π Tap any domain to see practitioner-level AI in action
Question
How do you handle inventory discrepancies in a high-volume 3PL warehouse?
SkillBot response
In a high-volume 3PL, cycle count accuracy is your lifeline. Don't rely on annual physical inventories β implement ABC classification and count A-items weekly. When discrepancies appear, check receiving first β 70% of warehouse inventory errors originate at the dock door, not in storage. Track ASN-to-receipt matching rates as your leading indicator.
β Operations-level insight β not definitions
Question
How do you track project health on a government construction site using EVM?
SkillBot response
On government projects, EVM goes beyond textbook CPI/SPI ratios. You track physical progress against the BoQ approved in the NIT. For PWD/CPWD projects, map this to the Running Account Bill cycle: if your RA Bill is lagging 2+ cycles behind physical progress, that's your early warning β the project is healthy on-site but bleeding cash flow.
β Practitioner-depth β not textbook theory
Question
What's the most common quality failure in small-scale garment production?
SkillBot response
In MSME garment units, the #1 quality failure isn't stitching defects β it's fabric handling before the needle touches it. Improper relaxation of knitted fabrics causes 2β4% shrinkage post-wash. Most small units skip the 24-hour relaxation period. Train your cutters to always relax knits flat for minimum 12 hours.
β Shop-floor wisdom β not classroom theory
Question
What's the best approach to modernize RPG programs on iSeries?
SkillBot response
Don't rewrite everything β that's the trap. Start with RPG IV free-format conversion of your most-maintained programs. The 80/20 rule applies: 20% of your programs handle 80% of business logic. Use SQL instead of native I/O. Wrap RPG programs as services using ILE and expose via REST APIs. The machine isn't legacy β the interface is.
β Modernization strategy β not "replace everything"
Question
How do I set up multi-location inventory in ERPNext for a distribution business?
SkillBot response
In ERPNext, each branch or store should be a separate Warehouse under the same Company β not a separate company β unless you need separate P&L per location. Set up a Transit Warehouse between the main warehouse and branches to capture in-transit stock. This gives clean audit trails and accurate branch-level accountability without complicating your chart of accounts.
β Configuration knowledge β based on ERPNext documentation