Predictika · Decorative surface materials

An AI sales agent's TECOLINE edgeband order, checked before it goes out

An AI sales agent prepares an order for SURTECO TECOLINE paper-based melamine edgebanding for a furniture maker: the edge type, decor, lacquer, backing, roll width, softforming radius and order size. Before the order goes out, the agent sends it to Predictika, which checks it against a declarative model of the data sheets SURTECO publishes and returns a verdict, every reason and the figures it computed.

Scope: SURTECO TECOLINE F (door rebate), P (straight) and S (softforming) paper-based melamine edgebands, with lacquers, backings, widths, TECOLINE SPEED and digital print. See everything this validator covers

This validator models orders for the TECOLINE paper-based melamine edgebands, not just the scenarios shown below.

  • Types and decors — TECOLINE F 50, P 90, P 70, P 50, P 30, P 10, and the two TECOLINE S versions (S 30 and S 50 for radii from 3 mm; S 70 and S 50 for radii from 4 mm). P 90 and P 70 are plain only. The validator gives the published thickness range.
  • Lacquer, backing and machine — only the transparent recoatable lacquer can be coated afterward; TECOLINE F is designed for door rebate lamination lines, so on an edgebanding machine it goes to approval unless it has a primer back; the hot-melt backing type differs between SURTECO's sheets and website, so it goes to approval.
  • Size and delivery programs — roll widths of 15 to 100 mm (other widths on request), TECOLINE SPEED orders of 150 to 900 square metres as straight or softforming edge, digital print from 320 square metres (sizes outside these go to approval, as the website states them as offered ranges), and the area worked out from length and width and compared with the one the order states.

Any TECOLINE order that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (SURTECO publishes no price list, so this validator produces no price build-up or line-item list), thermoplastic edgebands (ABS, PP, PVC, 3D, FUSION EDGE), decorative paper, finish foil and other SURTECO products, delivery times, and the decor and finish catalogs.

The AI sales agentBuilds the edgeband 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

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
A minimum profile radius that depends on the softforming versionOnly with care
Each TECOLINE S version has its own minimum radius, so every version needs its own rule against the radius typed on the order.
The grade and the radius arrive in one request and are compared on every call.
A quick-delivery size window checked against length times widthOnly with care
The area has to be computed from length and width and then compared with a range, and again with the area typed on the order.
The area is computed on every call and compared with the window and with the stated area.
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 quote; approval findings need a person to sign off; everything else is computed.

1TECOLINE P 90 and P 70 are supplied plain only; the order asks for a printed decor.
2TECOLINE F is designed for door rebate lamination lines with the glue on the back of the edge; for an edgebanding machine SURTECO recommends TECOLINE P or S, or TECOLINE F with a primer pre-glued back, so a person should confirm it.
3The profile radius is 2 mm; this TECOLINE S version is specified for radii from 3 mm.
4The profile radius is 3 mm; this TECOLINE S version is specified for radii from 4 mm.
5The edge is to be coated afterward, but only the transparent recoatable lacquer can be coated; the other standard lacquers cannot be coated.
6The SURTECO website offers TECOLINE SPEED from 150 to 900 square metres; this order is 149 square metres, so a person should confirm it with SURTECO.
7The SURTECO website offers TECOLINE SPEED from 150 to 900 square metres; this order is 901 square metres, so a person should confirm it with SURTECO.
8TECOLINE SPEED is offered as softforming and straight edges; the order is for TECOLINE F door rebate edging.
9The SURTECO website lists digital print from 320 square metres (one production roll); this order is 319 square metres, so a person should confirm it with SURTECO.
10The roll width is 15 mm for a TECOLINE P edge; the specification sheet lists widths from 15 mm while the SURTECO website says roll widths from 18 mm, so a person should confirm it.
11The roll width is 14 mm; the specification sheets list 15 mm to 100 mm and other widths on request, so a person should confirm this special width with SURTECO.
12The roll width is 101 mm; the specification sheets list 15 mm to 100 mm and other widths on request, so a person should confirm this special width with SURTECO.
13The specification sheets list EVA and polyamide hot melt backings while the SURTECO website lists EVA and polyolefin; a person should confirm the backing with SURTECO.
14The order states 400 square metres; length times width gives 440 square metres.
15The order states 441 square metres; length times width gives 440 square metres.
16The SURTECO website offers TECOLINE SPEED from 150 to 900 square metres; this order is 1,120 square metres, so a person should confirm it with SURTECO.
17The roll width is 16 mm for a TECOLINE P edge; the specification sheet lists widths from 15 mm while the SURTECO website says roll widths from 18 mm, so a person should confirm it.

