Predictika · Returnable plastic bulk boxes and accessories

An AI sales agent's bulk box order, checked before it goes out

An AI sales agent prepares an order for collapsible plastic bulk boxes with the lid, dolly, base option and extension rings it needs, the load each box will carry and the truck counts it states. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the box specifications and accessory compatibility Buckhorn publishes in its product catalog and returns a verdict, every reason and the figures it computed.

Scope: Buckhorn bulk boxes: General Purpose, Standard-Duty, Extra-Duty, Heavy-Duty, Extended Length, DunnageReady and Agricultural boxes, with lids, dollies, base options, extension rings and 53-foot truck loads. See everything this validator covers

This validator models orders for the 75 bulk box models in the bulk box section of Buckhorn's 2026 product catalog, with their lids and dollies, not just the scenarios shown below.

  • Box, lid and dolly — each lid and dolly in the catalog fits only the box families the catalog lists (for example TS48450300 for the Standard-Duty, Extra-Duty and Agricultural-series 48 x 45 boxes, TH48400200 and TH48450200 for Heavy-Duty, TV lids for the extended-length boxes); Extended Length boxes have no dolly, DunnageReady boxes have a dolly for 48 x 45 only and no lid, and the 62 x 48 extended-length boxes have no lid in the catalog.
  • Base option and extension rings — the General Purpose BG4840 boxes come with nine feet or five runners and the lid must match (TS48400399 or TG48400399 for nine feet; TG48400200 or TS48400200 for five runners); 7-inch and 10-inch extension rings are listed only for the BN48452520 and BN48453420 boxes.
  • Load and trucks — the load per box against the rated capacity (900 to 2,500 lbs, by model) and usable volume, the number of 53-foot trucks to deliver the boxes assembled and to return them collapsed (computed from the catalog truck loads), and the capacity and truck counts the quote states. Concentrated loads, elevated temperatures, custom modifications and extension rings go to a person for approval.

Any order for these bulk box models that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (Buckhorn publishes no price list, so this validator produces no price build-up or line-item quote), hand-held containers, intermediate bulk containers, CenterFlow, pallets, decorations and options such as colors, ID tags and bar coding, and custom-molded products.

The AI sales agentBuilds the bulk box 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
Lids and dollies that fit only certain box familiesOnly with workarounds
The catalog pairs about a dozen lids and three dollies with box families by footprint and series; a rules-based CPQ needs a compatibility table or one rule per pairing, and a new box means editing them.		The box, lid and dolly arrive in one request and each pairing is checked against the catalog.
A lid that must match the nine-feet or five-runner base choiceOnly with care
A dependency between two choices on different lines that applies to one box family only; it works once written, but it must be kept in step with the lid rules.		The base option and the lid are in one request and checked together.
Load per box against a rated capacity that differs by modelOnly with care
Capacity is 900, 1,200, 1,800, 2,000 or 2,500 lbs depending on the model, so a rule needs the capacity of every model.		The capacity of the chosen model is looked up and compared with the load on every call.
Truck counts from catalog truck loads, assembled and collapsedOnly with workarounds
The number of trucks is a rounded-up division of the order quantity by a per-model truck load, with a second figure for the collapsed return; that is a lookup plus a calculation for each model.		Both truck counts are computed on every call and compared with the figures the quote states.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as the order is saved or a step is completed, so a person often fixes one error and meets the next.		All findings come back together, whatever order the choices arrived in.

  

  

    
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.

