Predictika · Custom printed packaging orders

An AI sales agent's custom printed cup order, checked before it goes out

An AI sales agent takes a custom printed cup order for a foodservice customer: the cup line and size, the printing method, colors, quantity, plate fees and the lead time it promises. Before the order goes out, the agent sends it to Predictika, which checks it against a declarative model of Karat Packaging's published custom printing guidelines and returns a verdict, every reason and the figures it computed.

Scope: Karat custom printed cups from the published guidelines: six cup lines, sizes, printing method, color mode, minimum order, color plates and plate fees, lead time. See everything this validator covers

This validator models custom printed cup orders against Karat Packaging's public “Custom Printing: General Information and Guidelines” document, not just the scenarios shown below.

  • Cup lines and sizes — paper hot, insulated paper hot (including wrapped 10 oz), ripple paper hot, eco-friendly paper hot, paper cold and PET cold cups, each in the sizes the guidelines list for custom printing.
  • Printing rules — the printing method each cup line offers, CMYK or spot color, the maximum number of color plates per size, the minimum order quantity per size and method, and the plate fee per color per size ($100, or $200 for the sizes and lines the guidelines list at $200).
  • Checks and approvals — stated plate fees that differ from the rate are blocked; a promised lead time shorter than the published one, the wrapped 10 oz minimum (published in cases), CMYK with flexography (the guidelines conflict), reprints with existing plates and the in-house design service go to a person.

Any custom printed cup order that touches these rules is in scope — not only the scenarios pictured here. Not covered: cup prices (Karat publishes none for custom printing; quotes are on request), PP and polypropylene cups, eco-friendly PLA cold cups, the 12S PET size, other printed items such as containers, napkins and bags, shipping, and design fees.

The AI sales agentBuilds the custom cup order from the conversation and says it is ready.
Predictika validatorChecks every rule at once and returns the verdict, each finding, and the computed figures.

7 scenarios in 3 groups · each group runs from the agent’s first attempt to the outcome · click one to switch

What the agent proposes

The AI sales agent says

Illustrative agent statement. The validator receives the structured request below.

Proposing agent: AI sales agent (scripted)

Before sending, the agent must call Recorded run

Predictika validator


      

        
        
        
      

      
Waiting for the call.

      
    

  

  
  

    
Where rules-based CPQ gets it wrong
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Our assessment of what a typical rules-based CPQ (product rules, price rules and validation rules, as in Salesforce CPQ) does with the same cases. It is a judgment about effort and reliability, not a claim that nothing can be built.

    
What the validator caughtTypical rules-based CPQPredictika
A minimum order that depends on cup line, size and printing methodOnly with care
The same cup has different minimums by method (for example 30,000 offset, 50,000 UV offset, 100,000 flexography), so each combination is a separate rule to keep in step.		Line, size and method are in one request and the minimum is computed on every call.
Sizes, methods and color modes that differ by cup lineOnly with workarounds
Six cup lines each offer different sizes, methods and color modes; the allowed lists have to be kept as separate dependent option sets.		The cup line decides every allowed value, and each rule explains itself in the same answer.
Plate fees that depend on the number of colors, the cup and the sizeOnly with care
The fee is a per-color rate that changes by line and size, and CMYK counts as four plates; a stated fee is free text to be compared with it.		The plate fee is computed and compared with the stated fee on every call.
A lead time that depends on the cup line and sizeOnly with care
Most lines publish 10 to 12 weeks but small PET cups differ from large ones, so a promised date needs a lookup keyed on line and size.		The published lead time is computed and compared with the promise on every call.
Facts the guidelines leave open, such as case quantities or conflicting statementsOnly with workarounds
An open fact has to be built as a separate review flow and kept in step with the rules that are firm.		The order comes back as needs approval with the reason, in the same answer as every other finding.

  

  

    
What this validator catches: findings from its test cases
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Every rule is checked on every call, in any order the choices arrive; one problem never hides another. Blocking findings stop the quote; approval findings need a person to sign off; everything else is computed.

