Predictika · pool heaters, pump and filter sets, dealer programs, pool volume, options and program years
An AI sales agent prepares a pool equipment quote for a fictional customer. Before it goes out, the agent sends it to Predictika’s validator, which checks it against the product and contract rules, compares the net total the agent states with the one it computes, and returns a verdict with every reason.
This validator models Pentair style pool equipment package quotes: four pool heaters, three pump and filter sets and three dealer programs, the number of packages, the pool volume in thousand gallons, the pool automation controller and extended equipment warranty options, the program term in years and discounts. It handles any quote made of these heaters, sets and programs, not just the scenarios shown below.
It does not cover other Pentair products such as water treatment, commercial pool systems or well pumps, real list prices, local pool codes or installation 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 Revenue Cloud) does with the same cases. It is a judgment about effort and reliability, not a claim that nothing can be built.
| What the validator catches | Typical rules-based CPQ | Predictika |
|---|---|---|
| Pump set and heater compatibility | Only with workarounds A pairwise compatibility between two catalogs usually becomes one rule per combination. | Compatibility is a property of the heater and the pump set, checked on every call. |
| Pool volume against two limits | Only with care A number that must fit both a heater limit and a pump set limit spans several validation rules. | Both limits and the review band are evaluated together. |
| Options by heater type | Only with care Option rules per heater type, extended for every new type or option. | The heater lists which options it offers; the check follows from the choices. |
| Discount stacking and approval bands | Only with workarounds Dealer 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 whatever order the choices arrive, and one problem never hides another. Blocking findings stop the quote; approval findings need a person to sign off; everything else is computed.
| Rule | Effect | What it checks |
|---|---|---|
| Quantity | block | 1 to 120 pool packages |
| Contract minimum | block | At least the dealer program minimum pool packages |
| Pool volume in thousand gallons vs pool heater | block | 1 to the item maximum |
| Pool volume in thousand gallons vs pump and filter set | block | Not above the package limit |
| Compatibility | block | the package cannot supply the flow rate the 400 kBTU gas heater needs. |
| Pool automation controller | block | Only on items that offer it |
| Extended equipment warranty plan | block | Only on items that offer it |
| Contract years | block | 1 to 5 years |
| Total discount limit | block | Above 20 percent |
| Pool volume in thousand gallons review | needs approval | Above 50: a pool engineering review is required |
| Long contract | needs approval | Above 3 years needs finance approval |
| Large quantity | needs approval | Above 40 pool packages: a builder desk review is required |
| Discount approval | needs approval | Total above 12 percent within the limit |
| Large order | needs approval | Above USD 250000 needs deal desk review |
| Stated net total | block | The net total the agent states must match the contract value the validator computes (within USD 1). |
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 250 kBTU gas heaters with the variable-speed pump with cartridge filter for 6 packages on the standard dealer program, pool volume 20 thousand gallons, 2 year program. Net total USD 33,307.20. Ready to send.
Verdict: Blocked.
The agent's request. The 250 kBTU gas heaters with the variable-speed pump with cartridge filter for 6 packages on the standard dealer program, pool volume 20 thousand gallons, 2 year program. Net total USD 37,008. Ready to send.
Verdict: Allowed.
The agent's request. The solar heating arrays with the variable-speed pump with cartridge filter for 6 packages on the standard dealer program, pool volume 20 thousand gallons, 2 year program, with the pool automation controller. Net total USD 63,408. Ready to send.
Verdict: Blocked.
The agent's request. The 250 kBTU gas heaters with the variable-speed pump with cartridge filter for 6 packages on the standard dealer program, pool volume 20 thousand gallons, 2 year program, with the pool automation controller. Net total USD 43,608. Ready to send.
Verdict: Allowed.
The agent's request. The 400 kBTU gas heaters with the single-speed pump with cartridge filter for 6 packages on the standard dealer program, pool volume 15 thousand gallons, 2 year program. Net total USD 36,540. Ready to send.
Verdict: Blocked.
The agent's request. The 400 kBTU gas heaters with the variable-speed pump with cartridge filter for 6 packages on the standard dealer program, pool volume 15 thousand gallons, 2 year program. Net total USD 44,808. Ready to send.
Verdict: Allowed.
The agent's request. The 250 kBTU gas heaters with the variable-speed pump with cartridge filter for 6 packages on the standard dealer program, pool volume 20 thousand gallons, 4 year program. Net total USD 38,016. Ready to send.
Verdict: Needs approval.
The agent's request. The 250 kBTU gas heaters with the variable-speed pump with cartridge filter for 8 packages on the preferred dealer program, pool volume 20 thousand gallons, 2 year program and an extra 8 percent discount. Net total USD 42,929.28. Ready to send.
Verdict: Needs approval.
The text of the narrated walkthrough, step by step.