Predictika · Bagging and palletizing line quotes

An AI sales agent's bagging and palletizing line quote, checked before it goes out

An AI sales agent drafts a quote for a bagging and palletizing line: the bagger, the palletizer, the conveyor, the bag weight, the line speed, the material, the dust zone, the pallet load and the number of lines. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model of bagger, palletizer and conveyor limits, material and dust zone requirements and discount authority, compares the net total the agent states with the one it computes, and reports every problem it finds in one pass.

Scope: Premier Tech style bagging and palletizing line quotes: bagger, palletizer, conveyor, bag weight, line speed, material, dust zone, pallet load and discounts. See everything this validator covers

This validator models bagging and palletizing line quotes in the style of Premier Tech, with three bagger types, three palletizers and two belt conveyors. It handles any line made of these, not just the scenarios shown below.

  • Bagger, bag weight and speed — The bag weight within the range the bagger can fill and the line speed within the bagger limit; above 90 percent of the bagger limit, application engineering must confirm.
  • Material and dust zone — Fine powder needs a bagger approved for it, and a dust explosion zone 22 area needs an explosion rated bagger.
  • Palletizer and conveyor — The line speed within the palletizer limit, the pallet load (bag weight times bags per pallet) within the palletizer limit, and a conveyor that can carry the bag weight at the line speed.
  • Lines, discount and size — One to five lines per quote, a volume discount from 2 lines, an approval band above 5 percent total discount and a limit at 12 percent, and a deal desk review above USD 1,000,000.
  • The stated net total — A check that the net total the agent states matches the net total the validator computes.

Any bagging and palletizing line quote that touches these rules is in scope — not only the scenarios pictured here. Not covered: other Premier Tech product lines such as horticulture, water treatment or stretch hooders, installation and service contracts, throughput studies, or real list prices.

The AI sales agentBuilds the line quote 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
Click to expand
    
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
Bag weight and speed limits per baggerOnly with workarounds
A validation rule per bagger model; each new model multiplies the rules.		Each limit is a catalog attribute compared with the quote on every call.
Fine powder and dust zone approvalsOnly with care
Option filters per bagger that must agree with each other.		Material and dust zone are checked against the bagger in one pass.
Palletizer and conveyor limitsOnly with workarounds
Rules per palletizer and per conveyor that must be kept in step with the bagger rules.		Speed and load limits are catalog attributes compared on every call.
Pallet load from bag weight and bags per palletOnly with care
A derived figure that needs its own price or validation rule.		The pallet load is calculated once and checked against the palletizer.
Volume discount stacked with an extra discountOnly with workarounds
Stacked schedules and approval limits; double counting is common.		The total discount is one calculation; the approval band and the limit are separate findings.
The net total the agent statesOnly with workarounds
Comparing a stated value with a computed one means a separate rule per quote layout, and price rules rarely run on stated figures.		The stated net total is a field in the request and is checked against the computed value.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as the quote is saved, so a rep 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
Click to expand
    
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 line speed is above 90 percent of the bagger limit; application engineering must confirm.
2Order value of USD 2,016,000 is above USD 1,000,000 and needs a deal desk review.
3A line speed of 45 bags per minute is outside the 1 to 40 bags per minute of the Vertical form fill seal bagger.
4The Vertical form fill seal bagger is not approved for fine powder.
5A dust explosion zone 22 area needs an explosion rated bagger and the Open mouth bagger is not one.
6A bag weight of 30 kg is outside the 1 to 25 kg the Vertical form fill seal bagger can fill.
7The Robot palletizer handles 25 bags per minute and the line runs 28.
8A pallet load of 1500 kg is outside the 1 to 1200 kg of the Robot palletizer.
9The Standard belt conveyor cannot carry 20 kg bags at 35 bags per minute.
106 lines are outside the 1 to 5 lines of one quote.
11Total discount of 14 percent exceeds the 12 percent limit.
12The quoted net total of USD 320,850 does not match the USD 345,000 the validator computed.

  

  

    
Scenarios and results
Click to expand
    
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. Bag weight: The total is right; the bag is too heavy for this bagger

    
The agent's request. This is for a mineral products plant bagging 30 kg bags of granular material, one line, 30 bags per pallet, no dust zone, line speed of 15 to 20 bags per minute. One vertical form fill seal bagger with a robot palletizer and a heavy duty belt conveyor for 30 kg bags at 20 bags per minute, 30 bags per pallet. Net total USD 365,000. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Bag Weight. A bag weight of 30 kg is outside the 1 to 25 kg the Vertical form fill seal bagger can fill.
    • 
    

