Predictika · Architectural lighting quotes

An AI sales agent's ALW luminaire schedule, checked before it goes out

An AI sales agent prepares a luminaire schedule and quote for a project that uses ALW (Architectural Lighting Works) linear luminaires: LightPlane 1, LightPlane+ and LUMA, with their mounting, lumen packages, color temperature, drivers and dimming, controls and emergency units. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the options and limits published for these products, plus the code and delivery rules a project needs, and returns a verdict, every reason, a line-item quote and the figures it computed.

Scope: ALW luminaire schedules and quotes for LightPlane 1, LightPlane+ and LUMA: mounting and ceiling, lumen package, color temperature and CRI, optics, location rating, voltage, drivers, runs and joiners, dimming and controls, emergency units, Title 24 and the energy code allowance, lead time, discount and the stated total. See everything this validator covers

This validator models architectural lighting quotes for three ALW linear luminaire families as described on public third-party product pages and press releases, not just the scenarios shown below.

  • Products — LightPlane 1 (pendant, ceiling surface, wall surface and knuckle mounts; 325, 450 and 550 lumens per foot), LightPlane+ (suspended, surface, wall, recessed and perimeter; up to 1,200 lumens per foot) and LUMA (360-degree linear pendant, 1 to 6 feet, up to 800 lumens per foot), for any number of runs and fixtures.
  • Fit — that the mounting suits the ceiling and the pendant clearance, that the lumen package, color temperature, CRI and optics are offered, that the location rating and supply voltage suit the fixtures, and that the project requirement for CRI 90 is met.
  • Power and runs — that each run fits one driver at 80 percent loading, that there are enough drivers, sections and joiners for the runs, that PoE suits the run, and that the connected load stays within the energy code allowance for the space.
  • Dimming, controls and emergency — that the dimming protocol is offered with every family, that deep dimming has the protocol it needs, that the controls system works with the protocol and has its zones, that Title 24 projects have dimming and controls, and that emergency units have a family that offers them, a unit per run and a run they can back.
  • Delivery and price — that lead time, QuickShip and a custom finish fit the date the project needs, and that the minimum order, discount and the stated order total are allowed.
  • Approvals — a discount above 10 percent of list price (and up to 20 percent), a custom finish, a run over 40 feet and an order total above $1,000,000 go to a person; a discount above 20 percent is blocked.

Any ALW quote that touches these three families and these options is in scope — not only the scenarios pictured here. Not covered: the other ALW lines (including the Neidhardt decorative and v2 Lighting Group cylinder products), the MoonRing curved segments, exterior luminaires, other controls hardware, shipping, taxes and regional rate cards. ALW does not publish prices, so every price on this page is illustrative.

