Predictika · Pre-insulated district heating and cooling piping
An AI sales agent prepares an order for a pre-insulated piping run: the system, service, size, temperature and pressure, jacket and insulation, sections and field joints, and leak detection. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the system and ordering rules and returns a verdict, every reason and the figures it computed.
This validator models pre-insulated district heating and cooling piping orders, not just the scenarios shown below. Product names and the facts Perma-Pipe publishes are noted in the fine print at the end; all other limits are typical.
Any pre-insulated district heating or cooling piping order that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (Perma-Pipe piping is engineered to order and quoted per project, so this validator produces no price build-up or line-item quote), fittings and expansion loops, oil and gas pipeline coating, double-containment piping and other Perma-Pipe systems such as Xtru-Therm, PVC-Therm and Galva-Gard. Limits and rules that Perma-Pipe has not published are typical for pre-insulated piping; see the fine print at the end of the page.
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 system whose jacket, insulation, service and temperature limit all go together | Only with care Each system needs its own set of product rules. It works, but every new system or option is another set of rules to maintain. | System, service, temperature, jacket and insulation are in one request and every pairing is checked together. |
| Installation requirements that depend on the system, such as cover, thrust blocks and flow velocity | Only with workarounds The requirement links the system on one line with quantities on others, so it needs cross-line rules that interact with the rest. | Every choice is in one request, so a missing item is found whichever order the choices arrive in. |
| Sections, field joints and leak detection cable that must cover the run | Only with care The needed quantities depend on the run and the section length; each needs its own calculation and comparison. | Required sections, joints and cable are computed on every call and compared with the order. |
| A stated length that must match the sections | Only with care A stated figure is a free-entry field; a rule can compare it with a computed total, but someone has to write and maintain that comparison. | The stated figure travels with the order and is compared with the computed length on every call. |
| Large sizes, near-limit temperatures and very long runs that need review | Only with workarounds Approval routing usually lives in a separate workflow, so the quote can leave the rep before the approval is raised. | The verdict says needs approval and gives each reason on the same 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 order; approval findings need a person to sign off; everything else is computed.
| 1 | The operating temperature of 300 F is outside what this system handles (Multi-Therm up to 750 F, Poly-Therm up to 250 F, Chil-Gard below 100 F). |
| 2 | The operating temperature of 780 F is outside what this system handles (Multi-Therm up to 750 F, Poly-Therm up to 250 F, Chil-Gard below 100 F). |
| 3 | An operating temperature of 720 F is close to the Multi-Therm limit and needs engineering review. |
| 4 | The operating temperature of 100 F is outside what this system handles (Multi-Therm up to 750 F, Poly-Therm up to 250 F, Chil-Gard below 100 F). |
| 5 | This system does not carry the selected service (Multi-Therm carries steam and hot water, Poly-Therm hot water and chilled water, Chil-Gard chilled and condenser water). |
| 6 | The jacket on the order is not the one this system is built with (Multi-Therm an FRP or HDPE jacket, Poly-Therm an FRP jacket, Chil-Gard a PVC jacket). |
| 7 | The insulation on the order is not the one this system is built with (Multi-Therm aerogel with polyurethane foam, Poly-Therm polyurethane or polyisocyanurate foam, Chil-Gard polyurethane foam). |
| 8 | The operating pressure of 320 psi is above the 300 psi rating of this system. |
| 9 | The operating pressure of 260 psi is above the 250 psi rating of this system. |
| 10 | The operating pressure of 175 psi is above the 160 psi rating of this system. |
| 11 | A nominal size of 5 inches is not offered in this system. |
| 12 | A nominal size of 16 inches is not offered in this system. |
| 13 | A 24 inch system needs engineering review. |
| 14 | Chil-Gard is designed for H-20 loading with two feet of properly compacted cover; the order has 1 ft. |
| 15 | Chil-Gard needs a concrete thrust block at every direction change; the order has 2 thrust blocks for 3 direction changes. |
| 16 | Flow velocity in Chil-Gard must stay below 5 ft per second to prevent water hammer; the order has 6. |
| 17 | A section length of 30 ft is not offered for this system (20 or 40 ft; Chil-Gard in 20 ft). |
| 18 | A section length of 40 ft is not offered for this system (20 or 40 ft; Chil-Gard in 20 ft). |
| 19 | The run is 2,000 ft, but the sections on the order cover only 1,800 ft. |
| 20 | 50 sections need 49 field joints, and the order has 40. |
| 21 | A steam line is ordered without leak detection. |
| 22 | The run is 2,000 ft, but the leak detection cable on the order is 1,500 ft. |
| 23 | 2,000 ft of leak detection cable is on the order without a leak detection system. |
| 24 | A run of 12,000 ft is a very large project that needs commercial sign-off. |
| 25 | The order states 2,400 ft of piping, but the sections on it cover 2,000 ft. |
| 26 | The order states 1,600 ft of piping, but the sections on it cover 2,000 ft. |
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 Chil-Gard system for a chilled water line: a 1,000 ft run of 8 inch pipe in 25 sections of 40 ft, with 24 field joints, operating at 45 F and 175 psi, with a PVC jacket and polyurethane foam insulation, Class 160 PVC pipe, 1 ft of cover, 2 thrust blocks for 4 direction changes and a flow velocity of 6 ft per second, and PermAlert leak detection cable of 1,000 ft. The order states that it contains 1,000 ft of piping. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Chil-Gard system for a chilled water line: a 1,000 ft run of 8 inch pipe in 50 sections of 20 ft, with 49 field joints, operating at 45 F and 175 psi, with a PVC jacket and polyurethane foam insulation, Class 200 PVC pipe, 3 ft of cover, 4 thrust blocks for 4 direction changes and a flow velocity of 4 ft per second, and PermAlert leak detection cable of 1,000 ft. The order states that it contains 1,000 ft of piping. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote a Multi-Therm system for a steam line: a 9,000 ft run of 26 inch pipe in 225 sections of 40 ft, with 224 field joints, operating at 780 F and 150 psi, with a PVC jacket and polyurethane foam insulation, and no leak detection. The order states that it contains 9,000 ft of piping. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Multi-Therm system for a steam line: a 9,000 ft run of 24 inch pipe in 225 sections of 40 ft, with 224 field joints, operating at 720 F and 150 psi, with an FRP jacket and aerogel and polyurethane foam insulation, and PermAlert leak detection cable of 9,000 ft. The order states that it contains 9,000 ft of piping. It is ready to send.
Verdict: Needs approval.
The agent's request. Please quote a Multi-Therm system for a steam line: a 9,000 ft run of 20 inch pipe in 225 sections of 40 ft, with 224 field joints, operating at 650 F and 150 psi, with an FRP jacket and aerogel and polyurethane foam insulation, and PermAlert leak detection cable of 9,000 ft. The order states that it contains 9,000 ft of piping. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote a Poly-Therm system for a steam line: a 2,000 ft run of 8 inch pipe in 40 sections of 40 ft, with 30 field joints, operating at 230 F and 125 psi, with an FRP jacket and polyurethane or polyisocyanurate foam insulation, and PermAlert leak detection cable of 1,500 ft. The order states that it contains 2,000 ft of piping. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote a Poly-Therm system for a hot water line: a 2,000 ft run of 8 inch pipe in 50 sections of 40 ft, with 49 field joints, operating at 230 F and 125 psi, with an FRP jacket and polyurethane or polyisocyanurate foam insulation, and PermAlert leak detection cable of 2,000 ft. The order states that it contains 2,000 ft of piping. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.