Manufacturing AR Human-approved · Fully auditable

Stuck invoices. Collected.

Lyn identifies what's blocking each invoice, drafts the right follow-up, and checks with your AR team before contacting your customer. Manufacturing-specific. Human-approved. Fully auditable.

Manufacturing-specific. Human-approved. Fully auditable.

See how it works
Need NDA first?
Manufacturing-specific PO · Work Order · Net 60/90
HITL You approve before any customer contact
Audit trail Every action logged and exportable
Lyn Agent
Just now
Acme Precision Parts
Invoice INV-2024-0847 PO PO-2024-0847 WO WO-2024-1203
$52,000 Net 60 47 DPD Quality Hold

Lyn found

  • Customer replied May 9 requesting itemized breakdown
  • Breakdown sent May 12 — no response in 4 days
  • Prior invoices paid avg 7 days late. This one: 47 days.

Recommended action

Follow-up email to AP coordinator Sarah Park at Acme Precision Parts

87% · Email thread + 4 prior invoices
Expected payment Jun 3, 2026 if action taken today

Designed around the systems manufacturing finance teams already use.

QuickBooks NetSuite SAP Ariba Coupa Tipalti

Where money stalls

After shipment, delays compound in three separate systems.

01 Focus area

Invoice Delivery

Reaches the wrong contact, misses a PO reference, or lands in an inbox no one checks.

02 Focus area

Collections

Follow-up slips between people. No shared record of what was said, what changed, or when to go again.

03 Focus area

Payment Matching

Payment arrives without remittance detail. Cash sits unapplied until someone works through it.

How it works

Your AR agent checks in before it acts.

Lyn monitors your AR, explains what it found, and asks for approval before contacting your customer.

01

Lyn monitors your AR

Lyn reviews aging, payment terms, customer history, PO references, and open disputes so your team does not have to start from a spreadsheet.

AgingPO #Net 60Dispute status
02

You review the recommendation

For each stuck invoice, Lyn shows the recommended action, confidence score, source, and draft follow-up. Your team approves, edits, rejects, or escalates.

Lyn Agent
Just now
Acme Precision Parts
Invoice INV-2024-0847 PO PO-2024-0847 WO WO-2024-1203
$52,000 Net 60 47 DPD Quality Hold

Recommended action

Follow-up email to AP coordinator Sarah Park at Acme Precision Parts

87% · Email thread + 4 prior invoices
03

Lyn acts and logs everything

After approval, Lyn sends the follow-up and records the action, reviewer, timestamp, invoice, and outcome in the audit trail.

Approved by Sarah ChenEmail sentAudit event logged

Product proof

Your AR operations, in one command center.

See stuck invoices, payment terms, PO context, recommended actions, confidence, and approval status without digging through spreadsheets.

  • Prioritize exceptions by amount, days past due, and customer context.

  • See PO and work order fields directly inside the AR workflow.

  • Review Lyn's recommended action and confidence before your team approves outreach.

See how approvals work
AR Command Center Sample manufacturing workspace
Manufacturing AR 7 exceptions
DSO 38 days
CEI 91%
Exceptions 7 pending
Total AR $2.4M
Expected cash · 7 days $387K
$2.4M total open
Current $890K
1–30 DPD $620K
31–60 DPD $440K
61–90 DPD $310K
90+ DPD $140K
Sorted by priority
Customer Invoice PO WO Amount DPD Next action Confidence Status
Acme Precision Parts INV-0847 PO-2024-0847 WO-2024-1203 $52,000 47 Follow-up email 87% Pending review
Midwest Fabricators INV-0831 PO-2024-0821 WO-2024-1170 $38,500 61 Call AP manager 91% Approved
Delta Metal Works INV-0814 PO-2024-0801 WO-2024-1094 $67,000 35 Portal post 78% Pending review
Atlas Tooling Co. INV-0799 PO-2024-0766 WO-2024-1038 $24,800 18 Monitor 94% On track
Global Manufacturing Group INV-0803 PO-2024-0789 WO-2024-1055 $124,000 23 Request remittance 82% Draft ready
Sample manufacturing workspace. Data shown is illustrative, not a real customer account.

Manufacturing-specific

Built for manufacturing AR, not generic B2B collections.

Lyn reads the fields your team already uses: PO numbers, work orders, payment terms, dispute reasons, and customer-specific payment history.

  • PO-matched context so follow-up references the right customer document.

  • Work order visibility so finance can see the production job behind the invoice.

  • Manufacturing dispute reasons such as Quality Hold, Short Pay, PO Mismatch, and Documentation Missing.

  • Terms-aware review for Net 30, Net 60, and Net 90 customers.

