Predictika · Packaging adhesive orders

An AI sales agent's Advantra hot melt order, checked before it goes out

An AI sales agent prepares an order for Advantra packaging hot melt adhesive, with a grade, a form, the substrate being bonded, the packaging application, the application temperature, the line speed, a pack size and quantity, an optional rush shipment, a discount and a stated total. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the product line and returns a verdict and every reason.

Scope: H.B. Fuller Advantra packaging hot melt orders: PHC-8256, PHC-8280, PHC-9254 and PHC-9256 by form, substrate, application, temperature, line speed, pack, rush, discount and stated total. See everything this validator covers

This validator models Advantra packaging hot melt orders, not just the scenarios shown below.

  • Grade, form and substrate — which grades come as pellets or pillows, which substrates each grade is recommended for, and freezer packaging, which is quoted on PHC-9254 only.
  • Process window — the application temperature window of each grade and the line speed a medium-set grade is quoted for.
  • Volume, rush and discount — large orders, rush shipments of large orders, and the discount that needs a manager or is not allowed.
  • Stated total — the total stated on the order against the total computed from the grade, pack, quantity and discount.

Any Advantra order that touches these rules is in scope — not only the scenarios pictured here. Not covered: other H.B. Fuller brands, reactive (PUR) and hygiene adhesives, and dispensing equipment. The grade names and set speeds, the recommended substrates, the pellet and pillow forms, the freezer use of PHC-9254 and the 38 lb case follow public H.B. Fuller and reseller pages; the temperature windows, the line-speed limit, the pallet size, the discount and approval limits and the prices are modeled, not published by H.B. Fuller, and the prices are illustrative.

The AI sales agentBuilds the adhesive 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.

6 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
Grade against form, substrate and freezer useOnly with care
Pillows are offered on two grades, corrugated is recommended on two grades and freezer packaging is quoted on one, so each grade needs its own rules.
The grade, form, substrate and application are fields of one order and every combination is checked together on every call.
Temperature window of each gradeOnly with workarounds
Each grade has its own low and high application temperature, and running above 375 F needs technical service, so the limit depends on the grade chosen.
The temperature is compared with the window of the chosen grade on every call, and the approval comes back with the blocks.
Line speed of the medium-set gradeOnly with workarounds
Only the medium-set grade has a low line-speed limit, so a rule has to exist for that grade alone.
The line speed is checked against the limit of the chosen grade and the reason names both numbers.
Volume, rush and discount approvalsOnly with workarounds
A large order, a rush shipment of a large order and a discount band each need a different person, and a higher discount is not allowed.
Every threshold is checked on every call and the approvals come back together with the blocks.
Stated total against computed totalOnly with workarounds
The total depends on the grade, the pack, the quantity and the discount, so any change has to be recomputed.
The stated total is a field of the order and is compared with the computed one on every call.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as a step is completed, 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

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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 order; approval findings need a person to sign off; everything else is computed.

1This grade is not recommended for the chosen substrate; corrugated is recommended on PHC-8280 and PHC-9256.
2The line runs 120 cases a minute; this medium-set grade is quoted up to 60.
3This grade is supplied as pellets only; pillows are offered on PHC-9254 and PHC-9256.
4Freezer-grade packaging is quoted on PHC-9254 only.
5The quote runs the adhesive at 320 F; this grade is applied from 325 F.
6The quote runs the adhesive at 380 F; this grade is applied up to 375 F.
7Running above 375 F needs technical service to confirm thermal stability on the line.
8The quote runs the adhesive at 245 F; this grade is applied from 250 F.
9The quote runs the adhesive at 405 F; this grade is applied up to 400 F.
10The quote runs the adhesive at 295 F; this grade is applied from 300 F.
11The line runs 61 cases a minute; this medium-set grade is quoted up to 60.
12The line runs 401 cases a minute; this medium-set grade is quoted up to 400.
13A discount above 5 percent needs a manager to sign off.
14The quote has a 15 percent discount; the maximum is 12.
15An order of more than 40,000 lb needs a volume-pricing review.
16A rush shipment above 10,000 lb needs a plant scheduling check.
17The quote states a total of 100,000 cents; the quoted grade, pack and quantity give a different figure.
18The quote states a total of 1 cents; the quoted grade, pack and quantity give a different figure.

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. Grade, substrate and freezer use: An order with pillows, recycled corrugated and freezer packaging on a general-purpose grade at a low temperature, and a wrong total

The agent's request. Please quote 300 cases of 38 lb Advantra PHC-8256, as pillows, to bond recycled corrugated for freezer packaging, applied at 320 F on a line running 120 cases a minute. The order states a total of $25,000. It is ready to send.

Verdict: Blocked.

