Pack By Prompt
— BTC —

Fulfillment & Pack-Station Workflows

Turn AI packaging decisions into pack cards, audits, 3PL handoffs, and surge playbooks that seasonal hires can run without tribal knowledge.

The pack card minimum viable kit

Fulfillment
  • SKU + revision date
  • Photo of golden pack (open + closed)
  • Components checklist with SKUs
  • Step sequence
  • Tape/closure standard
  • QC checkpoints
  • Allowed substitutions
  • Time target
  • Escalation (“stop and ask if…”)

Station layout notes AI forgets

Ask AI for a layout checklist, then white-tape the bench and revise.


Audit rhythm

CadenceAction
DailySpot-check 3 packs vs card photos
WeeklyDamage cluster review with AI assist
MonthlyBox library zombie hunt
SeasonalSurge BOM simplification

3PL handoffs

Translate vibes into contractable language:

Prompt 16 drafts; ops + 3PL edit.


Surge mode

When volume spikes, complexity is the enemy. Pre-author a surge pack that may be uglier but safer and faster. AI can diff steady-state vs surge BOMs — humans schedule the switch.


Feedback loop

Damage photos → AI cluster → pack card revision → communicate revision → verify adoption. Skip “communicate/verify” and you only optimized a Google Doc.



Sample pack card skeleton (copy into Docs)

SKU: [ ]  Rev: [YYYY-MM-DD]  Owner: [ ]
Time target: [ ] sec   Damage target: [ ]

COMPONENTS
- Outer: [SKU/dims]
- Cushioning: [method + amount guidance]
- Insert: [SKU]
- Tape: [spec / strips]
- Label: [placement]

STEPS
1. ...
2. ...
3. Photo QC match: [link]

SUBSTITUTIONS
- If out of X, use Y only; else escalate

STOP AND ASK IF
- Product finish damaged before pack
- Dimensions look wrong vs master data

Training loop for seasonal hires

  1. Watch 2-minute golden pack video (phone is fine).
  2. Pack 3 units beside a lead.
  3. Pack 5 solo with photo audit.
  4. Graduate to rate targets.

AI can draft the video script from the pack card; do not skip the beside-a-lead step.


Metrics wall (keep tiny)

If you track 25 packaging KPIs, you track none.

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