Predictika · Weighing and force sensors

An AI sales agent's shear beam load cell order, checked before it goes out

An AI sales agent prepares an order for a weighing system built on Model 65023 shear beam load cells: the rated capacity and unit, the number of cells, the peak and side loads, the excitation voltage, the temperatures, the trade approval, the material and profile options, and the combined capacity it states. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the public Model 65023 datasheet and returns a verdict, every reason and the figures it computed.

Scope: Model 65023 shear beam load cells: rated capacities by unit, stainless and ultra low profile options, OIML and NTEP approvals, overload, side load, excitation and temperature limits. See everything this validator covers

This validator models an order for one capacity of the Model 65023 load cell at a time, based on the public Model 65023 datasheet, not just the scenarios shown below.

  • Capacity and options — the rated capacities the datasheet lists for pounds (250 to 20,000) and for kilograms (125 to 10,000), the stainless steel option (listed for the pound versions) and the ultra low profile (listed for the 1000 to 2500 pound ranges).
  • Trade approvals — OIML R-60 (listed for 1K to 10K lbs and 500 to 5000 kg, up to 3000 intervals) and NTEP Class IIIL (up to 10000 intervals).
  • Load — the peak load against the combined rated capacity of the cells (above 100 percent goes to a person, above the 150 percent maximum safe central overload is blocked), the side load against the safe side load, and the combined capacity the order states, which must equal cells times rated capacity.
  • Electrical and environment — excitation (10 volts recommended, 15 volts maximum) and operating temperatures (0 to 150 degrees Fahrenheit, compensated from 14 to 104).

Any Model 65023 order that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (the datasheet has none, so this page shows no price build-up), other load cell models, hazardous-area and Factory Mutual options, NTEP Class III intervals (the datasheet figures conflict), mounting hardware and weigh modules, and system accuracy, which depends on installation.

The AI sales agentBuilds the load cell 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
Capacity lists that differ by unit (10 pound and 8 kilogram capacities)Only with workarounds
Valid capacities depend on the unit, and options such as stainless steel depend on the unit as well. A rules-based CPQ needs two lists and a cross-rule, and a datasheet change means editing them.		Unit and capacity arrive in one request and are matched against the published lists on every call.
Trade approvals that depend on capacity and intervalsOnly with care
OIML is listed only for some capacities and some units, and each approval has its own interval limit, so two lookups have to agree.		Approval, capacity, unit and intervals are compared together, in any order.
Peak load against the combined capacity of several cellsOnly with care
The check multiplies cells by capacity and compares at two thresholds, one routed to a person and one blocked.		The combined capacity is computed on every call and both thresholds are applied.
Stated combined capacityOnly with care
The stated figure is derived from the cells and capacity, so a rule has to recompute it and compare.		The stated capacity is a field in the request, compared with the computed one on every call.
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.

    
1A rated capacity of 3000 is not one of the Model 65,023 capacities for the selected unit (250 to 20,000 lbs, or 125 to 10,000 kg).
2A rated capacity of 750 is not one of the Model 65,023 capacities for the selected unit (250 to 20,000 lbs, or 125 to 10,000 kg).
3A rated capacity of 15,000 is not one of the Model 65,023 capacities for the selected unit (250 to 20,000 lbs, or 125 to 10,000 kg).
4The order has 0 load cells; at least 1 is needed.
5The datasheet lists the stainless steel option for the pound versions only.
6The ultra low profile is listed for the 1000 to 2500 pound ranges only (1000, 1500 and 2000 lbs in the capacity list); the selected capacity is not one of them.
7OIML approval is listed only for 1K to 10K lbs and 500 to 5000 kg capacities; 15,000 is outside that.
8OIML approval is listed only for 1K to 10K lbs and 500 to 5000 kg capacities; 500 is outside that.
9OIML approval is listed only for 1K to 10K lbs and 500 to 5000 kg capacities; 250 is outside that.
10The OIML R-60 approval is for up to 3000 intervals; the order needs 3001.
11NTEP Class IIIL is listed for up to 10,000 intervals; the order needs 10001.
12The peak load of 20,001 is above the combined rated capacity of 20,000; it is within the 150 percent safe overload, so a person should confirm.
13The peak load of 30,000 is above the combined rated capacity of 20,000; it is within the 150 percent safe overload, so a person should confirm.
14The peak load of 30,001 is above 150 percent, the maximum safe central overload, of the combined rated capacity of 20,000 (4 load cells).
15A side load of 5001 on a cell is above the safe side load, 100 percent of the rated capacity of 5000.
16An excitation of 12 volts is above the recommended 10 volts, within the 15 volt maximum; a person should confirm.
17An excitation of 15 volts is above the recommended 10 volts, within the 15 volt maximum; a person should confirm.
18An excitation of 16 volts is above the 15 volt maximum.
19The operating temperatures of 40 to 120 degrees Fahrenheit are inside the operating range but outside the compensated range of 14 to 104 degrees; a person should confirm.
20The operating temperatures of 5 to 100 degrees Fahrenheit are inside the operating range but outside the compensated range of 14 to 104 degrees; a person should confirm.

