Predictika · Two-component dispensing

An AI sales agent's MIXPAC C-System order, checked before it goes out

An AI sales agent prepares an order for a two-component adhesive line: MIXPAC C-System cartridges (200 or 400 mL, in a given mixing ratio), the static mixers that go with them and a manual or battery dispenser, with the mixer elements and waste volume the customer asks for and the total mixer waste volume it states. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the compatibility tables in the public medmix MIXPAC brochure and returns a verdict, every reason and the figures it computed.

Scope: MIXPAC C-System 200 and 400 mL cartridges (1:1, 2:1, 4:1, 10:1), MCH, MCHX, MCQ and MGQ static mixers, DM2X manual and DB2K battery dispensers. See everything this validator covers

This validator models an order built from the MIXPAC C-System in the public medmix brochure “MIXPAC Systems for Adhesives”, not just the scenarios shown below.

  • Cartridges — the 27 C-System cartridge articles the brochure lists, 200 mL and 400 mL, in mixing ratios 1:1, 2:1, 4:1 and 10:1 (for example AC 400-02-10-04), each with the mixer series the brochure lists as its match.
  • Mixers — the 38 static mixer articles in the brochure's matching-mixer table, from the MCH and MCHX (Helix), MCQ and MGQ (QUADRO) series, each with its number of mixing elements and waste volume. The mixer series must be one the brochure lists for the chosen cartridge, which depends on its volume, ratio and, for 10:1 400 mL, its article.
  • Dispensers — the DM2X manual and DB2K battery 400 dispensers in the brochure's table, each covering the mixing ratios it lists; the battery dispenser is listed only for 400 mL cartridges.
  • Customer requirements and the stated total — a minimum number of mixing elements, a maximum waste volume in each mixer, and the total mixer waste volume the order states, which must equal the number of mixers times the waste volume of the chosen mixer.

Any order built from these C-System cartridges, mixers and dispensers is in scope — not only the scenarios pictured here. Not covered: the 200 mL 4:1 cartridge (AC 200-04-10-04), because the brochure's cartridge matrix and mixer table disagree about which mixers fit it, prices (medmix publishes no list prices, so this page shows no price build-up), the A, B, F, K and Blueline systems, the DP2X pneumatic dispenser (its row in the brochure table could not be read unambiguously), the MGH mixer series (listed against cartridges but without articles in the mixer table), outlet tips and accessories, machine mixers, and whether an adhesive suits a given mixer.

The AI sales agentBuilds the 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
Only the cartridge, mixer series and ratio combinations the brochure listsOnly with workarounds
Which mixer series fit depends on the cartridge volume, ratio and, for one 10:1 400 mL article, the article itself, so a rules-based CPQ needs a compatibility table or a rule per cartridge, and every brochure update means editing them.
Cartridge and mixer arrive in one request and are matched to the published rows on every call.
Dispenser that covers the ratio, and the battery dispenser only for 400 mLOnly with care
A dispenser model is tied to the ratios it covers and to the cartridge volume; it is two more table lookups that depend on the cartridge chosen earlier.
The dispenser, the ratio and the volume are compared together, in any order.
Mixer elements and waste volume against what the customer asks forOnly with care
The element count and waste volume belong to the mixer article, so a rule has to look them up before it can compare them with the customer's limits.
Both limits are compared with the chosen mixer's published values on every call.
Total waste volume the order statesOnly with care
The stated total is derived from the mixer article and the quantity, so a rule has to recompute it and compare.
The stated total 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.

1The selected mixer series is not listed as a match for this cartridge; the brochure lists the matching mixer series for each cartridge by volume and mixing ratio.
2The order needs at least 24 mixing elements; the selected mixer has 18.
3The selected dispenser does not cover the 1:1 mixing ratio of this cartridge.
4The selected dispenser does not cover the 2:1 mixing ratio of this cartridge.
5The battery dispenser is listed only for 400 mL cartridges; this cartridge holds 200 mL.
6The order allows 14,599 microliters of waste volume in each mixer; the selected mixer holds 14,600.
7The order allows 20,000 microliters of waste volume in each mixer; the selected mixer holds 27,300.
8The order has 0 cartridges; at least 1 is needed.
9The order has 0 mixers; at least 1 is needed.
10The order states 1,450,000 microliters of waste volume across all mixers; the brochure values give 1,460,000.
11The order states 1,460,001 microliters of waste volume across all mixers; the brochure values give 1,460,000.
12The selected dispenser does not cover the 10:1 mixing ratio of this cartridge.
13The order states 5 microliters of waste volume across all mixers; the brochure values give 1,404,000.

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. 10:1 cartridges and the mixer series: Production order of 600 cartridges of 10:1 adhesive with MGQ mixers

The agent's request. Please quote 600 MIXPAC C-System cartridges, AC 400-10-10-01 (400 mL, 10:1), with 800 MGQ 10-24D static mixers and the DM2X 400-10-60 manual dispenser. The mixers need at least 18 mixing elements and may hold no more than 20,000 microliters of waste volume each. The order states 11,592,000 microliters of waste volume across all mixers in total. It is ready to send.

Verdict: Blocked.

  • Mixer series does not fit the cartridge. The selected mixer series is not listed as a match for this cartridge; the brochure lists the matching mixer series for each cartridge by volume and mixing ratio.

2. 10:1 cartridges and the mixer series: The agent resubmits after fixing the errors

The agent's request. Please quote 600 MIXPAC C-System cartridges, AC 400-10-10-01 (400 mL, 10:1), with 800 MCHX 10-24T static mixers and the DM2X 400-10-60 manual dispenser. The mixers need at least 18 mixing elements and may hold no more than 20,000 microliters of waste volume each. The order states 12,960,000 microliters of waste volume across all mixers in total. It is ready to send.

