Predictika · Custom flexible packaging pouch quotes

An AI sales agent's pouch quote, checked before it goes out

An AI sales agent prepares a quote for custom printed pouches: pouch type, film structure, size, colors, zipper, spout, window, the delivery time wanted and any discount, in US dollars. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the packaging and quoting rules, compares the net total the quote states with the computed one, and returns every finding together with the line-item quote. This is an illustrative model built from public product information with illustrative prices; it is not Glenroy's internal rule set.

Scope: custom printed flexible packaging pouch quotes (stand-up, flat, spouted and capped pouches in a range of film structures). See everything this validator covers

This validator models one slice of flexible packaging: quotes for custom printed pouches by pouch type, film structure, size, number of colors, zipper, spout and window, with a requested delivery time and discount. It handles any quote built from those parts, not only the scenarios shown on this page. It does not cover other packaging formats (rollstock, bags, labels), real prices, freight, or tax and multi-currency quoting.

  • Covered: film and product needs — retort, microwave, window and barrier needs against the film structure, and the recyclable claim with its zipper and fitment conditions.
  • Covered: pouch construction — minimum order by pouch type, spout and pouch type compatibility, the press color limit, and the converting size range.
  • Covered: commercial terms — lead time against the requested date, the price per thousand with quantity breaks, printing plates, discount authority, and the net total the agent states.
  • Labeled as assumptions — minimums, film costs, lead times, prices and discount bands are illustrative values modeled on public product information, not a price list.
The AI sales agentBuilds the pouch 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.

8 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

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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
Film structure against product needsOnly with workarounds
Retort, microwave, window, barrier and recyclable needs each exclude some films, and every combination of need and film is its own rule.
The film properties are catalog attributes, and each need is checked against them in one place.
Recyclable claim and its fittingsOnly with care
A recyclable claim depends on the film, the zipper, and whether a cap or spout fitment is recyclable; some combinations are blocked and one needs a sign-off.
The claim rules read the film, zipper and fitment together and return the block or the approval with the reason.
Pouch type, spout and minimum orderOnly with care
The minimum order depends on the pouch type and, for spouted pouches, the fill size, and the spout rules differ by type.
The minimum and the spout rule follow from the pouch type, and a mismatch comes back as its own finding.
Lead time from several contributionsOnly with workarounds
Lead time adds the film, the number of colors and the pouch style, and the requested date has an approval band and a block beyond it.
The lead time is derived once and compared with the requested date.
Price built from area, options and quantity breaksOnly with workarounds
The price per thousand combines area, film cost, style, zipper, spout, window, colors and a quantity break, plus plates that depend on a repeat order.
The price and each line of the quote are computed from the same facts the rules check.
Total the agent statesOnly with workarounds
A validation rule can compare a stated figure with a calculated one only if the stated figure is a field on the quote, which it rarely is.
The stated net total travels with the quote and is compared with the computed total on every call; a mismatch is its own block.

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 quantity must meet the minimum for the pouch type: 150,000 for stand-up and flat pouches, 80,000 for stand-up pouches with a cap, and 100,000 (or 50,000 for fills above 12 oz) for spouted pouches.
2A retort, microwave or window requirement must be met by the film structure: retort needs a retort-grade structure, microwave excludes foil and metallized layers, and a clear window needs a clear structure.
3A store drop-off recyclable claim needs a PE-based recyclable film, and a standard zipper breaks the claim, so the recyclable 5-channel zipper must be used.
4A recyclable film with a cap or spout fitment that is not recyclable is allowed only with a packaging-claims sign-off (an approval).
5The film must reach the required barrier level (low, medium or high).
6Spouts go only on spouted pouches, and a spouted pouch must have a spout.
7The press prints at most 10 colors, and the converting range is 3 to 14 in wide and 4 to 18 in high.
8Lead time is 5 weeks plus the structure, a week for more than 8 colors, and 2 weeks for spouted and capped pouches; a requested date one week early needs a scheduling expedite approval, and anything earlier is blocked.
9The price per thousand is built from the pouch area, the film cost, the pouch style, zipper, spout, window and number of colors, with quantity breaks at 250,000, 500,000 and 1,000,000.
10Printing plates are charged per color unless the order is a repeat order.
11A discount above 3 percent needs approval; the cap is 8 percent, or 12 percent from 1,000,000 pouches, and a request beyond the cap is blocked.
12The net total the agent states must match the computed net total to within one dollar; otherwise the quote is blocked.

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. Recyclable claim: Recyclable claim with a standard zipper

The agent's request. Quote for Harvest Ridge Foods: 300,000 stand-up pouches, 9 x 13 in, 4 in gusset, in TruRenu PE / EVOH / PE recyclable barrier, printed in 6 colors. Zipper: standard zipper. Product needs: the pouch carries a store drop-off recyclable claim; medium barrier is required. Delivery wanted in 8 weeks. The quote states a net total of $80,931.00. It is ready to send.

Verdict: Blocked.

  • Standard zipper breaks the recyclable claim. A standard zipper breaks the recyclable claim; use the recyclable 5-channel zipper.

