Predictika · Recycle-ready flexible packaging orders

An AI sales agent's recycle-ready packaging order, checked before it goes out

An AI sales agent prepares an order for recycle-ready flexible packaging: an AmPrima product from Amcor in a pouch, rollstock or shrink film format, for a given product to be packed, with a closure, a fill type, a barrier level and a number of pallets. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of how the products can be combined and returns a verdict, every reason and the quantities it computed.

Scope: Amcor AmPrima recycle-ready films (PE Plus, PE Plus liquid pouch, PE shrink film, PP): format, contents, closure, fill type, barrier, pallets and stated quantity. See everything this validator covers

This validator models an order for the Amcor AmPrima recycle-ready packaging family, as described on public Amcor pages, not just the scenarios shown underneath.

  • Products and formats — AmPrima PE Plus, the PE Plus liquid pouch, PE shrink film and the PP mono-material film, supplied as pre-made pouches, rollstock or shrink film, each product matched to the formats it can be supplied in.
  • Contents and closure — coffee, cheese, snacks, liquid food, beverage multipacks and home care, with the liquid pouch kept for liquids, the Cheer Pack Vizi Cap fitted only to pre-made liquid pouches, and the PP film kept for snacks and home care.
  • Fill and barrier — ambient, cold chain, high pressure processing (HPP), hot fill and retort, with hot fill only on the liquid pouch, retort not available, and coffee needing the high-barrier structure.
  • Pallets and stated quantity — the number of pallets, the units each format puts on a pallet, and the quantity a quote states against the total computed.
  • Approvals — an order of fewer than 3 pallets, more than 100 pallets, or a high-barrier structure filled with HPP goes to a person.

Any AmPrima order that touches these rules is in scope — not only the scenarios pictured here. Not covered: other Amcor product families, rigid packaging and prices. This validator models no prices, so the page shows no price build-up. The compatibility, barrier, minimum-run, pallet-quantity and approval rules are modeled from comparable packaging products and are not published by Amcor; the units per pallet are illustrative.

The AI sales agentBuilds the packaging order 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.

6 scenarios in 4 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
Products that fit only some formats and contentsOnly with care
Each product needs its own compatibility rules for format, contents and closure, and a new product means new rules in every one of them.
The product, format, contents and closure are fields of one request and are checked together on every call.
A fill type that only one product supportsOnly with care
Hot fill and retort each need a rule keyed to the product, and the rule has to read the product from another line.
The fill type and the product are in one request and compared on every call.
A barrier level that depends on the contentsOnly with care
Coffee needing high barrier is its own validation rule, and each new content type needs another one.
The contents and the barrier are fields of the request and are checked together.
A stated quantity that must match the palletsOnly with workarounds
The total is pallets times units per pallet, and units per pallet depends on the format, so a lookup and a separate comparison rule are needed.
The stated quantity is a field of the request and is compared with the computed total in the same pass.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as the order is saved or 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

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

1The PE shrink film is supplied only as shrink film, and shrink film format is only available in the PE shrink product.
2The PE shrink film is for beverage multipacks and home care bundles, not for this product.
3Shelf-stable liquids need the PE Plus liquid pouch, and the liquid pouch is only for liquids.
4The Cheer Pack Vizi Cap is fitted to pre-made PE Plus liquid pouches only.
5Retort sterilization is not available on the recycle-ready PE and PP films; choose ambient, cold chain, HPP or hot fill.
6Hot fill is available only on the PE Plus liquid pouch.
7Roast and ground coffee needs the high-barrier structure to protect aroma and freshness.
8The PP mono-material film is for snacks and home care packs only.
9An order is for at least 1 pallet; the quote has 0.
10An order of 0 pallets is below the 3-pallet standard run and needs a plant scheduling approval.
11The quote states 220,000 units (pouches or metres), but 10 pallets of this format total 200,000.
12An order of 101 pallets is above 100 and needs supply planning approval.
13High-barrier structures filled under high pressure processing need technical approval of the seal and barrier performance.

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. Fill, barrier and stated quantity: A coffee pouch order with hot fill, standard barrier and a stated quantity of 220,000 units

The agent's request. Please quote AmPrima PE Plus as pre-made pouches for coffee, with standard barrier and hot fill, fitted with a zipper. The order is for 10 pallets and the quote states 220,000 units in total. It is ready to send.

