Predictika · Commercial lighting orders
An AI sales agent prepares an order for a commercial LED area light: the lumen package, distribution, color temperature, controls, mounting and options, how many fixtures, and the wattage, delivered lumens and total load it tells the customer. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the published specification sheet and returns a verdict, every reason and the figures it computed.
This validator models the ordering information on the public LSI SSA specification sheet, not just the scenarios shown below.
Any SSA order that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (LSI publishes no price list for this product, so this validator produces no price build-up or line-item quote), finish, voltage, driver and lens codes, other LSI fixtures, accessory part numbers, photometric files and pole or fusing details.
7 scenarios in 3 groups · each group runs from the agent’s first attempt to the outcome · click one to switch
Illustrative agent statement. The validator receives the structured request below.
Proposing agent: AI sales agent (scripted)
Before sending, the agent must call Recorded run
What this means
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 caught | Typical rules-based CPQ | Predictika |
|---|---|---|
| An option that is unavailable with certain distributions | Only with care A product rule per option and distribution. It works, but each exclusion is another rule that has to be kept in step with the sheet. | The option and the distribution are in one request and every pairing is checked together. |
| A sensor controller that depends on the mounting height | Only with care A range rule per controller code, compared with a height the rep may enter as free text. | The mounting height is compared with the range of the controller on the order on every call. |
| Wattage and delivered lumens that depend on package, distribution and color temperature | Only with workarounds Fifteen combinations, each with two figures, held in lookup tables and compared with figures typed into the quote. | The expected figures are computed on every call and compared with what the quote states, including the total load. |
| Every problem returned in one answer | Only 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. |
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.
| 1 | The integral house side shield (IHS) is not available with the 4x4 medium flood or 6x6 wide flood distributions. |
| 2 | The quote mounts the light at 25 feet; the selected wireless sensor controller is listed for 8 to 24 feet. |
| 3 | The quote mounts the light at 7 feet; the selected wireless sensor controller is listed for 8 to 24 feet. |
| 4 | The quote mounts the light at 41 feet; the selected wireless sensor controller is listed for 25 to 40 feet. |
| 5 | The quote mounts the light at 24 feet; the selected wireless sensor controller is listed for 25 to 40 feet. |
| 6 | The quote mounts the light at 30 feet; the selected wireless sensor controller is listed for 8 to 24 feet. |
| 7 | The quote mounts the light at 20 feet; the selected wireless sensor controller is listed for 25 to 40 feet. |
| 8 | The 7-pin control receptacle (CR7P) is ordered, but no control device or shorting cap is on the order; one must be ordered separately. |
| 9 | The quote aims the light 46 degrees up from horizontal; the slip fitter and trunnion mounts are listed for no more than 45 degrees. |
| 10 | The quote aims the light 60 degrees up from horizontal; the slip fitter and trunnion mounts are listed for no more than 45 degrees. |
| 11 | The quote states 85 watts per fixture; the selected lumen package is listed at 121 watts. |
| 12 | The quote states 18,000 delivered lumens; the specification sheet lists 17,585 for this lumen package, distribution and color temperature. |
| 13 | The quote states 17,777 delivered lumens; the specification sheet lists 17,585 for this lumen package, distribution and color temperature. |
| 14 | The quote states a total load of 1,000 watts; the fixture wattage times the quantity is 1,210 watts. |
| 15 | The order has 0 fixtures; at least 1 is needed. |
| 16 | The 9L and 21L lumen packages are listed as available only by consulting the factory; a person should confirm availability with LSI. |
| 17 | The quote aims the light 70 degrees up from horizontal; the slip fitter and trunnion mounts are listed for no more than 45 degrees. |
| 18 | The quote states 100 watts per fixture; the selected lumen package is listed at 121 watts. |
| 19 | The quote states a total load of 1 watt; the fixture wattage times the quantity is 1,210 watts. |
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.
The agent's request. Please quote 16 SSA LED area lights, 24L (24,000 lumen) package, 4x4 medium flood distribution, 5000K, with square pole mount arm and integral house side shield, mounted at 20 feet. The quote states 121 watts per fixture, 24,984 delivered lumens and a total load of 2,800 watts. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 16 SSA LED area lights, 24L (24,000 lumen) package, Type 5 wide distribution, 5000K, with square pole mount arm and integral house side shield, mounted at 20 feet. The quote states 175 watts per fixture, 24,332 delivered lumens and a total load of 2,800 watts. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote 24 SSA LED area lights, 18L (18,000 lumen) package, Type 4 forward throw distribution, 4000K, with AirLink Blue wireless motion and photo sensor controller (ALBCS1) and adjustable slip fitter, mounted at 30 feet and aimed 60 degrees up from horizontal. The quote states 121 watts per fixture, 17,277 delivered lumens and a total load of 2,400 watts. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 24 SSA LED area lights, 18L (18,000 lumen) package, Type 4 forward throw distribution, 4000K, with AirLink Blue wireless motion and photo sensor controller (ALBCS2) and adjustable slip fitter, mounted at 30 feet and aimed 40 degrees up from horizontal. The quote states 121 watts per fixture, 17,277 delivered lumens and a total load of 2,904 watts. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote 12 SSA LED area lights, 21L (21,000 lumen) package, Type 3 distribution, 5000K, with 7-pin control receptacle (CR7P) and square pole mount arm, mounted at 25 feet. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote 12 SSA LED area lights, 21L (21,000 lumen) package, Type 3 distribution, 5000K, with 7-pin control receptacle (CR7P) and square pole mount arm and a shorting cap on the order, mounted at 25 feet. It is ready to send.
Verdict: Needs approval.
The agent's request. Please quote 12 SSA LED area lights, 24L (24,000 lumen) package, Type 3 distribution, 5000K, with 7-pin control receptacle (CR7P) and square pole mount arm and a shorting cap on the order, mounted at 25 feet. The quote states 175 watts per fixture, 24,290 delivered lumens and a total load of 2,100 watts. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.