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. Softforming edge: A TECOLINE S 70 order for a 3 mm profile with a coating planned over transparent lacquer

The agent's request. Please check this SURTECO TECOLINE order for Kestrel Furniture Works: 30,000 m of TECOLINE S 70 (version 2), 22 mm wide, in a woodgrain decor with a mechanical woodgrain pore embossing, with transparent lacquer and an EVA hot-melt back (to be coated afterward), for a softforming machine, with a 3 mm profile radius, as a standard order. The order states 660 square metres. It is ready to go.

Verdict: Blocked.

  • Profile radius below the minimum. The profile radius is 3 mm; this TECOLINE S version is specified for radii from 4 mm.
  • Lacquer cannot be coated. The edge is to be coated afterward, but only the transparent recoatable lacquer can be coated; the other standard lacquers cannot be coated.

2. Softforming edge: The agent resubmits after fixing the errors

The agent's request. Please check this SURTECO TECOLINE order for Kestrel Furniture Works: 30,000 m of TECOLINE S 70 (version 2), 22 mm wide, in a woodgrain decor with a mechanical woodgrain pore embossing, with recoatable transparent lacquer and an EVA hot-melt back (to be coated afterward), for a softforming machine, with a 4 mm profile radius, as a standard order. The order states 660 square metres. It is ready to go.

Verdict: Allowed.

  • Order summary. TECOLINE S 70, version 2 (softforming edging), thickness approx. 0.32 to 0.35 mm; 30,000 m at 22 mm wide is 660 square metres, on rolls of approx. 200 m.

3. Quick delivery: A 1,120 square metre TECOLINE SPEED order of 16 mm TECOLINE P 50, to be coated afterward over transparent lacquer

The agent's request. Please check this SURTECO TECOLINE order for Kestrel Furniture Works: 70,000 m of TECOLINE P 50, 16 mm wide, in a woodgrain decor with a pearl structure embossing, with transparent lacquer and no backing (to be coated afterward), for an edgebanding machine, as a TECOLINE SPEED order. The order states 1,120 square metres. It is ready to go.

Verdict: Blocked.

  • Lacquer cannot be coated. The edge is to be coated afterward, but only the transparent recoatable lacquer can be coated; the other standard lacquers cannot be coated.
  • TECOLINE SPEED size outside 150 to 900 square metres. The SURTECO website offers TECOLINE SPEED from 150 to 900 square metres; this order is 1,120 square metres, so a person should confirm it with SURTECO.
  • Roll width sources differ for TECOLINE P. The roll width is 16 mm for a TECOLINE P edge; the specification sheet lists widths from 15 mm while the SURTECO website says roll widths from 18 mm, so a person should confirm it.

4. Quick delivery: The agent resubmits after fixing the errors

The agent's request. Please check this SURTECO TECOLINE order for Kestrel Furniture Works: 40,000 m of TECOLINE P 50, 16 mm wide, in a woodgrain decor with a pearl structure embossing, with recoatable transparent lacquer and no backing (to be coated afterward), for an edgebanding machine, as a TECOLINE SPEED order. The order states 640 square metres. It is ready to go.

Verdict: Needs approval.

