Net cash benefit is cash benefits less cash TCO. ROI is net cash benefit ÷ cash TCO × 100, only for a complete enough case with positive cash TCO. A negative result is a modeled loss.

Initial spend occurs before Year 1. Each later year’s costs and benefits are booked at that year-end. Payback is the first non-negative year-end balance with no later deficit in the three modeled years. There is no within-year payback. Start-year months live = 13 − activation month; later years use the full annual benefit.

The model is undiscounted and pre-tax. It excludes inflation, financing, terminal value, depreciation and sunk cost. Software comparisons use the same period with scope explicit; they are not total-cost claims.

Production inference runs on a factory-owned edge device. Training runs in a cloud account the customer owns. The customer owns its production images, trained models and customer-specific inspection IP. Ownership is not modeled as a cash saving.

Review with the plant team

How should the plant use this brief?

The brief records the inspection in the plant’s words, its Start, Fix first or Not this path, the evidence gaps and the people who should review it. Start and Fix first can include a three-year cash appendix. Not this excludes economics and explains what must change.

Software amounts compare the same period and explicit scope. The model does not treat released hours, ownership, risk avoidance or unproven revenue as cash benefits. A blank cost stays open, and a negative result remains visible.

Review image and station readiness → · Check factory software scope · Request a working session

Inquiry forms submit only the information you enter there. To share this planner brief, explicitly choose your email app in the device Share dialog and review the recipients, message and attachment before sending. United Vision receives the brief only if you send it to us.