    
1Each box would carry 2,501 lbs; box BN48453420 is rated for 2,500 lbs.
2Each box would hold 28.8 cubic feet; box BN48453420 holds 28.7 cubic feet.
3The quote states 1 trucks to deliver the boxes; the catalog truck load gives 2.
4The quote has 0 boxes; an order needs at least 1 box.
5Lid TS32300200 is not listed in the Buckhorn catalog as compatible with box BN48453420.
6Dolly DY32300900 is not listed in the Buckhorn catalog as compatible with box BN48453420.
7Lid TH48400200 is not listed in the Buckhorn catalog as compatible with box BH48453420.
8Lid TS48400399 does not match the base option of the BG4840 box; the catalog lists lids TG48400200 and TS48400200 for five runners and TS48400399 and TG48400399 for nine feet.
9The catalog truck loads for the BG4840 boxes are for the nine-feet version and the five-runner version is 1.5 inches taller; a person should confirm the truck counts with Buckhorn.
10Lid TG48400200 does not match the base option of the BG4840 box; the catalog lists lids TG48400200 and TS48400200 for five runners and TS48400399 and TG48400399 for nine feet.
11The nine-feet or five-runner base choice is listed only for the General Purpose BG4840 boxes, not for box BN48453420.
12Dolly DY48450900 is not listed in the Buckhorn catalog as compatible with box BS64483420.
13Lid TV57480200 is not listed in the Buckhorn catalog as compatible with box BS62483420.
14The catalog publishes no rated capacity for box BX484544; a person should confirm the load of 800 lbs per box with Buckhorn.
15Lid TS48450300 is not listed in the Buckhorn catalog as compatible with box BX484544.
16The catalog gives no truck load or capacity for boxes with extension rings; a person should confirm the truck counts and the load with Buckhorn.
17Extension rings are quoted on box BN48454420; the catalog lists 7 inch and 10 inch extension rings only for the BN48452520 and BN48453420 boxes.
18The catalog rates capacity for equally distributed loads; a concentrated load may affect capacity and should be confirmed with Buckhorn.
19The catalog notes that elevated temperatures may affect capacity; the use environment should be confirmed with Buckhorn.
20A modification such as a resized box, a removable panel, a side discharge or casters is engineered and quoted by Buckhorn; a person should confirm it.

  

  

    
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. Extra-duty boxes: lid and load: 400 Extra-Duty boxes with a 32 x 30 lid and a heavier load

    
The agent's request. Please quote 400 of the BN48453420 (Extra-Duty, 48 x 45 x 34 in) bulk box, with lid TS32300200 and dolly DY48450900, each carrying 2,700 lbs and 26.5 cubic feet. The quote states a rated capacity of 2,700 lbs per box, 6 trucks to deliver the boxes and 2 trucks to return them collapsed. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Lid not listed for this box. Lid TS32300200 is not listed in the Buckhorn catalog as compatible with box BN48453420.
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  • Load over the rated capacity. Each box would carry 2,700 lbs; box BN48453420 is rated for 2,500 lbs.
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  • Stated capacity does not match. The quote states a rated capacity of 2,700 lbs per box; the catalog rates box BN48453420 at 2,500 lbs.
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2. Extra-duty boxes: lid and load: The agent resubmits after fixing the errors

    
The agent's request. Please quote 400 of the BN48453420 (Extra-Duty, 48 x 45 x 34 in) bulk box, with lid TS48450300 and dolly DY48450900, each carrying 2,400 lbs and 26.5 cubic feet. The quote states a rated capacity of 2,500 lbs per box, 6 trucks to deliver the boxes and 2 trucks to return them collapsed. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. 400 x BN48453420, rated 2,500 lbs each; 6 truck(s) deliver them assembled and 2 truck(s) return them collapsed.
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3. Seed boxes: base option and lid: 150 General Purpose boxes on five runners with the nine-feet lid

    
The agent's request. Please quote 150 of the BG48404602 (General Purpose, 48 x 40 x 46 in) bulk box, with lid TS48400399 and dolly DY48400900, on the five-runner base, each carrying 1,100 lbs and 33.0 cubic feet. The quote states a rated capacity of 1,200 lbs per box, 2 trucks to deliver the boxes and 1 truck to return them collapsed. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Lid does not match the base option. Lid TS48400399 does not match the base option of the BG4840 box; the catalog lists lids TG48400200 and TS48400200 for five runners and TS48400399 and TG48400399 for nine feet.
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  • Stated truck count does not match. The quote states 2 trucks to deliver the boxes; the catalog truck load gives 3.
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  • Five-runner version. The catalog truck loads for the BG4840 boxes are for the nine-feet version and the five-runner version is 1.5 inches taller; a person should confirm the truck counts with Buckhorn.
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4. Seed boxes: base option and lid: The agent resubmits after fixing the errors

    
The agent's request. Please quote 150 of the BG48404602 (General Purpose, 48 x 40 x 46 in) bulk box, with lid TS48400200 and dolly DY48400900, on the five-runner base, each carrying 1,100 lbs and 33.0 cubic feet. The quote states a rated capacity of 1,200 lbs per box, 3 trucks to deliver the boxes and 1 truck to return them collapsed. It is ready to send.

