Predictika · Outdoor area lighting and pole quotes
An AI sales agent prepares a quote for an Acuity style outdoor area lighting project: luminaires, poles, a dealer program, the design wind speed, the wireless controls and warranty options, the contract term and the discount. Before the quote goes out, the agent sends it to Predictika's validator, which checks all of it together, compares the net total the agent states with the one it computes, and reports every problem in one pass.
This validator models Acuity style outdoor lighting project quotes, not just the scenarios shown below.
Any outdoor lighting quote that touches these rules is in scope, not only the scenarios pictured here. Not covered: other Acuity Brands products such as indoor luminaires, building controls or smart building software, real list prices, local code or photometric design decisions, or tax and multi-currency quoting.
8 scenarios in 4 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 or Conga) 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 |
|---|---|---|
| Luminaire and pole compatibility | Only with workarounds A pairwise compatibility between two catalogs usually becomes one rule per combination. | Compatibility is a property of the luminaire and the pole, checked on every call. |
| Wind speed against two limits | Only with care A number that must fit both a luminaire limit and a pole limit spans several validation rules. | Both limits and the review band are evaluated together. |
| Options by luminaire type | Only with care Option rules per product type, extended for every new type or option. | The luminaire lists which options it offers; the check follows from the choices. |
| Discount stacking and approval bands | Only with workarounds Program, volume and extra discounts add up across rules and approval levels, and the total is rarely checked in one place. | The discounts are added once and compared with both the rep authority and the limit. |
| The total the agent states | Only with workarounds Comparing a stated total with a computed one means a separate rule per quote layout, and price rules rarely run on stated figures. | The stated net total is a field in the request and is checked against the computed total. |
| Every problem returned in one answer | Only with workarounds Rules tend to fire as the quote is saved, 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 | A contract of 4 years is longer than 3 years; finance must approve the price lock. |
| 2 | A design wind speed in miles per hour of 135 is above 125; a structural wind-load review is required. |
| 3 | 160 fixture sets are above 150; a project desk review is required. |
| 4 | Order value of USD 316,742.40 is above USD 150,000 and needs a deal desk review. |
| 5 | Total discount of 13 percent is above the 12 percent a rep can give; sales director must approve. |
| 6 | Order value of USD 167,716 is above USD 150,000 and needs a deal desk review. |
| 7 | 410 fixture sets are outside the 1 to 400 allowed. |
| 8 | Order value of USD 811,652.40 is above USD 150,000 and needs a deal desk review. |
| 9 | The wireless controls module is not available on the Four-head sports floodlight array. |
| 10 | The extended finish and LED warranty is not available on the Decorative post-top luminaire. |
| 11 | The Round aluminum pole cannot carry the weight of the four-head sports floodlight array. |
| 12 | A design wind speed in miles per hour of 160 is outside the 1 to 150 range of the LED area luminaire. |
| 13 | A design wind speed in miles per hour of 120 is above the 110 limit of the Round aluminum pole. |
| 14 | 25 fixture sets are below the 40 fixture sets minimum of the Utility and municipal program. |
| 15 | A contract of 6 years is outside the 1 to 5 years allowed. |
| 16 | Total discount of 21 percent exceeds the 20 percent limit. |
| 17 | The quoted net total of USD 37,908 does not match the USD 42,120 the validator computed. |
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. The LED area luminaires on tapered steel poles for 20 fixture sets on the standard dealer program, design wind speed 100 mph, 2 year contract. The net total is USD 37,908. Ready to send.
Verdict: Blocked.
The agent's request. The LED area luminaires on tapered steel poles for 20 fixture sets on the standard dealer program, design wind speed 100 mph, 2 year contract. The net total is USD 42,120. Ready to send.
Verdict: Allowed.
The agent's request. The four-head sports floodlight arrays on tapered steel poles for 20 fixture sets on the standard dealer program, design wind speed 90 mph, 2 year contract, with the wireless controls module. The net total is USD 107,520. Ready to send.
Verdict: Blocked.
The agent's request. The LED area luminaires on tapered steel poles for 20 fixture sets on the standard dealer program, design wind speed 100 mph, 2 year contract, with the wireless controls module. The net total is USD 44,520. Ready to send.
Verdict: Allowed.
The agent's request. The four-head sports floodlight arrays on round aluminum poles for 20 fixture sets on the standard dealer program, design wind speed 100 mph, 2 year contract. The net total is USD 92,640. Ready to send.
Verdict: Blocked.
The agent's request. The four-head sports floodlight arrays on tapered steel poles for 20 fixture sets on the standard dealer program, design wind speed 100 mph, 2 year contract. The net total is USD 105,120. Ready to send.
Verdict: Allowed.
The agent's request. The LED area luminaires on tapered steel poles for 20 fixture sets on the standard dealer program, design wind speed 100 mph, 4 year contract. The net total is USD 43,240. Ready to send.
Verdict: Needs approval.
The agent's request. The LED area luminaires on tapered steel poles for 20 fixture sets on the lighting agent program, design wind speed 100 mph, 2 year contract and an extra 8 percent discount. The net total is USD 36,644.40. Ready to send.
Verdict: Needs approval.
The text of the narrated walkthrough, step by step.