Predictika · Knee replacement constructs: femur, articular surface, tier pricing and discount authority
An AI sales agent prepares a knee replacement construct quote for a fictional hospital. Before it goes out, the agent sends it to Predictika’s validator, which checks it against the component, fit and pricing rules, compares the net price per knee the agent states with the one it computes, and returns a verdict with every reason.
This validator models knee construct quotes in the style of Zimmer Biomet's Persona line: femur and surface pairing, sizes, thickness, fixation, tier pricing with a construct cap, ROSA placement and discount terms. It handles any quote made of these parts and rules, not just the scenarios shown below.
It does not cover other Zimmer Biomet implant families, real prices or contracts, or clinical advice.
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 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 |
|---|---|---|
| Femur and articular surface | Only with care Each femur accepts only certain surfaces, which tends to become one rule per pairing. | The pairing is a property of the catalog items, checked on every call. |
| Sizes across components | Only with workarounds A femur size must sit within two sizes of the tibia and inside each range, which product rules express awkwardly. | The size ranges and the two-size window are evaluated together. |
| Tier pricing with a construct cap | Only with care List price, tier percentage and a cap per tier interact, and price rules must keep the order straight. | Tier price, cap and construct price are derived in the model on every call. |
| Discount authority | Only with care Rep authority, the maximum and the approval route are separate rules that interact. | The maximum and the authority are evaluated together with the requested discount. |
| The net price the agent states | Only with workarounds Comparing a stated price with a computed one means a separate rule per quote layout, and price rules rarely run on stated figures. | The stated net price is a field in the request and is checked against the computed price. |
| 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 |
|---|---|---|
| Femur and articular surface | block | PS femurs need the PS surface; CR femurs need a CR, UC or MC surface |
| Size range | block | Femur sizes 1 to 12 and tibia sizes 1 to 9 |
| Femur and tibia sizes | block | Femur and tibia sizes may differ by at most two sizes |
| Surface thickness | block | The articular surface thickness must lie within the range of the chosen surface |
| Fixation | block | Cementless fixation is not offered with the PS femur |
| ROSA robotics | block | A ROSA case at a site without ROSA needs a placement, which requires 150 or more knees a year |
| Discount ceiling | block | Requested discount may not exceed 8 percent below the construct price |
| Net price the agent stated | block | The net price per knee in the request must match the price the validator computes |
| ROSA robotics | needs approval | A ROSA placement at a site with 150 or more knees a year needs robotics program approval |
| Discount authority | needs approval | A discount above 3 percent, up to the maximum, needs approval |
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. Persona PS femur size 6 with the Persona MC articular surface (12 mm) and tibia size 6, cemented, GPO Tier1, 200 knees a year for Lakeshore Orthopedic Hospital. Net price per knee USD 4,200. Ready to send.
Verdict: Blocked.
The agent's request. Persona PS femur size 6 with the Persona PS articular surface (12 mm) and tibia size 6, cemented, GPO Tier1, 200 knees a year for Lakeshore Orthopedic Hospital. Net price per knee USD 4,200. Ready to send.
Verdict: Allowed.
The agent's request. Persona CR femur size 6 with the Persona MC articular surface (11 mm) and tibia size 5, cemented, GPO Tier1, 300 knees a year for Lakeshore Orthopedic Hospital. Net price per knee USD 3,906. Ready to send.
Verdict: Blocked.
The agent's request. Persona CR femur size 6 with the Persona MC articular surface (11 mm) and tibia size 5, cemented, GPO Tier1, 300 knees a year for Lakeshore Orthopedic Hospital. Net price per knee USD 4,200. Ready to send.
Verdict: Allowed.
The agent's request. Persona CR femur size 9 with the Persona CR articular surface (10 mm) and tibia size 8, cemented, GPO Tier2, 120 knees a year, with 12 percent below the construct price, for Lakeshore Orthopedic Hospital. Net price per knee USD 4,089.80. Ready to send.
Verdict: Blocked.
The agent's request. Persona CR femur size 9 with the Persona CR articular surface (10 mm) and tibia size 8, cemented, GPO Tier2, 120 knees a year, with 6 percent below the construct price, for Lakeshore Orthopedic Hospital. Net price per knee USD 4,368.65. Ready to send.
Verdict: Needs approval.
The agent's request. Persona CR femur size 9 with the Persona CR articular surface (10 mm) and tibia size 8, cemented, GPO Tier2, 120 knees a year, with 3 percent below the construct price, for Lakeshore Orthopedic Hospital. Net price per knee USD 4,508.07. Ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.