    
Verdict: Needs approval.

    
    
      
  • Five-runner version. The catalog truck loads for the BG4840 boxes are for the nine-feet version and the five-runner version is 1.5 inches taller; a person should confirm the truck counts with Buckhorn.
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  • Order summary. 150 x BG48404602, rated 1,200 lbs each; 3 truck(s) deliver them assembled and 1 truck(s) return them collapsed.
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5. Seed boxes: base option and lid: The agent resubmits after fixing the errors

    
The agent's request. Please quote 150 of the BG48404602 (General Purpose, 48 x 40 x 46 in) bulk box, with lid TS48400399 and dolly DY48400900, on the nine-feet base, each carrying 1,100 lbs and 33.0 cubic feet. The quote states a rated capacity of 1,200 lbs per box, 3 trucks to deliver the boxes and 1 truck to return them collapsed. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. 150 x BG48404602, rated 1,200 lbs each; 3 truck(s) deliver them assembled and 1 truck(s) return them collapsed.
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6. Extended length boxes: dolly: 120 Extended Length boxes with a dolly

    
The agent's request. Please quote 120 of the BS64483420 (Extended Length, 64 x 48 x 34 in) bulk box, with lid TV64480200 and dolly DY48450900, each carrying 1,900 lbs and 41.0 cubic feet. The quote states a rated capacity of 2,000 lbs per box, 2 trucks to deliver the boxes and 1 truck to return them collapsed. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Dolly not listed for this box. Dolly DY48450900 is not listed in the Buckhorn catalog as compatible with box BS64483420.
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  • Stated truck count does not match. The quote states 2 trucks to deliver the boxes; the catalog truck load gives 3.
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7. Extended length boxes: dolly: The agent resubmits after fixing the errors

    
The agent's request. Please quote 120 of the BS64483420 (Extended Length, 64 x 48 x 34 in) bulk box, with lid TV64480200 and no dolly, each carrying 1,900 lbs and 41.0 cubic feet. The quote states a rated capacity of 2,000 lbs per box, 3 trucks to deliver the boxes and 1 truck to return them collapsed. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. 120 x BS64483420, rated 2,000 lbs each; 3 truck(s) deliver them assembled and 1 truck(s) return them collapsed.
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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 prepares an order for collapsible plastic bulk boxes with the lid, dolly, base option and extension rings it needs. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the box specifications and accessory compatibility Buckhorn publishes in its product catalog 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 quote 400 of the BN48453420 (Extra-Duty, 48 x 45 x 34 in) bulk box, with lid TS32300200 and dolly DY48450900, each carrying 2,700 lbs and 26.5 cubic feet. The quote states a rated capacity of 2,700 lbs per box, 6 trucks to deliver the boxes and 2 trucks to return them collapsed. 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. Lid TS32300200 is not listed in the Buckhorn catalog as compatible with box BN48453420. Each box would carry 2,700 lbs; box BN48453420 is rated for 2,500 lbs. The quote states a rated capacity of 2,700 lbs per box; the catalog rates box BN48453420 at 2,500 lbs.
    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.
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  7. What this shows: for load per box against a rated capacity that differs by model, a rules-based CPQ is error-prone for this.
    8. 
      
  8. Now the agent resubmits.
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  9. The corrected request. It changes the lid to TS48450300, the load per box to 2,400 lbs and the stated rated capacity per box to 2,500 lbs.
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  10. It calls the validator again.
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  11. This time the validator clears it.
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  12. All three earlier findings are cleared, and the validator's figure matches the quote.
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  13. Three problems caught in one call, fixed in one pass, 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.
    14.