    
1The order is for 49,999 pieces; the minimum for this cup, size and printing method is 50,000 pieces per size.
2The order is for 99,999 pieces; the minimum for this cup, size and printing method is 100,000 pieces per size.
3The order is for 29,999 pieces; the minimum for this cup, size and printing method is 30,000 pieces per size.
4Custom printed paper hot cups are published in 4, 8, 10, 12, 16, 20, 24 oz only; the selected size is not offered.
5Custom printed paper hot cups are printed by offset, UV offset or flexography only; the selected printing method is not offered.
6The order needs 5 color plates; this cup allows a maximum of 4 color plates per size.
7A spot color order needs at least 1 color; the order has 0.
8The guidelines list flexography for these cups with CMYK or spot colors, but also say flexography can only use spot colors; confirm CMYK with flexography.
9The minimum for the wrapped 10 oz insulated cup is published as 100 cases per size; the guidelines give no case quantity, so confirm that 50,000 pieces meets it.
10Custom printed insulated paper hot cups are published in 8, 12, 16, 20, wrapped 10 oz only; the selected size is not offered.
11Custom printed ripple paper hot cups are printed by flexography only; the selected printing method is not offered.
12Custom printed ripple paper hot cups are printed in uncoated spot colors only; CMYK is not offered.
13The order needs 7 color plates; this cup allows a maximum of 6 color plates per size.
14Custom printed eco-friendly paper hot cups are published in 8, 10, 12, 16, 20 oz only; the selected size is not offered.
15The order is for 30,000 pieces; the minimum for this cup, size and printing method is 50,000 pieces per size.
16The order promises a lead time of 6 weeks; the published lead time for this cup is 10 weeks or more and Karat states lead times are estimates, not guaranteed; confirm the promise.
17Custom printed PET cold cups are printed in coated spot colors only; CMYK is not offered.
18The order promises a lead time of 8 weeks; the published lead time for this cup is 10 weeks or more and Karat states lead times are estimates, not guaranteed; confirm the promise.
19The order states plate fees of $100; the published plate fee rate gives $200.
20The order states plate fees of $201; the published plate fee rate gives $200.
21A reprint has no plate fees only if the existing plates are in good condition; confirm the plates before the order goes out with no plate fees.
22The order states plate fees of $400; the published plate fee rate gives $0.
23The order uses the in-house design service; minimal design fees may apply and no amount is published.
24Custom printed ripple paper hot cups are published in 4, 8, 10, 12, 16, 20 oz only; the selected size is not offered.
25The order is for 10,000 pieces; the minimum for this cup, size and printing method is 50,000 pieces per size.
26The order states plate fees of $0; the published plate fee rate gives $800.
27The order promises a lead time of 4 weeks; the published lead time for this cup is 10 weeks or more and Karat states lead times are estimates, not guaranteed; confirm the promise.

  

  

    
Scenarios and results
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The recorded result of the validator for each scenario on this page: the request the AI agent sent, the verdict, and every finding, in the order they appear above.

    
1. Cold cup order: A 30,000-piece PET cold cup order with a 4 week lead time promised

    
The agent's request. Please set up a custom printed order of 30,000 pieces of 8 oz PET cold cups, printed by dry offset in 3 spot colors. The order states plate fees of $300 and a lead time of 4 weeks. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Below the minimum order quantity. The order is for 30,000 pieces; the minimum for this cup, size and printing method is 50,000 pieces per size.
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  • Lead time shorter than published. The order promises a lead time of 4 weeks; the published lead time for this cup is 10 weeks or more and Karat states lead times are estimates, not guaranteed; confirm the promise.
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2. Cold cup order: The agent resubmits after fixing the errors

    
The agent's request. Please set up a custom printed order of 50,000 pieces of 8 oz PET cold cups, printed by dry offset in 3 spot colors. The order states plate fees of $300 and a lead time of 10 weeks. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. Karat custom printed PET cold cups, 50,000 pieces, 3 color plate(s), plate fees of $300, published lead time of 10 weeks or more.
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3. Hot cup order: A ripple cup order in a size, method and color mode that are not offered

    
The agent's request. Please set up a custom printed order of 50,000 pieces of 24 oz ripple paper hot cups, printed by offset in CMYK. The order states plate fees of $800 and a lead time of 10 weeks. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Size not offered for RippleHot. Custom printed ripple paper hot cups are published in 4, 8, 10, 12, 16, 20 oz only; the selected size is not offered.
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  • Printing method not offered for RippleHot. Custom printed ripple paper hot cups are printed by flexography only; the selected printing method is not offered.
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  • CMYK not offered on ripple cups. Custom printed ripple paper hot cups are printed in uncoated spot colors only; CMYK is not offered.
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4. Hot cup order: The agent resubmits after fixing the errors

    
The agent's request. Please set up a custom printed order of 100,000 pieces of 16 oz paper hot cups, printed by flexography in CMYK. The order states plate fees of $400 and a lead time of 10 weeks. It is ready to send.

