August 20, 2026, twelve days before the fall term. The lab administrator at a secondary school in Huizhou walked into the third computer room, pressed the power button, and watched the fans in the front row spin while the screens stayed black. With the side panel off, the cause was visible: a coin-cell battery on the restore card had leaked and corroded the slot around it.

Three machines were already down before term for the same reason. The principal's question was blunt: could the school keep its monitors, replace only the PCs, hold the budget to 200,000 RMB, and have the lab ready before students returned? No class could be lost, and the calendar was tight.

The site in three numbers

The lab had 56 PCs bought in 2016, each with a Core i3-6100, 4 GB of RAM, a 500 GB hard drive, Windows 10, classroom-management software, and a hardware restore card. The purchase order looked reasonable. The operating numbers did not:

MeasureBeforeNote
Fleet56 PCsBought in 2016; i3-6100, 4 GB RAM, 500 GB hard drive
Boot to desktop170 secondsSlower once classroom software and antivirus loaded
50 simultaneous loginsAbout 480 secondsMachines were powered on ten minutes before class, which often cut it close

The restore card was the bigger problem. Its model had been discontinued, its battery was aging, and it failed three or four times a semester, typically by letting student changes survive a reboot. Each incident meant rebuilding a whole room: two days of work for one administrator.

Diagnosis: memory and disk, not the CPU

The first instinct is to blame the processor. That instinct was wrong. The i3-6100 is a dual-core, four-thread part, and it handles office work and classroom broadcast well enough. The bottlenecks were elsewhere:

A memory and SSD upgrade would have relieved the symptoms, but the 2016 platform had two or three years left at most, and DDR4 prices were still climbing. Spending 67,000 RMB to extend it made little sense.

Three options against a 200,000 RMB ceiling

We priced three paths against that ceiling.

OptionApproachBudgetVerdict
A. Virtual desktops56 thin clients plus servers280,000 RMB and upOver budget, outage risk, no dedicated virtualization administrator
B. New commercial PCs56 units with i5, 16 GB, 512 GB NVMe; old monitors kept205,000 RMBFits, with three-year on-site service
C. Memory and SSD upgradeAdd 8 GB and a 512 GB SSD to each old PC67,000 RMBPlatform too old; replaced again in two years

Option B won, on one condition: split the order. Forty units were installed during summer break, the remaining sixteen in the first week of term, and eight of the better old machines stayed as spares and exam machines. That kept the opening week intact.

Configuration

The specification was deliberately modest. A general school lab does not need discrete graphics.

ItemSpecificationQuantity
Desktopi5-12400 (6C/12T), 16 GB DDR4, 512 GB NVMe, integrated graphics, three-year on-site56
Monitor23.8-inch IPS, 1920 x 1080, HDMI and VGA48 (8 old monitors kept)
Classroom softwareExisting package reused; teacher console reinstalled1 set
RestoreSoftware restore on UEFI in shadow mode; no hardware card56 seats
NetworkExisting gigabit switches unchanged; 12 Cat6 patch cables added, labels redonen/a

Eight old monitors stayed on the spare and exam machines, so the order included 48 new screens for the teaching desks. The existing classroom software was reused rather than replaced; only the teacher console needed a clean install.

Commercial desktop interior
Figure 1: Every new machine has an NVMe SSD and 16 GB of RAM, which removes the boot bottleneck. Image: ACCPC delivery record (illustrative).

Rollout: two days per batch, no lost class time

No machine was swapped during a lesson. The second batch waited for lunch breaks and the end of the school day, which is how the school avoided disrupting classes mid-term.

Results

Before and after: lab refreshSame room, same classroom softwareSingle PC bootBefore: 170 sAfter: 18 s50 simultaneous loginsBefore: 8 minAfter: 85 sNote: boot is measured from power-on to a usable desktop; login is 50 PCs entering the classroom software together.
Figure 2: Boot time fell from 170 s to 18 s, and 50 simultaneous logins from 8 minutes to 85 seconds.

Boot time fell from 170 seconds to 18 seconds. Fifty simultaneous logins, which used to take about eight minutes, finished in 85 seconds. In the first week of term, the lab no longer produced the familiar scene of a class starting with half the room still loading.

The administrator's favorite change was the software restore. A student can wreck the system settings and a reboot restores them; nobody opens a case to pull a card anymore.

The bill: where 205,360 RMB went

The order came to 205,360 RMB, a little over the 200,000 RMB the principal had named.

ItemAmount
56 commercial desktops at 2,850 RMB159,600 RMB
48 monitors at 620 RMB29,760 RMB
System, classroom software, and restore deployment9,000 RMB
Cabling, labels, and old-machine inventory7,000 RMB
Total205,360 RMB

Two choices kept the price down: eight old screens stayed in service, and the desktops shipped with integrated graphics rather than a discrete card. The desktops themselves were 159,600 RMB of the total, and the deployment line covered the operating system, classroom software, and restore setup — the work that makes 56 machines behave identically.

Five lessons

  1. Skip the discrete GPU in a general lab. Classroom broadcast, office work, and programming classes do not use one. It only adds failure points and power draw.
  2. 16 GB is the floor. With 8 GB, a current operating system plus classroom software will feel slow again within two years.
  3. Retire the restore card. Software restore can be managed remotely and updated in bulk; the cost is dependence on the operating system itself. For a secondary school lab, the trade is worth it.
  4. Keep at least 10% spares. Eight spares for 56 seats meant exam season did not have to wait on a repair ticket.
  5. Buy in batches. Replacing everything at once looks tidy, but budget, installation, and acceptance all collide. Two batches are steadier.

Note: At the client's request, the school's name, the names of its internal departments, and some dates have been generalized. Specifications and prices reflect the October 2026 market; an actual project depends on a site survey.

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