The AI sales agentBuilds the ALW luminaire schedule and quote from the conversation with the designer or contractor 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
Run length, lumens and driver capacity togetherOnly with workarounds
A run draws its length times the watts per foot of its lumen package, and it has to fit one driver at its loading limit; a price rule multiplies feet by a price and does not know the load, so an engineer checks every long run by hand.
The longest run, its lumen package, the driver size and the number of drivers are inputs, and the load is computed on every call.
Mounting against ceiling and pendant clearanceOnly with care
Recessed and perimeter mounting need a drywall or tile ceiling, and a pendant needs clearance below the ceiling height; a pick list can hide the wrong combinations, but each family has its own mounts and the rules interact with the ceiling.
Mounting, ceiling type, ceiling height and drop are checked together in one pass.
Dimming protocol, controls system and deep dimmingOnly with workarounds
Which protocols each family offers, which controls system works with which protocol, and which protocol allows dimming below 1 percent form a matrix; every cell is a rule that someone maintains.
Protocol, dimming level, controls system and zones are inputs and are checked against each family.
Title 24 and the energy code allowanceOnly with workarounds
Whether a family is listed for Title 24 depends on the project location, and the connected load must stay within an allowance that depends on area and space type; the load has to be rolled up across families first.
Location, area, space type and the load of every family are inputs, and the allowance is compared on every call.
Emergency units and lead time that depend on the whole orderOnly with workarounds
Emergency units exist only on some families, need a unit per run and a run they can back, and the shipping time is the longest of the families plus a custom finish; each is a fact about the whole order, compared with the date the project needs.
Family, unit count, run load, finish and the needed date are inputs, and each is checked on every call.
A stated total that has to agree with the quoteOnly with workarounds
Hundreds of drivers, joiners, sections and hardware points make a total that can drift from what is typed on the quote without anyone noticing.
The total is computed from the choices and compared with the total the quote states.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as the quote 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 quote includes no luminaires, so there is nothing to price.
2LightPlane 1 is offered as pendant, ceiling surface, wall surface and knuckle mounts; the quote asks for a recessed or perimeter mount.
3LightPlane+ is offered suspended, surface, wall, recessed and perimeter; the quote asks for a knuckle mount.
4The quote has recessed mounting in an open-structure ceiling, or perimeter mounting in a ceiling that is not drywall; recessed mounting needs a drywall or acoustic tile ceiling and perimeter mounting needs drywall.
5LUMA is a pendant luminaire; the quote asks for another mount.
6The quote hangs pendants 13 inches below a 108-inch ceiling; the bottom of a pendant must stay at least 96 inches above the floor.
7The quote has LightPlane 1 at 500 lumens per foot; the packages are 325, 450 and 550.
8The quote has LightPlane+ at 1,000 lumens per foot; the packages modeled are 600, 900 and 1200, up to the published 1,200.
9The quote has LUMA at 1,000 lumens per foot; the packages modeled are 400, 600 and 800, up to the published 800.
10The quote specifies 4,500 K; LightPlane 1 and LUMA offer 2700, 3000, 3,500 and 4,000 K, and LightPlane+ also offers 5,000 K.
11The quote specifies a CRI of 85; the luminaires are offered at CRI 80 and 90.
12The project requires CRI 90, and the quote specifies CRI 80.
13LightPlane 1 is offered with direct or general diffused optics; the quote asks for another distribution.
14The space is a damp location, and LUMA is not rated for damp locations.
15The space is a wet location, and none of the quoted families is rated for wet locations.
16The quote supplies the luminaires at 480 volts; they take 120 to 277 volts or 347 volts.
17The longest LightPlane 1 run, 10 feet at 450 lumens per foot, draws more than the 60 watts a PoE port supplies.
18PoE power is offered with LightPlane 1 only.
19The dimming protocol is not offered with every quoted family; LightPlane+ is offered with 0-10V, DALI and Lutron EcoSystem, and LUMA with 0-10V and DALI.
20Dimming below 1 percent needs DALI or Lutron EcoSystem.
21The chosen controls system does not work with the dimming protocol in the quote.
22The controls system and the control zones do not go together; the quote has 0 control zones.
23The project is in California, and LUMA is not Title 24 listed.
24The project is in California, and Title 24 requires dimming and controls on the quoted luminaires.

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. Medical center tower, California: A quote for a medical center tower in California: surface, recessed and pendant luminaires with drivers, controls and emergency units

The agent's request. Please quote the luminaire schedule for a healthcare project of 120,000 square feet with a drywall ceiling 144 inches high, in California under Title 24. LightPlane 1 surface mounted on the ceiling: 3,600 feet in 360 runs, the longest 12 feet, at 450 lumens per foot with general diffused optics. LightPlane+ recessed: 6,000 feet in 156 runs, the longest 60 feet, at 600 lumens per foot. LUMA as pendants: 60 fixtures of 4 feet at 600 lumens per foot. All at 3,500 K and CRI 80. Pendants hang 36 inches below the ceiling. Power is 277 volts, with 180 drivers of 400 watts, 1,200 sections of up to 8 feet and 560 joiners. Dimming is DALI, to below 1 percent, with Lutron Ethernet controls in 190 zones. 120 emergency battery units on LightPlane+. The order has 780 mounting points. A custom finish on 3,600 feet. It is needed in 14 weeks. The discount is $96,847. The quote states an order total of $630,413. It is ready to send.

Verdict: Blocked.