Built by O2C practitioners. For manufacturing finance teams.
Invoice detail Sample manufacturing record
Acme Precision Parts INV-2024-0847
$52,000 open balance 47 days past due
PO Number
PO-2024-0847
Work Order #
WO-2024-1203
Part Number
PN-7734-A
Customer Segment
Contract Manufacturer
Payment Terms
Net 60
Dispute Reason
Quality Hold
Expected Payment
Jun 3, 2026
Cash App Status
Open
Lyn's read:

The invoice is past the customer's normal payment window. The PO and work order match, but the customer flagged a quality hold after delivery. Follow-up should reference the inspection report, not a generic late-payment reminder.

Confidence: 87% Source: Email thread + prior invoice history
Customer contact requires approval.
Sample manufacturing record. Data shown is illustrative, not a real customer account.

Audit and control

Every customer-facing action has a review record.

Lyn recommendations, human approvals, customer follow-ups, invoice references, and outcomes are shown in a time-stamped action log.

  • See who approved each customer-facing action before it was sent.

  • Trace actions back to the invoice, PO, work order, and customer.

  • Review Lyn's recommendation history alongside human decisions.

  • Export a structured action log for internal review.

Customer contact requires approval. The log shows what happened after approval.

Action log Sample review record
Invoice
INV-2024-0847
Customer
Acme Precision Parts
PO
PO-2024-0847
WO
WO-2024-1203
Status
Follow-up approved
Sample record. Customer-facing actions require human approval.
Sample review record. Data shown is illustrative, not a real customer account. Export shown for layout only.

Who this fits

Built for people who own collections pressure, not software evaluation.

Who this is for

Owner / Operator

You feel it when invoices slip or cash doesn't land on time. It shows in the account before any meeting does.

Controller / Office Manager

You track which accounts are aging, but not always where the process broke or what's missing.

Collections Lead

You need a cleaner record of what was sent, what follow-up happened, and what payment never matched.

If the initial review is useful, we discuss what an ongoing partnership would cover.

Good fit

You want a clear answer on where money is slowing down before you commit to anything broader.

  • You run a manufacturing shop, machine shop, fabricator, or distribution operation.

  • You ship on net terms and have invoices sitting open longer than they should.

  • You want specific findings before deciding what to do next.

  • You have between a few dozen and a few hundred open invoices.

Not fit

Not built for teams that need self-serve tools or a broad enterprise rollout.

  • You need a self-serve software tool with no founder involvement.

  • You already have a functioning in-house AR team and collections system.

  • You need a broad ERP integration or enterprise rollout.

  • You want a fully automated outbound process with no human in the loop.

What you get back

The first step is a focused review of your stuck invoices.

From the founder

I look at every set of invoices personally. No team handles your data. No automated report substitutes for review.

If it's a fit, I agree on scope and run a focused review on a defined portion of your invoices — specific findings, not a general assessment.

Email me directly with questions.

hello@loglyn.ai

Sample output

Your open invoices, sorted by where money is slowing down.

Representative

A focused review surfaces which invoices are overdue, how long they've been open, and which accounts carry the most risk.

Open Invoices · Delay Summary · as of 2026-03-14
6 accounts
Customer Outstanding Age Risk
Meridian Fabricators $48,200 67d Elevated
Apex Industrial Supply $12,750 23d Current
Cascade Components $31,500 94d High
Summit Manufacturing $8,400 15d Current
Lakewood Metal Works $22,800 112d High
Ridgeline Parts $5,600 38d Watch
Total open: $129,250 High-risk: $54,300 · 42% concentration

From there we go deeper on each account: whether the invoice reached the right contact, what follow-up happened, and whether the payment came in but never got matched.

Data handling

No ERP integration. No import project. Secure transfer only when the fit is real.

The data ask stays narrow.

Full data handling details →

Your data is used only to produce your results. No training, no benchmarking, no secondary purpose.

Source data not retained after delivery. Delete-on-request honored at any point.

You are dealing with one person. No contractors, no offshore processing, no automated pipeline.

NDA available before any data moves. Same-business-day turnaround when you ask.

What happens next

The diagnostic is where we start, not where we stop.

The diagnostic tells you where your cash is stuck and what to do about it. Some customers want exactly that: specific findings, a prioritized action list, done.

Others want ongoing line of sight as their invoices age — a recurring check-in as patterns develop and new invoices go out. We work with both. The first engagement shows you which you need.

Final step

Ready to see where your invoices are getting stuck?

A focused invoice-level review. No ERP replacement.

Review data handling
NDA available first Focused invoice-level review

Request a founder-led AR diagnostic

Share a few details about your AR workflow. We'll use them to prepare an invoice-level diagnostic conversation.