Verdict: Allowed.

  • Order summary. 600 cartridges hold 240,000 mL of adhesive; the selected mixer has 24 elements and holds 16,200 microliters of waste, which is 12,960,000 microliters across 800 mixers.

3. Battery dispenser for a 2:1 production order: Production order of 1,500 cartridges of 2:1 adhesive with a battery dispenser

The agent's request. Please quote 1,500 MIXPAC C-System cartridges, AC 400-02-10-04 (400 mL, 2:1), with 1,800 MCQ 10-32T static mixers and the DB2K 400-01-500 battery dispenser. The mixers need at least 24 mixing elements and may hold no more than 20,000 microliters of waste volume each. The order states 36,000,000 microliters of waste volume across all mixers in total. It is ready to send.

Verdict: Blocked.

  • Dispenser does not cover the mixing ratio. The selected dispenser does not cover the 2:1 mixing ratio of this cartridge.
  • Stated waste volume does not match. The order states 36,000,000 microliters of waste volume across all mixers; the brochure values give 33,210,000.

4. Battery dispenser for a 2:1 production order: The agent resubmits after fixing the errors

The agent's request. Please quote 1,500 MIXPAC C-System cartridges, AC 400-02-10-04 (400 mL, 2:1), with 1,800 MCQ 10-32T static mixers and the DB2K 400-02-500 battery dispenser. The mixers need at least 24 mixing elements and may hold no more than 20,000 microliters of waste volume each. The order states 33,210,000 microliters of waste volume across all mixers in total. It is ready to send.

Verdict: Allowed.

  • Order summary. 1,500 cartridges hold 600,000 mL of adhesive; the selected mixer has 32 elements and holds 18,450 microliters of waste, which is 33,210,000 microliters across 1,800 mixers.

5. A 200 mL line at 10:1: A 200 mL line at 10:1 with MCQ mixers

The agent's request. Please quote 900 MIXPAC C-System cartridges, AC 200-10-10-02 (200 mL, 10:1), with 1,000 MCQ 10-24T-01 static mixers and the DM2X 400-10-60 manual dispenser. The mixers need at least 18 mixing elements and may hold no more than 20,000 microliters of waste volume each. The order states 14,040,000 microliters of waste volume across all mixers in total. It is ready to send.

Verdict: Blocked.

  • Mixer series does not fit the cartridge. The selected mixer series is not listed as a match for this cartridge; the brochure lists the matching mixer series for each cartridge by volume and mixing ratio.

6. A 200 mL line at 10:1: The agent resubmits after fixing the errors

The agent's request. Please quote 900 MIXPAC C-System cartridges, AC 200-10-10-02 (200 mL, 10:1), with 1,000 MCHX 10-24T static mixers and the DM2X 400-10-60 manual dispenser. The mixers need at least 18 mixing elements and may hold no more than 20,000 microliters of waste volume each. The order states 16,200,000 microliters of waste volume across all mixers in total. It is ready to send.

Verdict: Allowed.

  • Order summary. 900 cartridges hold 180,000 mL of adhesive; the selected mixer has 24 elements and holds 16,200 microliters of waste, which is 16,200,000 microliters across 1,000 mixers.

7. Dispenser for the 200 mL line: The same 200 mL line with a battery dispenser

The agent's request. Please quote 900 MIXPAC C-System cartridges, AC 200-10-10-02 (200 mL, 10:1), with 1,000 MCHX 10-24T static mixers and the DB2K 400-10-500 battery dispenser. The mixers need at least 18 mixing elements and may hold no more than 20,000 microliters of waste volume each. The order states 16,200,000 microliters of waste volume across all mixers in total. It is ready to send.

Verdict: Blocked.

  • Battery dispenser needs a 400 mL cartridge. The battery dispenser is listed only for 400 mL cartridges; this cartridge holds 200 mL.

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 two-component adhesive line: MIXPAC C-System cartridges (200 or 400 mL, in a given mixing ratio), the static mixers that go with them and a manual or battery dispenser. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the compatibility tables in the public medmix MIXPAC brochure and returns a verdict, every reason and the figures it computed.
  2. I will start with the first request by the agent.
  3. The agent says. Please quote 1,500 MIXPAC C-System cartridges, AC 400-02-10-04 (400 mL, 2:1), with 1,800 MCQ 10-32T static mixers and the DB2K 400-01-500 battery dispenser. The mixers need at least 24 mixing elements and may hold no more than 20,000 microliters of waste volume each. The rest of the request is on screen. The order states 36,000,000 microliters of waste volume across all mixers in total.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with two findings, all in one answer. The selected dispenser does not cover the 2:1 mixing ratio of this cartridge. The order states 36,000,000 microliters of waste volume across all mixers; the brochure values give 33,210,000.
  6. The validator returned two 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 quote are checked against each other.
  7. What this shows: for dispenser that covers the ratio, and the battery dispenser only for 400 mL, a rules-based CPQ is error-prone for this.
  8. Now the agent resubmits.
  9. The corrected request. It changes the dispenser to DB2K 400-02-500 battery dispenser and the stated total mixer waste volume as to 33,210,000 microliters.
  10. It calls the validator again.
  11. This time the validator clears it.
  12. Both earlier findings are cleared, and the validator's figure matches the quote.
  13. Two problems caught in one call, fixed in one pass, 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.