Predictika · Specialty polymer quotes

An AI sales agent's Kynar PVDF resin quote, checked before it goes out

An AI sales agent prepares a resin quote for a battery cell maker, a wire and cable compounder or a chemical piping fabricator: Kynar HSV 900, HSV 1810, 761 and 461 powders, Kynar Flex 2801-00 powder, and Kynar 740, Kynar Flex 2500-20 and 3120-10 pellets, with freight. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of grade-to-application fit, minimum lots, bio-attributed program eligibility, shipping loads, lead time, discount and approval limits, and returns a verdict, every reason, a line-item quote and the figures it computed.

Scope: Kynar and Kynar Flex PVDF resin orders: HSV 900, HSV 1810, 761, 461, Flex 2801-00, 740, Flex 2500-20 and Flex 3120-10, for battery, membrane, coating, wire and cable, and chemical piping customers. See everything this validator covers

This validator models orders for eight Kynar PVDF grades named in Arkema's public material, not just the scenarios shown below.

  • Battery binders — Kynar HSV 900 and HSV 1810 (the binder grades Arkema names for LFP and NMC cathodes), with the optional bio-attributed program, which this model offers on those two grades only.
  • Powders for binders, membranes and coatings — Kynar 761, Kynar 461 and Kynar Flex 2801-00, each quoted only for the applications its description names.
  • Pellets for extrusion and molding — Kynar 740 for chemical piping, and Kynar Flex 2500-20 and 3120-10 for wire and cable (3120-10 also for piping).
  • Commercial checks — minimum lots, volume price tiers, parcel, truck or ocean container loads and how full they must be, lead time against the date the customer needs the resin, discount, annual supply agreements and the stated total.
  • Approvals — a discount above 5 percent (up to 10), an annual supply agreement and a total above $400,000 go to a person; a discount above 10 percent is blocked.

Any order for these eight grades, in these applications and shipping modes, is in scope — not only the scenarios pictured here. Not covered: other Kynar grades, latex and Kynar Aquatec, other Arkema product lines, taxes and duties. The grade names and their uses come from Arkema's public material; bag sizes, minimum lots, prices, tiers, loads, lead times and approval thresholds are modeled from comparable specialty polymer sales and are illustrative, not Arkema's.

The AI sales agentBuilds the Kynar resin quote from the conversation with the customer 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 grade ordered for the wrong applicationOnly with workarounds
Each Kynar grade is described for certain uses: a piping pellet is not a cathode binder. A CPQ holds grades as products and the application as a separate field, so a rule per grade and application pair has to be written and kept current.		The application and every grade ordered are checked against each other on every call.
Minimum lot that differs by gradeOnly with care
A minimum quantity per product line is a standard CPQ rule, but the battery grades have a different minimum from the rest, and the rule has to be repeated for each.		Minimum lots are checked for every grade line together.
Shipping mode against the weight of the orderOnly with workarounds
Parcel, truck and ocean container each carry a maximum and need a minimum fill. The weight is the sum of many lines, which a quote does not total before freight is added.		Total weight, loads, capacity and minimum fill are computed and compared.
Lead time that depends on the grade mix and the routeOnly with workarounds
Battery grades, ocean freight and very large orders each add weeks. The date promised to the customer is not tied to any of them.		Lead time is computed from the order and compared with the date the customer needs.
Bio-attributed program eligibilityOnly with workarounds
The program applies to certain grades and one application. A flag on the quote does not know which grades are on it.		The program flag is checked against the application and the grades ordered.
A stated total that has to agree with the quoteOnly with workarounds
Volume tiers change the price per kilogram, and freight is added after. A total typed on the quote can leave out freight or use the wrong tier without anyone noticing.		The total is computed from the choices and compared with the total the quote states.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as the quote 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.