Verdict: Blocked.

  • Hot fill needs the liquid pouch. Hot fill is available only on the PE Plus liquid pouch.
  • Coffee needs high barrier. Roast and ground coffee needs the high-barrier structure to protect aroma and freshness.
  • Stated quantity differs from the quote. The quote states 220,000 units (pouches or metres), but 10 pallets of this format total 200,000.

2. Fill, barrier and stated quantity: The agent resubmits after fixing the errors

The agent's request. Please quote AmPrima PE Plus as pre-made pouches for coffee, with high barrier and ambient fill, fitted with a zipper. The order is for 10 pallets and the quote states 200,000 units in total. It is ready to send.

Verdict: Allowed.

  • Order summary. 10 pallets of 20,000 units each, 200,000 units in total.

3. Liquid pouch, closure and fill: A liquid food order on rollstock with a Vizi cap and hot fill

The agent's request. Please quote AmPrima PE Plus as rollstock for liquid food, with standard barrier and hot fill, fitted with the Cheer Pack Vizi Cap. The order is for 10 pallets and the quote states 400,000 units in total. It is ready to send.

Verdict: Blocked.

  • Liquid contents and liquid pouch. Shelf-stable liquids need the PE Plus liquid pouch, and the liquid pouch is only for liquids.
  • Vizi cap needs a liquid pouch. The Cheer Pack Vizi Cap is fitted to pre-made PE Plus liquid pouches only.
  • Hot fill needs the liquid pouch. Hot fill is available only on the PE Plus liquid pouch.

4. Liquid pouch, closure and fill: The agent resubmits after fixing the errors

The agent's request. Please quote AmPrima PE Plus liquid pouch as rollstock for liquid food, with standard barrier and hot fill. The order is for 10 pallets and the quote states 400,000 units in total. It is ready to send.

Verdict: Allowed.

  • Order summary. 10 pallets of 40,000 units each, 400,000 units in total.

5. Retort and a small run: A 2-pallet cheese pouch order with retort fill

The agent's request. Please quote AmPrima PE Plus as pre-made pouches for cheese, with standard barrier and retort fill, fitted with a zipper. The order is for 2 pallets and the quote states 40,000 units in total. It is ready to send.

Verdict: Blocked.

  • Retort fill. Retort sterilization is not available on the recycle-ready PE and PP films; choose ambient, cold chain, HPP or hot fill.
  • Small print run. An order of 2 pallets is below the 3-pallet standard run and needs a plant scheduling approval.

6. High barrier with HPP: A 20-pallet order of high-barrier cheese pouches with HPP fill

The agent's request. Please quote AmPrima PE Plus as pre-made pouches for cheese, with high barrier and high pressure processing (HPP), fitted with a zipper. The order is for 20 pallets and the quote states 400,000 units in total. It is ready to send.

Verdict: Needs approval.

  • High barrier with HPP. High-barrier structures filled under high pressure processing need technical approval of the seal and barrier performance.
  • Order summary. 20 pallets of 20,000 units each, 400,000 units in total.

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 prepares an order for recycle-ready flexible packaging: an AmPrima product from Amcor in a pouch, rollstock or shrink film format, for a given product to be packed. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of how the products can be combined and returns a verdict, every reason and the quantities it computed.
  2. I will start with the first request by the agent.
  3. The agent says. Please quote AmPrima PE Plus as pre-made pouches for coffee, with standard barrier and hot fill, fitted with a zipper. The order is for 10 pallets and the quote states 220,000 units in total. The rest of the request is on screen.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with three findings, all in one answer. Hot fill is available only on the PE Plus liquid pouch. Roast and ground coffee needs the high-barrier structure to protect aroma and freshness. The quote states 220,000 units (pouches or metres), but 10 pallets of this format total 200,000.
  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 order are checked against each other.
  7. What this shows: for a stated quantity that must match the pallets, a rules-based CPQ can do this only with workarounds.
  8. Now the agent resubmits.
  9. The corrected request. It changes the fill to ambient, the barrier to high and the units stated on the quote to 200,000.
  10. It calls the validator again.
  11. This time the validator clears it.
  12. All three earlier findings are cleared.
  13. Three problems caught in one call, fixed in one pass, and a clean order. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.