  • CRI below the project requirement. The project requires CRI 90, and the quote specifies CRI 80.
  • Controls do not match the dimming protocol. The chosen controls system does not work with the dimming protocol in the quote.
  • LUMA not Title 24 listed. The project is in California, and LUMA is not Title 24 listed.
  • Run too long for one driver. The longest run, 60 feet at 600 lumens per foot, draws 420 watts; a 400-watt driver carries up to 80 percent of its rating on one run.
  • Not enough drivers. The quote has 180 drivers of 400 watts for the LightPlane runs; at 80 percent loading they need at least 204 drivers.
  • Not enough joiners. The quote has 560 joiners for 1,200 sections in 516 runs; every section after the first in a run needs a joiner, so it needs 684.
  • Run too large for the emergency unit. The emergency battery units carry up to 300 watts; the longest run they would back draws 420 watts.
  • Stated total does not match. The quote states an order total of $630,413; the prices give $710,213.
  • Discount above 10 percent. The quote takes a discount of $96,847 against $807,060 of list price, above the 10 percent that needs a sales director.
  • Custom finish. The quote has a custom finish on 3,600 feet, which needs a finish sample approved by a person.
  • Long run. The longest run, 60 feet, is over 40 feet, so a person should confirm the run layout with the factory Customs team.

2. Medical center tower, California: The agent resubmits after fixing the errors

The agent's request. Please quote the luminaire schedule for a healthcare project of 120,000 square feet with a drywall ceiling 144 inches high, in California under Title 24. LightPlane 1 surface mounted on the ceiling: 3,600 feet in 360 runs, the longest 12 feet, at 450 lumens per foot with general diffused optics. LightPlane+ recessed: 6,000 feet in 156 runs, the longest 42 feet, at 600 lumens per foot. All at 3,500 K and CRI 90. Power is 277 volts, with 204 drivers of 400 watts, 1,200 sections of up to 8 feet and 684 joiners. Dimming is Lutron EcoSystem, to below 1 percent, with Lutron Ethernet controls in 190 zones. 120 emergency battery units on LightPlane+. The order has 720 mounting points. A custom finish on 3,600 feet. It is needed in 14 weeks. The discount is $102,467. The quote states an order total of $751,429. It is ready to send.

Verdict: Needs approval.

  • Discount above 10 percent. The quote takes a discount of $102,467 against $853,896 of list price, above the 10 percent that needs a sales director.
  • Custom finish. The quote has a custom finish on 3,600 feet, which needs a finish sample approved by a person.
  • Long run. The longest run, 42 feet, is over 40 feet, so a person should confirm the run layout with the factory Customs team.
  • Quote summary. List price of $853,896, discount of $102,467 and an order total of $751,429.

3. Medical center tower, California: The agent resubmits after fixing the errors

The agent's request. Please quote the luminaire schedule for a healthcare project of 120,000 square feet with a drywall ceiling 144 inches high, in California under Title 24. LightPlane 1 surface mounted on the ceiling: 3,600 feet in 360 runs, the longest 12 feet, at 450 lumens per foot with general diffused optics. LightPlane+ recessed: 6,000 feet in 156 runs, the longest 40 feet, at 600 lumens per foot. All at 3,500 K and CRI 90. Power is 277 volts, with 204 drivers of 400 watts, 1,200 sections of up to 8 feet and 684 joiners. Dimming is Lutron EcoSystem, to below 1 percent, with Lutron Ethernet controls in 190 zones. 120 emergency battery units on LightPlane+. The order has 720 mounting points. It is needed in 14 weeks. The discount is $65,719. The quote states an order total of $755,777. It is ready to send.

Verdict: Allowed.

  • Quote summary. List price of $821,496, discount of $65,719 and an order total of $755,777.