    
1The order includes no Kynar resin, so there is nothing to price.
21 grade line(s) on the order are not suited to the stated application; each Kynar grade is quoted only for the uses it is described for.
31 grade line(s) are below the minimum lot, which is 1,000 kg for the battery binder grades and 500 kg for the others.
4The order asks for the bio-attributed program, which is offered for battery binder grades only.
5The order asks for the bio-attributed program but includes no Kynar HSV 900 or HSV 1,810.
6The order weighs 620 kg, and 1 load(s) by the chosen mode carry 600 kg.
7The order weighs 3,980 kg, and the chosen mode needs at least 4,000 kg for 1 load(s).
8The order of 5,600 kg has 0 shipping loads.
9The customer needs the resin in 5 weeks, and the lead time for this order is 6 weeks.
10The total is $793,000, above $400,000, so a person should confirm.
11The order takes a discount of $5,958.41 against $119,168 of list price, above the 5 percent that needs a sales manager.
12The order takes a discount of $11,916.81 against $119,168 of list price, above the 10 percent an agent may offer.
13The quote states a total of $119,167.99; the prices give $119,168.
14An annual supply agreement is priced by the Arkema sales team and is not covered by these volume tiers, so 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. Battery cell maker: A quote for a battery cell maker: Kynar binders on the bio-attributed program, shipped by ocean container

    
The agent's request. Please quote a battery cathode binder order of 8,000 kg of Kynar HSV 900, 4,000 kg of Kynar HSV 1810, 480 kg of Kynar 761 and 1,000 kg of Kynar 740. It ships by ocean container, 1 load. The customer wants the bio-attributed program. The customer needs the resin in 7 weeks. The quote states $319,728. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Grade not suited to the application. 1 grade line(s) on the order are not suited to the stated application; each Kynar grade is quoted only for the uses it is described for.
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  • Grade line below the minimum lot. 1 grade line(s) are below the minimum lot, which is 1,000 kg for the battery binder grades and 500 kg for the others.
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  • Lead time longer than the customer allows. The customer needs the resin in 7 weeks, and the lead time for this order is 8 weeks.
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  • Stated total does not match. The quote states a total of $319,728; the prices give $327,528.
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2. Battery cell maker: The agent resubmits after fixing the errors

    
The agent's request. Please quote a battery cathode binder order of 8,000 kg of Kynar HSV 900, 4,000 kg of Kynar HSV 1810 and 3,000 kg of Kynar 761. It ships by ocean container, 1 load. The customer wants the bio-attributed program. The customer needs the resin in 10 weeks. The discount is $24,865.40. The quote states $330,354.60. It is ready to send.

    
Verdict: Needs approval.

    
    
      
  • Discount above 5 percent. The order takes a discount of $24,865.40 against $355,220 of list price, above the 5 percent that needs a sales manager.
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  • Quote summary. List price of $355,220, discount of $24,865.40 and a total of $330,354.60.
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3. Battery cell maker: The agent resubmits after fixing the errors

    
The agent's request. Please quote a battery cathode binder order of 8,000 kg of Kynar HSV 900, 4,000 kg of Kynar HSV 1810 and 3,000 kg of Kynar 761. It ships by ocean container, 1 load. The customer wants the bio-attributed program. The customer needs the resin in 10 weeks. The discount is $14,208.80. The quote states $341,011.20. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Quote summary. List price of $355,220, discount of $14,208.80 and a total of $341,011.20.
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4. Wire and cable compounder: A quote for a wire and cable compounder: flexible copolymer pellets by ocean container

    
The agent's request. Please quote a wire and cable order of 1,500 kg of Kynar Flex 2801-00, 4,000 kg of Kynar Flex 2500-20 and 2,500 kg of Kynar Flex 3120-10. It ships by ocean container, 1 load. The customer needs the resin in 12 weeks. The quote states $158,520. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Grade not suited to the application. 1 grade line(s) on the order are not suited to the stated application; each Kynar grade is quoted only for the uses it is described for.
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  • Loads not full enough for the mode. The order weighs 8,000 kg, and the chosen mode needs at least 9,000 kg for 1 load(s).
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5. Wire and cable compounder: The agent resubmits after fixing the errors

