50 POs/day industrial distributor on QuickBooks Online
The modeled company
- $8M annual revenue industrial distributor (electrical components)
- QuickBooks Online Plus, ~1,800 SKUs in catalog
- 50 POs received per day on average, 12 line items per PO on average
- One full-time CSR doing PO entry, plus overflow to a second part-time CSR during quarter-end
- Fully-loaded CSR rate: $35/hour (base + benefits + tools)
- Mix: 60% PDF attachments from procurement portals, 30% scanned-image PDFs, 10% pasted-into-email-body text
The state before SideQuest
Each PO takes the CSR about 9 minutes from email-open to QuickBooks Estimate saved. That includes reading the PO, looking up customer part numbers in a Google Sheet cross-reference, confirming pricing against the QB catalog, typing each line into the Estimate, and saving.
The math:
- 50 POs/day × 9 min = 450 minutes/day = 7.5 hours/day of CSR time
- 252 working days/year × 7.5 hours = 1,890 hours/year
- 1,890 hours × $35/hour = $66,150/year direct labor cost
That's effectively one full headcount dedicated to data entry, plus overflow during seasonal peaks.
The state with SideQuest
With SideQuest, each PO flows like this: the email arrives in Gmail, the connector reads it, parses the lines, matches them against the QB catalog using the stored cross-reference, builds a draft Estimate. A human reviews the draft in Claude Desktop, fixes anything flagged for review, then tells Claude to submit.
From beta customer feedback consistent with our internal testing, the human-review-and-submit step takes about 1 minute per PO on average — closer to 30 seconds when the customer is already in the cross-reference table and pricing is within tolerance, closer to 90 seconds when a new SKU appears or pricing has shifted.
The math at 1 minute per PO:
- 50 POs/day × 1 min = 50 minutes/day = 0.83 hours/day of CSR time
- 252 working days/year × 0.83 hours = 210 hours/year
- 210 hours × $35/hour = $7,350/year direct labor cost
Net effect
| Before | After | Delta | |
|---|---|---|---|
| CSR hours per year on PO entry | 1,890 | 210 | −1,680 hours |
| Direct labor cost | $66,150 | $7,350 | −$58,800 |
| SideQuest subscription | $0 | $948 (Starter, $79/mo) | +$948 |
| Net annual cost | $66,150 | $8,298 | −$57,852 |
That's about a $58K annual saving on direct labor for a $948 annual subscription. Payback in week one. The freed CSR hours don't disappear — they get redeployed to customer service work that drives revenue (faster quote turnaround, more proactive follow-ups, more time on the phone with key accounts).
What this model assumes (and where to push back)
Three places where this model could be wrong for your shop:
Minutes per PO is sensitive. We assumed 9 minutes pre-SideQuest. If your team is faster — say 6 minutes per PO because you have a strong cross-reference and stable customer base — the savings shrink proportionally. If you're slower — say 14 minutes because most of your POs are scanned images with weird formats — the savings grow.
Hourly rate matters more than people think. $35/hour fully-loaded is reasonable for a mid-market industrial distributor in the US. If you're in a lower-wage region or your CSR is part-time, drop it to $24/hour and the saving is closer to $40K/year. Either way it's meaningful.
Volume floor. Below about 15 POs/day, the savings are still real but smaller in absolute dollars and the SideQuest subscription becomes a larger fraction of total cost. Above 100 POs/day, the savings compound because you're effectively avoiding hiring a second CSR.
Run it with your numbers
The PO Time Calculator takes about 10 seconds. Plug in your real volume and rate and see whether the math works for your shop. If it does, the free tier (20 POs/month) lets you test the actual workflow before you commit a dollar.