    
Verdict: Needs approval.

    
    
      
  • CMYK with flexography. The guidelines list flexography for these cups with CMYK or spot colors, but also say flexography can only use spot colors; confirm CMYK with flexography.
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  • Order summary. Karat custom printed paper hot cups, 100,000 pieces, 4 color plate(s), plate fees of $400, published lead time of 10 weeks or more.
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5. Hot cup order: The agent resubmits after fixing the errors

    
The agent's request. Please set up a custom printed order of 30,000 pieces of 16 oz paper hot cups, printed by offset in CMYK. The order states plate fees of $400 and a lead time of 10 weeks. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. Karat custom printed paper hot cups, 30,000 pieces, 4 color plate(s), plate fees of $400, published lead time of 10 weeks or more.
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6. Eco hot cup order: An eco-friendly hot cup order with the wrong plate fees and an 8 week lead time

    
The agent's request. Please set up a custom printed order of 30,000 pieces of 12 oz eco-friendly paper hot cups, printed by offset in 3 spot colors. The order states plate fees of $300 and a lead time of 8 weeks. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Stated plate fees do not match. The order states plate fees of $300; the published plate fee rate gives $600.
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  • Lead time shorter than published. The order promises a lead time of 8 weeks; the published lead time for this cup is 10 weeks or more and Karat states lead times are estimates, not guaranteed; confirm the promise.
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7. Eco hot cup order: The agent resubmits after fixing the errors

    
The agent's request. Please set up a custom printed order of 30,000 pieces of 12 oz eco-friendly paper hot cups, printed by offset in 3 spot colors. The order states plate fees of $600 and a lead time of 10 weeks. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. Karat custom printed eco-friendly paper hot cups, 30,000 pieces, 3 color plate(s), plate fees of $600, published lead time of 10 weeks or more.
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Narration transcript
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The text of the narrated walkthrough, step by step.

    
    
      
  1. Welcome to a demo of Predictika's Validator. An AI sales agent takes a custom printed cup order for a foodservice customer: the cup line and size, the printing method, colors, and more. Before the order goes out, the agent sends it to Predictika, which checks it against a declarative model of Karat Packaging's published custom printing guidelines and returns a verdict, every reason and the figures it computed.
    2. 
      
  2. I will start with the first request by the agent.
    3. 
      
  3. The agent says. Please set up a custom printed order of 50,000 pieces of 24 oz ripple paper hot cups, printed by offset in CMYK. The order states plate fees of $800 and a lead time of 10 weeks. The rest of the request is on screen.
    4. 
      
  4. Before it goes out, the agent calls the validator.
    5. 
      
  5. Blocked, with three findings, all in one answer. Custom printed ripple paper hot cups are published in 4, 8, 10, 12, 16, 20 oz only; the selected size is not offered. Custom printed ripple paper hot cups are printed by flexography only; the selected printing method is not offered. Custom printed ripple paper hot cups are printed in uncoated spot colors only; CMYK is not offered.
    6. 
      
  6. The validator returned three blocking findings in one answer. A check that reads one field at a time would pass most of this; it shows only when the choices in the quote are checked against each other.
    7. 
      
  7. What this shows: for a minimum order that depends on cup line, size and printing method, a rules-based CPQ is error-prone for this.
    8. 
      
  8. Now the agent resubmits.
    9. 
      
  9. The corrected request. It changes the cup line to paper hot cups, the size to 16 oz, the quantity to 100,000, the printing method to flexography and the stated plate fees to $400.
    10. 
      
  10. It calls the validator again.
    11. 
      
  11. Not blocked, but held for a person.
    12. 
      
  12. The validator also returns the line-item quote, on screen.
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  13. The three blocking findings are cleared; one approval remains for a person: CMYK with flexography.
    14. 
      
  14. The agent resubmits once more.
    15. 
      
  15. The revised request. It changes the quantity to 30,000 and the printing method to offset.
    16. 
      
  16. It calls the validator once more.
    17. 
      
  17. This time the validator clears it.
    18. 
      
  18. The validator also returns the line-item quote, on screen.
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  19. The earlier finding is cleared, and the validator's total, $400, matches the quote.
    20. 
      
  20. Three problems caught in one call, fixed in two passes, and a clean quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.
    21.