  • Pillows not offered for this grade. This grade is supplied as pellets only; pillows are offered on PHC-9254 and PHC-9256.
  • Substrate not recommended for this grade. This grade is not recommended for the chosen substrate; corrugated is recommended on PHC-8280 and PHC-9256.
  • Freezer packaging on a non-freezer grade. Freezer-grade packaging is quoted on PHC-9254 only.
  • Application temperature below the window. The quote runs the adhesive at 320 F; this grade is applied from 325 F.
  • Stated total does not match. The quote states a total of 2,500,000 cents; the quoted grade, pack and quantity give a different figure.

2. Grade, substrate and freezer use: The agent resubmits after fixing the errors

The agent's request. Please quote 300 cases of 38 lb Advantra PHC-9254, as pillows, to bond coated carton for freezer packaging, applied at 350 F on a line running 55 cases a minute. The order states a total of $33,060. It is ready to send.

Verdict: Allowed.

  • Order summary. 300 pack(s), 11,400 lb in total, 290 cents a pound, gross 3,306,000 cents before a 0 percent discount (illustrative prices).

3. Substrate, temperature and line speed: An order for the medium-set grade on virgin corrugated at a high temperature and a fast line

The agent's request. Please quote 400 cases of 38 lb Advantra PHC-9254, as pellets, to bond virgin corrugated for case sealing, applied at 410 F on a line running 120 cases a minute. The order states a total of $44,080. It is ready to send.

Verdict: Blocked.

  • Substrate not recommended for this grade. This grade is not recommended for the chosen substrate; corrugated is recommended on PHC-8280 and PHC-9256.
  • Application temperature above the window. The quote runs the adhesive at 410 F; this grade is applied up to 400 F.
  • Line speed above the grade limit. The line runs 120 cases a minute; this medium-set grade is quoted up to 60.
  • Application above 375 F. Running above 375 F needs technical service to confirm thermal stability on the line.

4. Substrate, temperature and line speed: The agent resubmits after fixing the errors

The agent's request. Please quote 400 cases of 38 lb Advantra PHC-9256, as pillows, to bond virgin corrugated for case sealing, applied at 350 F on a line running 120 cases a minute. The order states a total of $41,040. It is ready to send.

Verdict: Allowed.

  • Order summary. 400 pack(s), 15,200 lb in total, 270 cents a pound, gross 4,104,000 cents before a 0 percent discount (illustrative prices).

5. Rush, volume and discount: A rush shipment of 22 pallets with a 15 percent discount

The agent's request. Please quote 22 pallets Advantra PHC-8280, as pellets, to bond virgin corrugated for case sealing, applied at 350 F on a line running 120 cases a minute, as a rush shipment, with a discount of 15 percent. The order states a total of $95,931. It is ready to send.

Verdict: Blocked.

  • Discount above the limit. The quote has a 15 percent discount; the maximum is 12.
  • Large volume. An order of more than 40,000 lb needs a volume-pricing review.
  • Rush shipment of a large order. A rush shipment above 10,000 lb needs a plant scheduling check.

6. Rush, volume and discount: The agent resubmits after fixing the errors

The agent's request. Please quote 22 pallets Advantra PHC-8280, as pellets, to bond virgin corrugated for case sealing, applied at 350 F on a line running 120 cases a minute, as a rush shipment, with a discount of 8 percent. The order states a total of $103,831. It is ready to send.

Verdict: Needs approval.

  • Large volume. An order of more than 40,000 lb needs a volume-pricing review.
  • Discount needs sign-off. A discount above 5 percent needs a manager to sign off.
  • Rush shipment of a large order. A rush shipment above 10,000 lb needs a plant scheduling check.
  • Order summary. 22 pack(s), 41,800 lb in total, 270 cents a pound, gross 11,286,000 cents before a 8 percent discount (illustrative prices).

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 Advantra packaging hot melt adhesive, with a grade, a form, the substrate being bonded. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the product line and returns a verdict and every reason.
  2. I will start with the first request by the agent.
  3. The agent says. Please quote 300 cases of 38 lb Advantra PHC-8256, as pillows, to bond recycled corrugated for freezer packaging, applied at 320 F on a line running 120 cases a minute. The order states a total of $25,000. The rest of the request is on screen.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with five findings, all in one answer. This grade is supplied as pellets only; pillows are offered on PHC-9254 and PHC-9256. This grade is not recommended for the chosen substrate; corrugated is recommended on PHC-8280 and PHC-9256. Freezer-grade packaging is quoted on PHC-9254 only. The other two are on screen.
  6. The validator returned five 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 order are checked against each other and against the stated total.
  7. What this shows: for grade against form, substrate and freezer use, a rules-based CPQ is error-prone for this.
  8. Now the agent resubmits.
  9. The corrected request. It changes the grade to Advantra PHC-9254, the substrate to coated carton, the application temperature to 350 F, the line speed to 55 cases a minute and the stated total to $33,060.
  10. It calls the validator again.
  11. This time the validator clears it.
  12. All five earlier findings are cleared.
  13. Five problems caught in one call, fixed in one pass, and a clean $33,060 order. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.