Predictika · LC-MS system quotes: instrument, LC, source, software, site and discount
An AI sales agent prepares an LC-MS system quote for a fictional laboratory, with the total price it expects. Before the quote goes out, the agent sends it to Predictika’s validator, which checks it against instrument, LC, ion source, software, site power, lead time and discount rules, compares the total the agent states with the one it computes, and returns a verdict with every reason. All prices are illustrative estimates in US dollars.
This validator checks and prices LC-MS system quotes built from Orbitrap and triple quadrupole instruments, Vanquish LC front ends, ion sources, analysis software and service plans. It handles any quote built from those parts, not just the scenarios shown below.
It does not cover other instrument makers, real prices, specifications or contracts, or any real customer.
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 |
|---|---|---|
| Instrument, LC and source together | Only with care Source-to-LC flow matching, and instrument capabilities such as resolution, scan speed and mass range against the application, are individually simple but interact on every quote. | All limits are evaluated together on every call and each failure is returned with its reason. |
| Software that matches the application | Only with care Each application has one valid software package, which is a product rule per application that has to be kept in step with the catalog. | The application selects its software and a mismatch is a finding. |
| GxP service and site power | Only with workarounds A regulated lab needing a qualified service plan, and circuit counts that depend on the instrument class, combine quote fields with catalog attributes. | Service plan and circuit needs are computed from the choices and checked in the same pass. |
| Lead time against the need date | Only with care Comparing a catalog lead time with a customer date means one more rule per product line. | Lead time is a catalog attribute checked against the need date. |
| Approval steps | Only with care Discounts above rep authority, and Orbitraps on nitrogen cylinders, need a person to sign off, and the release must stay blocked until they do. | Approval items are returned with the verdict and the release step is refused until the approval is recorded. |
| Customer pricing, discount and a total that reconciles | Only with workarounds Academic and government pricing, a requested discount, per-seat software and multi-year service are easy to get out of step with the quote total. | The same computed figures feed the line items and the total. |
| The total the agent states | Only with workarounds Comparing a stated figure with a computed one means a separate rule per quote layout, and price rules rarely run on stated figures. | The stated 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 |
|---|---|---|
| 1 | block | The ion source must match the LC: EASY-Spray needs a nano or capillary LC, HESI and APCI need an analytical-flow LC |
| 2 | block | Any application other than targeted quantitation needs a high-resolution accurate-mass Orbitrap, not a triple quadrupole |
| 3 | block | TMT multiplexing needs an instrument with at least 480k resolution |
| 4 | block | High-throughput DIA proteomics needs 40 Hz or faster MS2 scanning |
| 5 | block | Intact protein analysis needs an instrument that reaches m/z 6000 |
| 6 | block | The software must match the application (for example Proteome Discoverer for proteomics, TraceFinder for targeted quantitation) |
| 7 | block | A GxP lab cannot be on warranty-only service; it needs a Unity plan with IQ/OQ qualification |
| 8 | block | The lab needs dedicated circuits: 4 for an Orbitrap system, 3 for a triple quadrupole, each including the LC |
| 9 | approval | An Orbitrap on nitrogen cylinders needs field-service sign-off |
| 10 | block | The instrument lead time cannot be longer than the customer can wait |
| 11 | block, approval | The discount ceiling depends on the customer type (10 percent academic, 12 percent government, 15 percent commercial); above the 5 percent a rep can give it needs approval |
| 12 | computed | Price is the instrument, the LC and per-seat software, with academic or government customer pricing and the requested discount, plus yearly service as a percentage of the instrument price |
| 13 | block | The total price the agent states must match the validator figure 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. An Orbitrap Exploris 480 with a Vanquish Horizon LC, an EASY-Spray source and Proteome Discoverer software for DIA proteomics, at academic pricing: 4 dedicated circuits in the lab, needed in 16 weeks, Unity Standard service for 3 years. Total price USD 1,071,000.00. Ready to send.
Verdict: Blocked.
The agent's request. An Orbitrap Exploris 480 with a Vanquish Neo LC, an EASY-Spray source and Proteome Discoverer software for DIA proteomics, at academic pricing: 4 dedicated circuits in the lab, needed in 16 weeks, Unity Standard service for 3 years. Total price USD 1,079,000.00. Ready to send.
Verdict: Allowed.
The agent's request. An Orbitrap Exploris 240 with a Vanquish Flex LC and Compound Discoverer software for metabolomics, at commercial pricing, for a GxP lab: warranty-only service, 2 dedicated circuits available, needed in 16 weeks. Total price USD 755,000.00. Ready to send.
Verdict: Blocked.
The agent's request. An Orbitrap Exploris 240 with a Vanquish Flex LC and Compound Discoverer software for metabolomics, at commercial pricing, for a GxP lab: Unity Standard service for 3 years, 4 dedicated circuits available, needed in 16 weeks. Total price USD 930,500.00. Ready to send.
Verdict: Allowed.
The agent's request. An Orbitrap Astral with a Vanquish Neo LC, an EASY-Spray source and Proteome Discoverer software for DIA proteomics, at academic pricing with a 15 percent discount: 4 dedicated circuits available, needed in 12 weeks, Unity Standard service for 3 years. Total price USD 1,618,600.00. Ready to send.
Verdict: Blocked.
The agent's request. An Orbitrap Astral with a Vanquish Neo LC, an EASY-Spray source and Proteome Discoverer software for DIA proteomics, at academic pricing with an 8 percent discount: 4 dedicated circuits available, needed in 24 weeks, Unity Standard service for 3 years. Total price USD 1,716,320.00. Ready to send.
Verdict: Needs approval.
The agent's request. An Orbitrap Astral with a Vanquish Neo LC, an EASY-Spray source and 2 Proteome Discoverer seats for DIA proteomics, at academic pricing with a 5 percent discount: 4 dedicated circuits available, needed in 24 weeks, Unity Standard service for 3 years. Total price USD 1,510,620.00. Ready to send.
Verdict: Blocked.
The agent's request. An Orbitrap Astral with a Vanquish Neo LC, an EASY-Spray source and 2 Proteome Discoverer seats for DIA proteomics, at academic pricing with a 5 percent discount: 4 dedicated circuits available, needed in 24 weeks, Unity Standard service for 3 years. Total price USD 1,777,200.00. Ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.