  • Roll width sources differ for TECOLINE P. The roll width is 16 mm for a TECOLINE P edge; the specification sheet lists widths from 15 mm while the SURTECO website says roll widths from 18 mm, so a person should confirm it.
  • Order summary. TECOLINE P 50 (straight edging), thickness approx. 0.31 to 0.34 mm; 40,000 m at 16 mm wide is 640 square metres, on rolls of approx. 450 m.

5. Quick delivery: The agent resubmits after fixing the errors

The agent's request. Please check this SURTECO TECOLINE order for Kestrel Furniture Works: 32,000 m of TECOLINE P 50, 20 mm wide, in a woodgrain decor with a pearl structure embossing, with recoatable transparent lacquer and no backing (to be coated afterward), for an edgebanding machine, as a TECOLINE SPEED order. The order states 640 square metres. It is ready to go.

Verdict: Allowed.

  • Order summary. TECOLINE P 50 (straight edging), thickness approx. 0.31 to 0.34 mm; 32,000 m at 20 mm wide is 640 square metres, on rolls of approx. 450 m.

6. Door rebate edge on a machine: A 200 square metre digitally printed TECOLINE F 50 order for an edgebanding machine

The agent's request. Please check this SURTECO TECOLINE order for Kestrel Furniture Works: 5,000 m of TECOLINE F 50, 40 mm wide, in a digitally printed decor with a chemical woodgrain pore embossing, with pigmented double lacquer and an EVA hot-melt back, for an edgebanding machine, as a standard order. The order states 200 square metres. It is ready to go.

Verdict: Needs approval.

  • Digital print below 320 square metres. The SURTECO website lists digital print from 320 square metres (one production roll); this order is 200 square metres, so a person should confirm it with SURTECO.
  • TECOLINE F on an edgebanding machine. TECOLINE F is designed for door rebate lamination lines with the glue on the back of the edge; for an edgebanding machine SURTECO recommends TECOLINE P or S, or TECOLINE F with a primer pre-glued back, so a person should confirm it.
  • Order summary. TECOLINE F 50 (door rebate edging), thickness approx. 0.28 to 0.31 mm; 5,000 m at 40 mm wide is 200 square metres, on rolls of approx. 200 m.

7. Door rebate edge on a machine: The agent resubmits after fixing the errors

The agent's request. Please check this SURTECO TECOLINE order for Kestrel Furniture Works: 10,000 m of TECOLINE P 30, 40 mm wide, in a digitally printed decor with a chemical woodgrain pore embossing, with pigmented double lacquer and an EVA hot-melt back, for an edgebanding machine, as a standard order. The order states 400 square metres. It is ready to go.

Verdict: Allowed.

  • Order summary. TECOLINE P 30 (straight edging), thickness approx. 0.28 to 0.31 mm; 10,000 m at 40 mm wide is 400 square metres, on rolls of approx. 200 m.

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 SURTECO TECOLINE paper-based melamine edgebanding for a furniture maker: the edge type, decor, lacquer, and more. Before the order goes out, the agent sends it to Predictika, which checks it against a declarative model of the data sheets SURTECO publishes 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 check this SURTECO TECOLINE order for Kestrel Furniture Works: 30,000 m of TECOLINE S 70 (version 2), 22 mm wide. The order states 660 square metres. The rest of the request is on screen.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with two findings, all in one answer. The profile radius is 3 mm; this TECOLINE S version is specified for radii from 4 mm. The edge is to be coated afterward, but only the transparent recoatable lacquer can be coated; the other standard lacquers cannot be coated.
  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 a minimum profile radius that depends on the softforming version, a rules-based CPQ is error-prone for this.
  8. Now the agent resubmits.
  9. The corrected request. It changes the lacquer to recoatable transparent lacquer and the profile radius to 4 mm.
  10. It calls the validator again.
  11. This time the validator clears it.
  12. Both earlier findings are cleared.
  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.