4. Airport concourse: A quote for an airport concourse: knuckle, pendant and LUMA luminaires with DMX dimming and wireless controls

The agent's request. Please quote the luminaire schedule for an airport project of 60,000 square feet with an open-structure ceiling 288 inches high. LightPlane 1 on knuckle mounts: 500 feet in 40 runs, the longest 18 feet, at 550 lumens per foot with general diffused optics. LightPlane+ as pendants: 1,800 feet in 64 runs, the longest 30 feet, at 1,000 lumens per foot. LUMA as pendants: 36 fixtures of 6 feet at 800 lumens per foot. All at 5,000 K and CRI 80. Pendants hang 200 inches below the ceiling. Power is 480 volts, with 73 drivers of 400 watts, 288 sections of up to 8 feet and 184 joiners. Dimming is DMX, down to 3 percent, with Casambi controls in 48 zones. 24 emergency battery units on LightPlane 1. The order has 340 mounting points. It is needed in 16 weeks. The discount is $8,869. The quote states an order total of $89,080. It is ready to send.

Verdict: Blocked.

  • Pendant clearance too low. The quote hangs pendants 200 inches below a 288-inch ceiling; the bottom of a pendant must stay at least 96 inches above the floor.
  • LightPlane+ lumen package not offered. The quote has LightPlane+ at 1,000 lumens per foot; the packages modeled are 600, 900 and 1200, up to the published 1,200.
  • Color temperature not offered. The quote specifies 5,000 K; LightPlane 1 and LUMA offer 2700, 3000, 3,500 and 4,000 K, and LightPlane+ also offers 5,000 K.
  • Supply voltage not offered. The quote supplies the luminaires at 480 volts; they take 120 to 277 volts or 347 volts.
  • Dimming protocol not offered. The dimming protocol is not offered with every quoted family; LightPlane+ is offered with 0-10V, DALI and Lutron EcoSystem, and LUMA with 0-10V and DALI.
  • Controls do not match the dimming protocol. The chosen controls system does not work with the dimming protocol in the quote.
  • Stated total does not match. The quote states an order total of $89,080; the prices give $102,000.

5. Airport concourse: The agent resubmits after fixing the errors

The agent's request. Please quote the luminaire schedule for an airport project of 60,000 square feet with an open-structure ceiling 288 inches high. LightPlane 1 on knuckle mounts: 500 feet in 40 runs, the longest 18 feet, at 550 lumens per foot with general diffused optics. LightPlane+ as pendants: 1,800 feet in 64 runs, the longest 30 feet, at 900 lumens per foot. LUMA as pendants: 36 fixtures of 6 feet at 800 lumens per foot. All at 4,000 K and CRI 80. Pendants hang 144 inches below the ceiling. Power is 277 volts, with 73 drivers of 400 watts, 288 sections of up to 8 feet and 184 joiners. Dimming is DALI, down to 3 percent, with Casambi controls in 48 zones. 24 emergency battery units on LightPlane 1. The order has 340 mounting points. It is needed in 16 weeks. The discount is $19,984. The quote states an order total of $229,825. It is ready to send.

Verdict: Allowed.

  • Quote summary. List price of $249,809, discount of $19,984 and an order total of $229,825.

6. University library: A quote for a university library: recessed and pendant luminaires, LUMA, emergency units and wireless controls

The agent's request. Please quote the luminaire schedule for an education project of 30,000 square feet with an open-structure ceiling 192 inches high. LightPlane 1 as pendants: 800 feet in 60 runs, the longest 16 feet, at 450 lumens per foot with direct optics. LightPlane+ recessed: 2,400 feet in 80 runs, the longest 30 feet, at 900 lumens per foot. LUMA as pendants: 30 fixtures of 3 feet at 600 lumens per foot. All at 3,500 K and CRI 90. Pendants hang 60 inches below the ceiling. Power is 277 volts, with 96 drivers of 400 watts, 400 sections of up to 8 feet and 260 joiners. Dimming is 0-10V, to below 1 percent, with NX Wireless controls in 40 zones. 20 emergency battery units on LUMA. The order has 300 mounting points. It is needed in 5 weeks. The discount is $19,189. The quote states an order total of $294,391. It is ready to send.

Verdict: Blocked.