    
The agent's request. Please quote a wire and cable order of 6,000 kg of Kynar Flex 2500-20 and 4,000 kg of Kynar Flex 3120-10. It ships by ocean container, 1 load. The customer needs the resin in 12 weeks. The quote states $190,880. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Quote summary. List price of $190,880 and a total of $190,880.
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6. Chemical piping fabricator: A quote for a chemical piping fabricator: Kynar 740 and Kynar Flex 3120-10 pellets by parcel

    
The agent's request. Please quote a chemical piping order of 1,000 kg of Kynar 740 and 600 kg of Kynar Flex 3120-10. It ships by parcel, 1 load. The customer needs the resin in 8 weeks. The discount is $3,083.76. The quote states $25,698. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Order exceeds the loads. The order weighs 1,600 kg, and 1 load(s) by the chosen mode carry 600 kg.
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  • Discount above agent authority. The order takes a discount of $3,083.76 against $25,698 of list price, above the 10 percent an agent may offer.
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  • Stated total does not match. The quote states a total of $25,698; the prices give $22,614.24.
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7. Chemical piping fabricator: The agent resubmits after fixing the errors

    
The agent's request. Please quote a chemical piping order of 1,000 kg of Kynar 740 and 600 kg of Kynar Flex 3120-10. It ships by parcel, 3 loads. The customer needs the resin in 8 weeks. The discount is $1,063.92. The quote states $25,534.08. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Quote summary. List price of $26,598, discount of $1,063.92 and a total of $25,534.08.
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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 a resin quote for a battery cell maker, a wire and cable compounder or a chemical piping fabricator: Kynar HSV 900, HSV 1810, 761 and 461 powders, and more. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of grade-to-application fit, minimum lots, bio-attributed program eligibility, shipping loads, lead time, discount and approval limits, and returns a verdict, every reason, a line-item quote and the figures it computed.
    2. 
      
  2. I will start with the first request by the agent.
    3. 
      
  3. The agent says. Please quote a battery cathode binder order of 8,000 kg of Kynar HSV 900, 4,000 kg of Kynar HSV 1810. It ships by ocean container, 1 load. The rest of the request is on screen. The quote states $319,728.
    4. 
      
  4. Before it goes out, the agent calls the validator.
    5. 
      
  5. Blocked, with four findings, all in one answer. 1 grade line(s) on the order are not suited to the stated application; each Kynar grade is quoted only for the uses it is described for. 1 grade line(s) are below the minimum lot, which is 1,000 kg for the battery binder grades and 500 kg for the others. The customer needs the resin in 7 weeks, and the lead time for this order is 8 weeks. The other one is on screen.
    6. 
      
  6. The validator returned four blocking findings in one answer, led by grade not suited to the application and grade line below the minimum lot, among others. A check that reads one product or one field at a time would pass most of this; it shows only when ports, optics, power, tiers and the stated total are checked against each other.
    7. 
      
  7. What this shows: for minimum lot that differs by grade, a rules-based CPQ is error-prone for this.
    8. 
      
  8. Now the agent resubmits.
    9. 
      
  9. The corrected request. It changes the kynar 761 to 3,000 kg, the needed within to 10 weeks and the stated total to $330,354.60. It sets the discount to $24,865.40. It removes the kynar 740.
    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. It starts with Kynar HSV 900 powder (LFP cathode binder) and Kynar HSV 1810 powder (functionalized; the other three lines are on screen.
    13. 
      
  13. The four blocking findings are cleared; one approval remains for a person: discount above 5 percent.
    14. 
      
  14. The agent resubmits once more.
    15. 
      
  15. The revised request. It changes the discount to $14,208.80 and the stated total to $341,011.20.
    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. It starts with Kynar HSV 900 powder (LFP cathode binder) and Kynar HSV 1810 powder (functionalized; the other three lines are on screen.
    19. 
      
  19. The earlier finding is cleared, and the validator's total, $341,011.20, matches the quote.
    20. 
      
  20. Four problems caught in one call, fixed in two passes, and a clean $341,011.20 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.