Start with one buyer, one site, and one repeat replenishment problem.

Redline should not ask a manufacturer to trust automation on day one. The pilot starts by reading their files, generating shadow recommendations, and proving that the buyer would have made a better or faster decision.

Email pilot requestRead pilot packet

Current contact address: sauterreed24@yahoo.com

Good first pilot fit

The company repeatedly buys the same production-critical materials.

Buyers lose time reconciling spreadsheets, ERP exports, supplier portals, and quote files.

Stockouts, expedite fees, delayed jobs, or emergency substitutions have real operational cost.

There is enough customer-owned data to test recommendations before enabling automation.

Build the first pilot fit before asking for automation.

This worksheet avoids fake ROI math. It helps a manufacturer describe the first replenishment workflow, identify the files that make a recommendation defensible, and decide where Redline must stop before a real PO or payment exposure.

No values are saved or submitted from this page. Treat this as an intake aid until a customer provides actual operating files and buyer feedback.

Suggested path

Shadow pilot

Evidence status

Enough exists to compare what Redline would recommend against buyer judgment.

Automation boundary

Run recommendations beside the buyer, but keep PO creation and supplier contact outside Redline.

Pilot notes

First use caseName the narrow replenishment workflow that would be worth proving first.Current purchasing painDescribe what the buyer reconciles, chases, or double-checks today.Known supplier pathState the approved supplier account, portal, mailbox, EDI, cXML, PunchOut, API, or manual process.Approval boundaryWrite where Redline must stop before the buyer authorizes PO or payment exposure.Proof neededDefine what would make the buyer say the recommendation was useful and defensible.

What this supports next

The buyer can trace each recommendation to customer-owned fields.

The packet shows the selected supplier and rejected alternatives without hiding tradeoffs.

The buyer can edit or reject the recommendation and label the reason.

The buyer can compare Redline's recommendation to the decision they would have made manually.

Evidence readiness

Item masterInternal SKU, description, UOM, active flag, category, and replenishment owner.Inventory countsOn-hand, reserved, bin, and open-PO counts close enough to trust reorder timing.Usage or work-order historyIssues, work orders, shipments, or production schedules that explain drawdown.Supplier terms and quotesApproved supplier rows, quotes, lead times, MOQ, order multiples, freight, and account terms.PO, receipt, and acknowledgment historyPast POs, receipts, acknowledgments, late shipments, substitutions, and invoice exceptions.Approval policySpend thresholds, delegated authority, supplier-change policy, and approval routing.Buyer sponsorA named buyer who will review, edit, reject, and label recommendations during the pilot.Supplier submission railA repeatable supplier path such as mailbox, portal, PunchOut, EDI, cXML, or API.Buyer feedback and outcome labelsFeedback on whether recommendations were accepted, edited, rejected, late, short, or successful.

Questions before live PO release

Who has authority to approve the supplier, quantity, timing, and payment exposure?
Can past POs, receipts, late shipments, substitutions, and acknowledgments be exported?
Which buyer owns the first item family and will review every recommendation?
Which supplier path is already approved by the customer?
What field should stop a recommendation before it becomes a PO packet?
Is the first supplier path mailbox, portal, EDI, cXML, PunchOut, API, or manual buyer submission?

Ask for the files that make purchasing automation defensible.

These artifacts are the minimum starting point for a serious pilot. They let the platform calculate reorder risk, compare approved suppliers, and stop before a risky PO gets released.

Item master with internal SKU, description, category, UOM, active/inactive flag, and preferred reorder quantity.

Current inventory counts, bin counts, reservations, open POs, and any point-of-use replenishment exports.

Usage, issue, work-order, shipment, or production schedule history that explains actual drawdown.

Approved supplier/vendor master, catalog rows, quote files, account terms, freight rules, MOQ, and order multiple data.

PO history, receipts, acknowledgments, late/short/substitution notes, and invoice exception records.

Approval thresholds, delegated authority, category rules, customer-owned material rules, and supplier change policy.

No fake supplier intelligence

Redline can research context, but live purchasing decisions need customer-approved supplier records and account-specific terms.

No hidden autonomy

Human approval is the default. Autonomous purchasing requires explicit delegation, caps, warnings, and connected rails.

No vague value story

A pilot must measure avoided stockout risk, manual touches removed, supplier misses caught, and buyer edits.

What happens after a manufacturer reaches out.

The first conversation should narrow the use case, not oversell autonomy. Redline needs enough customer context to prove a buyer would trust the recommendation.

Confirm the replenishment problem is recurring, production-relevant, and worth measuring.

Map available files and identify missing context before any recommendation is trusted.

Run shadow recommendations beside the buyer and capture accept, edit, reject, and defer decisions.

Choose one supplier submission path only after credentials, terms, acknowledgments, and approval policy are clear.

Say no early when the pilot would be fake.

Redline becomes valuable when it has operating evidence and an accountable buyer. Without that, the right answer is to hold automation back.

No repeat purchasing pattern to automate.

No usable inventory, usage, supplier, or purchase history files.

No buyer willing to review recommendations during the pilot.

Leadership wants autonomous PO release before controls and supplier rails are proven.