  • Mounting does not fit the ceiling. The quote has recessed mounting in an open-structure ceiling, or perimeter mounting in a ceiling that is not drywall; recessed mounting needs a drywall or acoustic tile ceiling and perimeter mounting needs drywall.
  • Deep dimming needs DALI or EcoSystem. Dimming below 1 percent needs DALI or Lutron EcoSystem.
  • Controls do not match the dimming protocol. The chosen controls system does not work with the dimming protocol in the quote.
  • Lighting power over the code allowance. The quoted luminaires draw 31,118 watts; the energy code allows 25,500 watts for 30,000 square feet of this space type.
  • No emergency option for LUMA. Emergency battery units are not offered with LUMA.
  • Lead time longer than the project allows. The project is needed in 5 weeks, and the quoted items ship in 6 weeks.
  • Stated total does not match. The quote states an order total of $294,391; the prices give $300,631.

7. University library: The agent resubmits after fixing the errors

The agent's request. Please quote the luminaire schedule for an education project of 30,000 square feet with an open-structure ceiling 192 inches high. LightPlane 1 as pendants: 800 feet in 60 runs, the longest 16 feet, at 450 lumens per foot with direct optics. LightPlane+ as pendants: 2,400 feet in 80 runs, the longest 30 feet, at 600 lumens per foot. All at 3,500 K and CRI 90. Pendants hang 60 inches below the ceiling. Power is 277 volts, with 96 drivers of 400 watts, 400 sections of up to 8 feet and 260 joiners. Dimming is DALI, to below 1 percent, with NX Wireless controls in 40 zones. 20 emergency battery units on LightPlane+. The order has 270 mounting points. It is needed in 5 weeks. The discount is $16,381. The quote states an order total of $256,639. It is ready to send.

Verdict: Allowed.

  • Quote summary. List price of $273,020, discount of $16,381 and an order total of $256,639.

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 luminaire schedule and quote for a project that uses ALW (Architectural Lighting Works) linear luminaires: LightPlane 1, LightPlane+ and LUMA. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the options and limits published for these products, plus the code and delivery rules a project needs, and returns a verdict, every reason, a line-item quote and the figures it computed.
  2. I will start with the first request by the agent.
  3. The agent says. Please quote the luminaire schedule for a healthcare project of 120,000 square feet with a drywall ceiling 144 inches high, in California under Title 24. LightPlane 1 surface mounted on the ceiling: 3,600 feet in 360 runs, the longest 12 feet, at 450 lumens per foot with general diffused optics. The rest of the request is on screen. The quote states an order total of $630,413.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with eight findings and three approvals, all in one answer. The project requires CRI 90, and the quote specifies CRI 80. The chosen controls system does not work with the dimming protocol in the quote. The project is in California, and LUMA is not Title 24 listed. The other five are on screen.
  6. The validator returned eight blocking findings and three approvals in one answer, led by CRI below the project requirement and controls do not match the dimming protocol, among others. A check that reads one product or one field at a time would pass most of this; it shows only when mounting, lumens, drivers, controls, code and the stated total are checked against each other.
  7. What this shows: for dimming protocol, controls system and deep dimming, a rules-based CPQ can do this only with workarounds.
  8. Now the agent resubmits.
  9. The corrected request. It changes the LightPlane+ longest run to 42 ft, the CRI to 90, the drivers to 204, the joiners to 684 and the stated order total to $751,429. Three more changes are on screen. It removes the pendant drop, LUMA mounting, LUMA fixtures, LUMA length and LUMA lumens per foot.
  10. It calls the validator again.
  11. Not blocked, but held for a person.
  12. The validator also returns the line-item quote. It starts with LightPlane 1 linear and LightPlane+ linear; the other eight lines are on screen.
  13. The eight blocking findings are cleared; three approvals remain for a person: discount above 10 percent, custom finish and long run.
  14. The agent resubmits once more.
  15. The revised request. It changes the LightPlane+ longest run to 40 ft, the discount to $65,719 and the stated order total to $755,777. It removes the custom finish.
  16. It calls the validator once more.
  17. This time the validator clears it.
  18. The validator also returns the line-item quote. It starts with LightPlane 1 linear and LightPlane+ linear; the other seven lines are on screen.
  19. All three earlier findings are cleared, and the validator's total, $755,777, matches the quote.
  20. Eleven problems caught in one call, fixed in two passes, and a clean $755,777 quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.