Catch damage and shortage notes on signed delivery receipts
Reads each delivery receipt remark for a shortage, damage, a refusal or only "subject to inspection", so claims open early. It decides no liability.
Try it on this example
Where the remark came from (e-POD note, OCR of a paper POD, WMS receiving note): e-POD note
Exception remark as written
- Does the delivery remark record a problem with the goods delivered?Yes99%
- What is the main problem the delivery remark records?Visible damage99%
- Does the delivery remark name a specific problem, beyond a blanket reservation?Yes98%
- Does the delivery remark say how many units, cartons or pallets are affected?Quantity stated100%
- What does the delivery remark say is damaged: the packaging, the product, or both?Packaging and product100%
- Does the delivery remark say photos were taken?No91%
- How much of the delivery does the remark suggest is unusable?Some97%
- Is the delivery remark readable enough to judge?Yes97%
These are real answers stored from one run on this example.
The prism behind it
Catch damage and shortage notes on signed delivery receipts
Fields
- Where the remark came from (e-POD note, OCR of a paper POD, WMS receiving note)
- Exception remark as written
Context
The remarks are the notes a consignee, driver or receiving clerk writes on a proof of delivery (POD), a bill of lading or a warehouse receiving note when freight is delivered: from an e-POD app, from OCR of a signed paper copy, or from the warehouse system. They are short and written in shorthand: ctns (cartons), plts (pallets), dmg (damaged), rec'd (received), subj to insp (subject to inspection), STC (said to contain), and initials. OCR text may contain misread characters. Each remark is read the day it posts; code opens the over, short and damaged (OS&D) case, reconciles counts with the bill of lading, and a claims handler decides liability. Our OS&D terms: - Shortage: fewer units, cartons or pallets delivered than shipped. - Overage: more delivered than shipped. - Visible damage: damage to the packaging or goods seen at delivery. - Concealed damage: packaging looked fine or was not checked, and damage is found or expected inside. - Refused: the consignee would not accept the whole delivery or part of it. - Blanket reservation: a general note such as "subject to inspection", "unchecked" or "STC" that names no specific problem. It protects the consignee less than a specific note does. - A clean delivery has no problem recorded: a name, a signature, a time, "OK" or "rec'd in good order".
Questions
Does the delivery remark record a problem with the goods delivered? Yes / No
Read the remark. Count any shortage, overage, damage, refusal, wrong goods, temperature or seal problem, and a blanket reservation. A name, signature, time, "OK" or "received in good order" on its own is not a problem. Read negations carefully: "no dmg" is not damage. Yes: The remark records a problem or a blanket reservation. No: The remark records a clean delivery.
What is the main problem the delivery remark records? Choice
Use the OS&D terms in the context. When the remark records more than one problem, pick the one that affects the most goods; pick a specific problem over a blanket reservation.
Does the delivery remark name a specific problem, beyond a blanket reservation? Yes / No
A blanket reservation is defined in the context. A specific problem names what is short, damaged, refused or wrong. Yes: The remark names at least one specific problem, with or without a blanket reservation. No: The remark records a clean delivery or a blanket reservation only.
Does the delivery remark say how many units, cartons or pallets are affected? Choice
Read the remark for a number of affected units, cartons, cases or pallets, written as digits or words. Do not count the total delivered as the number affected.
What does the delivery remark say is damaged: the packaging, the product, or both? Choice
Read the remark for what the damage affects. Wet, crushed or broken goods are product damage; torn wrap, crushed cartons or broken pallets are packaging damage.
Does the delivery remark say photos were taken? Yes / No
Count "pics taken", "photos", "img attached" and similar. Yes: The remark says photos were taken or attached. No: The remark does not mention photos.
How much of the delivery does the remark suggest is unusable? Scale
Judge from what the remark says about the goods, not about the packaging alone. Do not calculate a share from the numbers; judge the words.
Is the delivery remark readable enough to judge? Yes / No
Shorthand, abbreviations and poor spelling are normal and still readable. Judge whether the text makes enough sense to tell what was recorded. Yes: The remark can be read and understood. No: The remark is garbled by OCR, cut off, or too short to make sense of.
Lens columns
has_exception, has_exception_probability, exception_type, exception_type_probability, specific_problem_named, specific_problem_named_probability, quantity_stated, quantity_stated_probability, what_is_damaged, what_is_damaged_probability, photos_taken, photos_taken_probability, severity, severity_average, text_judgeable, text_judgeable_probability
Run it on your own text
Add this prism in the app, change any question, and test it on a file of your own.