Predictika · Commercial cast iron boilers
An AI sales agent prepares an order for a commercial cast iron water boiler from public product documents, choosing the size, fuel, controls and burner for a building. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of those documents and returns a verdict, every reason and the figures it computed.
This validator models orders for the Burnham V9A cast iron water boiler (sizes V903A to V912A, on gas or oil), not just the scenarios shown below.
Any order for this boiler family that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (no reliable public price list could be read, so this validator produces no price build-up or line-item quote), steam boilers, gas/oil combination burners, relief valve and tankless heater options, other Burnham boiler series, altitude derating, and local code requirements.
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 |
|---|---|---|
| A net output that depends on size and fuel | Only with care The ratings table has a different value for each size and fuel, so it takes a lookup per combination and a comparison with the heating load. | Size, fuel and the load travel in one request; the net output is looked up and compared on every call. |
| Required controls that depend on the job | Only with workarounds Float cut-offs, code approvals and the input threshold interact, so the rules multiply and are easy to miss when a control is added. | The controls, the code requirement and the size are all part of the request, and every rule is checked on every call. |
| A stated net output that disagrees with the table | Only with workarounds The figure the agent states is free text or a separate field, so it takes an extra rule that compares it with the table value. | The stated figure is part of the request and is compared with the table figure on every call. |
| 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 heating load is 293 MBH; this model on this fuel has a net AHRI output of 292 MBH. |
| 2 | The heating load is 444 MBH; this model on this fuel has a net AHRI output of 443 MBH. |
| 3 | The heating load is 612 MBH; this model on this fuel has a net AHRI output of 611 MBH. |
| 4 | The heating load is 765 MBH; this model on this fuel has a net AHRI output of 764 MBH. |
| 5 | The heating load is 907 MBH; this model on this fuel has a net AHRI output of 906 MBH. |
| 6 | The heating load is 1,050 MBH; this model on this fuel has a net AHRI output of 1,049 MBH. |
| 7 | The heating load is 1,224 MBH; this model on this fuel has a net AHRI output of 1,223 MBH. |
| 8 | The heating load is 1,392 MBH; this model on this fuel has a net AHRI output of 1,391 MBH. |
| 9 | The heating load is 1,617 MBH; this model on this fuel has a net AHRI output of 1,616 MBH. |
| 10 | The heating load is 1,730 MBH; this model on this fuel has a net AHRI output of 1,729 MBH. |
| 11 | The vent is 6 inches; the ratings table lists a 7 inch vent diameter for this model. |
| 12 | The vent is 7 inches; the ratings table lists an 8 inch vent diameter for this model. |
| 13 | The vent is 8 inches; the ratings table lists a 10 inch vent diameter for this model. |
| 14 | The vent is 10 inches; the ratings table lists a 12 inch vent diameter for this model. |
| 15 | The order has no low water cut-off and second limit; the price list notes require them with each boiler (they may be supplied by others). |
| 16 | A float low water cut-off is on the order without TC-4 test-n-check valves; the price list notes require the valves with a float cut-off. |
| 17 | FM or CSD-1 approval is required on a boiler with an input above 400 MBH, and the order has no manual-reset limit and manual-reset low water cut-off. |
| 18 | The boiler is to stand on combustible flooring; the price list notes say V9A boilers are not suitable for installation on combustible flooring. |
| 19 | The price list notes say burner adapter plates are available for Beckett, Carlin, Riello, Power Flame and Webster burners only; another burner needs a field-supplied or fabricated plate, so a person should confirm. |
| 20 | The order states a net output of 500 MBH; the ratings table gives 590 MBH for this model and fuel. |
| 21 | The order states a net output of 611 MBH; the ratings table gives 590 MBH for this model and fuel. |
| 22 | The heating load is 900 MBH; this model on this fuel has a net AHRI output of 443 MBH. |
| 23 | The vent is 5 inches; the ratings table lists a 7 inch vent diameter for this model. |
| 24 | The order states a net output of 900 MBH; the ratings table gives 443 MBH for this model and fuel. |
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 a Burnham V906A gas-fired water boiler with a Beckett burner for a 1100 MBH load with a 6 inch vent, a probe-type low water cut-off, no FM or CSD-1 approval required, on noncombustible flooring, without manual-reset limit and low water cut-off, and a net output of 1100 MBH. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Burnham V910A gas-fired water boiler with a Beckett burner for a 1100 MBH load with a 6 inch vent, a probe-type low water cut-off, no FM or CSD-1 approval required, on noncombustible flooring, without manual-reset limit and low water cut-off, and a net output of 1391 MBH. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Burnham V910A gas-fired water boiler with a Beckett burner for a 1100 MBH load with a 10 inch vent, a probe-type low water cut-off, no FM or CSD-1 approval required, on noncombustible flooring, without manual-reset limit and low water cut-off, and a net output of 1391 MBH. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote a Burnham V909A oil-fired water boiler with a Beckett burner for a 1100 MBH load with a 10 inch vent, a float low water cut-off, FM or CSD-1 approval required, on noncombustible flooring, without manual-reset limit and low water cut-off, and a net output of 1266 MBH. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Burnham V909A oil-fired water boiler with a Beckett burner for a 1100 MBH load with a 10 inch vent, a float low water cut-off with TC-4 valves, FM or CSD-1 approval required, on noncombustible flooring, with manual-reset limit and low water cut-off, and a net output of 1266 MBH. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote a Burnham V908A gas-fired water boiler with a non-standard burner for a 950 MBH load with a 10 inch vent, a probe-type low water cut-off, no FM or CSD-1 approval required, on combustible flooring, without manual-reset limit and low water cut-off, and a net output of 1012 MBH. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Burnham V908A gas-fired water boiler with a Webster burner for a 950 MBH load with a 10 inch vent, a probe-type low water cut-off, no FM or CSD-1 approval required, on noncombustible flooring, without manual-reset limit and low water cut-off, and a net output of 1012 MBH. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.