2. Recyclable claim: Recyclable zipper used

The agent's request. Quote for Harvest Ridge Foods: 300,000 stand-up pouches, 9 x 13 in, 4 in gusset, in TruRenu PE / EVOH / PE recyclable barrier, printed in 6 colors. Zipper: recyclable 5-channel zipper. Product needs: the pouch carries a store drop-off recyclable claim; medium barrier is required. Delivery wanted in 8 weeks. The quote states a net total of $83,163.00. It is ready to send.

Verdict: Allowed.

  • Quote summary. Net total $83,163.00: pouches $80,463.00; plates $2,700.00.

3. Spout and pouch type: Spout on a stand-up pouch

The agent's request. Quote for Northgate Beverage: 250,000 stand-up pouches, 7 x 10 in, 3 in gusset, in PET / foil / PE high barrier, printed in 5 colors. Zipper: no zipper. Spout: corner spout. Delivery wanted in 8 weeks. The quote states a net total of $73,965.00. It is ready to send.

Verdict: Blocked.

  • Spout does not fit the pouch type. A corner spout does not fit a stand-up pouch. Spouts go only on spouted pouches, and spouted pouches need one.

4. Spout and pouch type: Spouted pouch with the spout

The agent's request. Quote for Northgate Beverage: 250,000 spouted pouches, 7 x 10 in, 3 in gusset, in PET / foil / PE high barrier, printed in 5 colors. Fill size: 8 oz. Zipper: no zipper. Spout: corner spout. Delivery wanted in 8 weeks. The quote states a net total of $75,592.50. It is ready to send.

Verdict: Allowed.

  • Quote summary. Net total $75,592.50: pouches $73,342.50; plates $2,250.00.

5. Discount authority: 10 percent discount at 300,000 pouches

The agent's request. Quote for Summit Pet Nutrition: 300,000 stand-up pouches, 7 x 10 in, 3 in gusset, in PET / metallized PET / PE, printed in 8 colors. Zipper: standard zipper. Delivery wanted in 8 weeks. A discount of 10 percent is requested. The quote states a net total of $50,341.50. It is ready to send.

Verdict: Blocked.

  • Discount above the cap. 10 percent discount exceeds the 8 percent cap at 300,000 pouches.

6. Discount authority: 8 percent discount at 300,000 pouches

The agent's request. Quote for Summit Pet Nutrition: 300,000 stand-up pouches, 7 x 10 in, 3 in gusset, in PET / metallized PET / PE, printed in 8 colors. Zipper: standard zipper. Delivery wanted in 8 weeks. A discount of 8 percent is requested. The quote states a net total of $51,460.20. It is ready to send.

Verdict: Needs approval.

  • Discount needs approval. 8 percent discount is above the 3 percent a rep can give; approvable up to 8 percent.
  • Quote summary. Net total $51,460.20: pouches $52,335.00; plates $3,600.00; discount less $4,474.80.

7. Stated total: Stated total is low

The agent's request. Quote for Bayview Meals: 200,000 flat pouches, 6 x 8 in, in PET / foil / CPP retort, printed in 4 colors. Zipper: no zipper. Product needs: the product is retorted; high barrier is required. Delivery wanted in 8 weeks. The quote states a net total of $26,672.40. It is ready to send.

Verdict: Blocked.

  • Stated total does not match. Stated net total does not match: the agent stated $26,672.40; the validator computes $28,680.00.

8. Stated total: Correct total stated

The agent's request. Quote for Bayview Meals: 200,000 flat pouches, 6 x 8 in, in PET / foil / CPP retort, printed in 4 colors. Zipper: no zipper. Product needs: the product is retorted; high barrier is required. Delivery wanted in 8 weeks. The quote states a net total of $28,680.00. It is ready to send.

Verdict: Allowed.

  • Quote summary. Net total $28,680.00: pouches $26,880.00; plates $1,800.00.

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 quote for custom printed pouches: pouch type, film structure, size, and more. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the packaging and quoting rules, compares the net total the quote states with the computed one, and returns every finding together with the line-item quote. This is an illustrative model built from public product information with illustrative prices; it is not Glenroy's internal rule set.
  2. I will start with the first request by the agent.
  3. The agent says. Quote for Harvest Ridge Foods: 300,000 stand-up pouches, 9 x 13 in, 4 in gusset, in TruRenu PE / EVOH / PE recyclable barrier, printed in 6 colors. Zipper: standard zipper. The rest of the request is on screen. The quote states a net total of $80,931.00.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with one finding, all in one answer. A standard zipper breaks the recyclable claim; use the recyclable 5-channel zipper.
  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. What this shows: for recyclable claim and its fittings, a rules-based CPQ is error-prone for this.
  8. Now the agent resubmits.
  9. The corrected request. It changes the zipper to recyclable 5-channel zipper and the stated net total to $83,163.
  10. It calls the validator again.
  11. This time the validator clears it.
  12. The validator also returns the line-item quote, on screen.
  13. The earlier finding is cleared, and the validator's total, $83,163.00, matches the quote.
  14. One problem caught in one call, fixed in one pass, and a clean $83,163 quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.