    
2. Bag weight: The agent resubmits after fixing the errors

    
The agent's request. This is for a mineral products plant bagging 30 kg bags of granular material, one line, 30 bags per pallet, no dust zone, line speed of 15 to 20 bags per minute. One valve bagger with a robot palletizer and a heavy duty belt conveyor for 30 kg bags at 15 bags per minute, 30 bags per pallet. Net total USD 345,000. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Price summary. Estimated price: USD 345,000 total for 1 lines; USD 345,000 per line with palletizer and conveyor; USD 345,000 before discount; 0 percent total discount.
    • 
    

    
3. Discount authority: The total is right; the discount is above the limit

    
The agent's request. This is for a contract packager buying three bagging lines for granular product, 20 kg bags at 20 bags per minute, and asking for an extra discount. Three vertical form fill seal bagging lines, each with a robot palletizer and a standard belt conveyor, with an 11 percent extra discount. Net total USD 900,450. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Discount Limit. Total discount of 13 percent exceeds the 12 percent limit.
    • 
    

    
4. Discount authority: The agent resubmits after fixing the errors

    
The agent's request. This is for a contract packager buying three bagging lines for granular product, 20 kg bags at 20 bags per minute, and asking for an extra discount. Three vertical form fill seal bagging lines, each with a robot palletizer and a standard belt conveyor, with a 2 percent extra discount. Net total USD 993,600. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Price summary. Estimated price: USD 993,600 total for 3 lines; USD 345,000 per line with palletizer and conveyor; USD 1,035,000 before discount; 4 percent total discount.
    • 
    

    
5. The total the agent states: The agent's own total is checked too

    
The agent's request. This is for a food ingredients plant buying one bagging line for 20 kg bags of granular product at 20 bags per minute, no dust zone. One vertical form fill seal bagger with a robot palletizer and a standard belt conveyor for 20 kg bags at 20 bags per minute. Net total USD 320,850. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Quoted Net Total. The quoted net total of USD 320,850 does not match the USD 345,000 the validator computed.
    • 
    

    
6. The total the agent states: The agent resubmits after fixing the errors

    
The agent's request. This is for a food ingredients plant buying one bagging line for 20 kg bags of granular product at 20 bags per minute, no dust zone. One vertical form fill seal bagger with a robot palletizer and a standard belt conveyor for 20 kg bags at 20 bags per minute. Net total USD 345,000. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Price summary. Estimated price: USD 345,000 total for 1 lines; USD 345,000 per line with palletizer and conveyor; USD 345,000 before discount; 0 percent total discount.
    • 
    

    
7. Review by a person: Valid, but not final without a person

    
The agent's request. This is for a snack producer that needs 38 bags per minute of 20 kg bags, one line, 50 bags per pallet, no dust zone. One vertical form fill seal bagger with a high level palletizer and a heavy duty belt conveyor for 20 kg bags at 38 bags per minute. Net total USD 525,000. It is ready to send.

    
Verdict: Needs approval.

    
    
      
  • Line Speed Margin. The line speed is above 90 percent of the bagger limit; application engineering must confirm.
    • 
      
  • Price summary. Estimated price: USD 525,000 total for 1 lines; USD 525,000 per line with palletizer and conveyor; USD 525,000 before discount; 0 percent total discount.
    • 
    

  

  

    
Narration transcript
Click to expand
    
The text of the narrated walkthrough, step by step.

    
    
      
  1. Welcome to a demo of Predictika's Validator. An AI sales agent drafts a quote for a bagging and palletizing line: the bagger, the palletizer, the conveyor, and more. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model of bagger, palletizer and conveyor limits, material and dust zone requirements and discount authority, compares the net total the agent states with the one it computes, and reports every problem it finds in one pass.
    2. 
      
  2. I will start with the first request by the agent.
    3. 
      
  3. The agent says. This is for a contract packager buying three bagging lines for granular product, 20 kg bags at 20 bags per minute, and asking for an extra discount. Three vertical form fill seal bagging lines, each with a robot palletizer and a standard belt conveyor, with an 11 percent extra discount. The rest of the request is on screen. Net total USD 900,450.
    4. 
      
  4. Before it goes out, the agent calls the validator.
    5. 
      
  5. Blocked, with one finding, all in one answer. Total discount of 13 percent exceeds the 12 percent limit.
    6. 
      
  6. The validator returned one blocking finding 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 bag weight and speed limits per bagger, a rules-based CPQ can do this only with workarounds.
    8. 
      
  8. Now the agent resubmits.
    9. 
      
  9. The corrected request. It changes the extra discount requested to 2 percent and the net total stated on the quote to $993,600.
    10. 
      
  10. It calls the validator again.
    11. 
      
  11. This time the validator clears it.
    12. 
      
  12. The validator also returns the line-item quote. It starts with Vertical form fill seal bagger and Robot palletizer; the other line is on screen.
    13. 
      
  13. The earlier finding is cleared, and the validator's total, USD 993,600, matches the quote.
    14. 
      
  14. One problem caught in one call, fixed in one pass, and a clean $993,600 quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.
    15.