Predictika · Simulation software license quotes
An AI sales agent drafts a quote for engineering simulation software: the package, the number of licenses, the term in years, HPC packs, elastic units, premium support and the discount. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model of the package limits, the options each package offers and the discount authority, compares the net total the agent states with the one it computes, and reports every problem it finds in one pass.
This validator models Ansys style engineering simulation software quotes: four packages (Mechanical, Fluids, Electronics and Multiphysics), the number of licenses, the term in years, HPC packs, elastic units, premium support and discounts. It handles any quote made of these packages and options, not just the scenarios shown below.
Any simulation software license quote that touches these rules is in scope — not only the scenarios pictured here. Not covered: other Ansys products and services, real list prices, academic or student licensing and partner pricing, tax and multi-currency quoting, or implementation, training and consulting services.
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 |
|---|---|---|
| Options by package | Only with care Option availability (elastic units, premium support) differs by package, so option rules multiply with every package. | Each package lists the options it offers; the check follows from the choices. |
| Pack and unit limits per package | Only with care Maximum HPC packs and license ranges differ by package and become one validation rule per package. | The limits are properties of the package, checked on every call. |
| Discount stacking and approval bands | Only with workarounds Volume, term 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. |
| Multi-year terms and reviews | Only with care Term-based approvals and review triggers sit in separate rules that are easy to miss when a term changes. | Term, commitment and capacity reviews are evaluated together with the price. |
| 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 term of 4 years is longer than 3 years; finance must approve the price lock. |
| 2 | 7 HPC packs are above 6; a compute capacity review is required. |
| 3 | 8,000 elastic units are above 5,000; finance must approve the usage commitment. |
| 4 | Total discount of 17 percent is above the 15 percent a rep can give; sales director must approve. |
| 5 | More than 4 HPC packs with elastic units for 30 or more licenses need a deployment review. |
| 6 | Order value of $19,909,000 is above $2,500,000 and needs a deal desk review. |
| 7 | 50 licenses are above the 40 licenses the Mechanical Enterprise allows. |
| 8 | Elastic units are not available on the Mechanical Enterprise. |
| 9 | Premium support is not available on the Mechanical Enterprise. |
| 10 | 6 HPC packs are outside the 0 to 4 the Mechanical Enterprise allows. |
| 11 | 1 licenses are below the 2 license minimum of the Electronics Enterprise. |
| 12 | A term of 6 years is outside the 1 to 5 years allowed. |
| 13 | 25,000 elastic units are outside the 0 to 20,000 allowed. |
| 14 | Total discount of 29 percent exceeds the 25 percent limit. |
| 15 | The quoted net total of $280,440 does not match the $311,600 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. This is for a manufacturer that has asked for a deep discount on a three-year agreement. The Fluids Enterprise package for 30 licenses on a 3 year term with 2 HPC packs and standard support, with an extra 15 percent discount. Net total $2,019,240. It is ready to send.
Verdict: Blocked.
The agent's request. This is for a manufacturer that has asked for a deep discount on a three-year agreement. The Fluids Enterprise package for 30 licenses on a 3 year term with 2 HPC packs and standard support, with an extra 5 percent discount. Net total $2,303,640. It is ready to send.
Verdict: Needs approval.
The agent's request. This is for a manufacturer that has asked for a deep discount on a three-year agreement. The Fluids Enterprise package for 30 licenses on a 3 year term with 2 HPC packs and standard support. Net total $2,445,840. It is ready to send.
Verdict: Allowed.
The agent's request. This is for a research lab that wants elastic units for peak simulation runs. The Mechanical Enterprise package for 5 licenses on a 1 year term with 1 HPC pack and 1,000 elastic units, standard support. Net total $141,000. It is ready to send.
Verdict: Blocked.
The agent's request. This is for a research lab that wants elastic units for peak simulation runs. The Fluids Enterprise package for 5 licenses on a 1 year term with 1 HPC pack and 1,000 elastic units, standard support. Net total $176,000. It is ready to send.
Verdict: Allowed.
The agent's request. This is for an automotive supplier that is licensing simulation software for its engineering team. The Fluids Enterprise package for 10 licenses on a 1 year term with 2 HPC packs and standard support. Net total $280,440. It is ready to send.
Verdict: Blocked.
The agent's request. This is for an automotive supplier that is licensing simulation software for its engineering team. The Fluids Enterprise package for 10 licenses on a 1 year term with 2 HPC packs and standard support. Net total $311,600. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.