  

  

    
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. Peak load against combined capacity: Four 2000 lb load cells for a 14,000 lb tank

    
The agent's request. Please quote 4 Model 65023 load cells rated 2,000 lbs each for a weighing system with a peak load of 14,000 lbs and a side load of 300 lbs on a cell, powered at 10 volts and working between 40 and 100 degrees Fahrenheit, with no trade approval. The order states a combined capacity of 8,000 lbs. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Peak load above 150 percent of rated capacity. The peak load of 14,000 is above 150 percent, the maximum safe central overload, of the combined rated capacity of 8000 (4 load cells).
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2. Peak load against combined capacity: The agent resubmits after fixing the errors

    
The agent's request. Please quote 4 Model 65023 load cells rated 5,000 lbs each for a weighing system with a peak load of 14,000 lbs and a side load of 300 lbs on a cell, powered at 10 volts and working between 40 and 100 degrees Fahrenheit, with no trade approval. The order states a combined capacity of 20,000 lbs. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. 4 load cell(s) give a combined rated capacity of 20,000 against a peak load of 14000.
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3. OIML approval and capacity: Four 15,000 lb load cells with OIML approval

    
The agent's request. Please quote 4 Model 65023 load cells rated 15,000 lbs each for a weighing system with a peak load of 30,000 lbs and a side load of 500 lbs on a cell, powered at 10 volts and working between 40 and 100 degrees Fahrenheit, with OIML R-60 approval for 2,000 intervals. The order states a combined capacity of 60,000 lbs. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • OIML R-60 approval not available for this capacity. OIML approval is listed only for 1K to 10K lbs and 500 to 5000 kg capacities; 15,000 is outside that.
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4. OIML approval and capacity: The agent resubmits after fixing the errors

    
The agent's request. Please quote 4 Model 65023 load cells rated 10,000 lbs each for a weighing system with a peak load of 30,000 lbs and a side load of 500 lbs on a cell, powered at 10 volts and working between 40 and 100 degrees Fahrenheit, with OIML R-60 approval for 2,000 intervals. The order states a combined capacity of 40,000 lbs. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. 4 load cell(s) give a combined rated capacity of 40,000 against a peak load of 30000.
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5. Profile option, excitation and approvals: Four 5000 lb load cells with the ultra low profile at 12 volts

    
The agent's request. Please quote 4 Model 65023 load cells rated 5,000 lbs each with the ultra low profile for a weighing system with a peak load of 12,000 lbs and a side load of 500 lbs on a cell, powered at 12 volts and working between 40 and 100 degrees Fahrenheit, with no trade approval. The order states a combined capacity of 20,000 lbs. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Ultra low profile only for 1000 to 2000 lbs. The ultra low profile is listed for the 1000 to 2500 pound ranges only (1000, 1500 and 2000 lbs in the capacity list); the selected capacity is not one of them.
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  • Excitation above the recommended 10 volts. An excitation of 12 volts is above the recommended 10 volts, within the 15 volt maximum; a person should confirm.
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6. Profile option, excitation and approvals: The agent resubmits after fixing the errors

    
The agent's request. Please quote 4 Model 65023 load cells rated 5,000 lbs each for a weighing system with a peak load of 12,000 lbs and a side load of 500 lbs on a cell, powered at 12 volts and working between 40 and 100 degrees Fahrenheit, with no trade approval. The order states a combined capacity of 20,000 lbs. It is ready to send.

    
Verdict: Needs approval.

    
    
      
  • Excitation above the recommended 10 volts. An excitation of 12 volts is above the recommended 10 volts, within the 15 volt maximum; a person should confirm.
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  • Order summary. 4 load cell(s) give a combined rated capacity of 20,000 against a peak load of 12000.
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7. Profile option, excitation and approvals: The agent resubmits after fixing the errors

    
The agent's request. Please quote 4 Model 65023 load cells rated 5,000 lbs each for a weighing system with a peak load of 12,000 lbs and a side load of 500 lbs on a cell, powered at 10 volts and working between 40 and 100 degrees Fahrenheit, with no trade approval. The order states a combined capacity of 20,000 lbs. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Order summary. 4 load cell(s) give a combined rated capacity of 20,000 against a peak load of 12000.
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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 a weighing system built on Model 65023 shear beam load cells: the rated capacity and unit, the number of cells, the peak and side loads, and more. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the public Model 65023 datasheet 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 4 Model 65023 load cells rated 5,000 lbs each. The order states a combined capacity of 20,000 lbs. The rest of the request is on screen.
    4. 
      
  4. Before it goes out, the agent calls the validator.
    5. 
      
  5. Blocked, with one finding and one approval, all in one answer. The ultra low profile is listed for the 1000 to 2500 pound ranges only (1000, 1500 and 2000 lbs in the capacity list); the selected capacity is not one of them.
    6. 
      
  6. The validator returned one blocking finding and one approval 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 trade approvals that depend on capacity and intervals, 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 ultra low profile to no.
    10. 
      
  10. It calls the validator again.
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  11. Not blocked, but held for a person.
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  12. The one blocking finding is cleared; one approval remains for a person: excitation above the recommended 10 volts.
    13. 
      
  13. The agent resubmits once more.
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  14. The revised request. It changes the excitation to 10 volts.
    15. 
      
  15. It calls the validator once more.
    16. 
      
  16. This time the validator clears it.
    17. 
      
  17. The earlier finding is cleared, and the validator's figure matches the quote.
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  18. Two 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.
    19.