Predictika · Single-use bioprocess trains: bioreactor, controller, column, consumables and discount authority

An AI sales agent's bioprocess train quote, checked before it goes out

An AI sales agent prepares a single-use bioprocess train quote for a fictional biologics manufacturer. Before it goes out, the agent sends it to Predictika’s validator, which checks it against the equipment, process and commercial rules, compares the total contract value the agent states with the one it computes, and returns a verdict with every reason.

Scope: single-use bioprocess train quotes (Mobius bioreactors, controllers, Eshmuno A columns, Millistak+ Pod holders and consumables) in euros over a multi-year supply. See everything this validator covers

This validator models single-use bioprocess train quotes in the style of Merck KGaA's Mobius line: bioreactor and controller pairing, working-volume range, column and Pod holder sizing, documentation, lead time, and discount terms. It handles any quote made of these parts and rules, not just the scenarios shown below.

  • Bioreactors and controllers — Mobius single-use bioreactors from 3 L to 2000 L, each with the controller class that drives it and its working-volume range.
  • Downstream and consumables — Eshmuno A Protein A capture columns sized from mass and cycles, Millistak+ Pod holders for clarification, single-use assemblies, resin, and the Emprove versus standard documentation required for each program phase.
  • Commercial terms — Delivery lead time and expedite approvals, minimum supply term for commercial programs, volume discounts on consumables, contract-size discount ceilings with a rep authority, and a check that the total contract value the agent states matches the total the validator computes.

It does not cover other Merck products, real prices or contracts, or process development advice.

The AI sales agentBuilds the quote from the conversation and says it is ready.
Predictika validatorChecks the quote against the product and contract rules and returns every finding it has.

7 scenarios in 3 groups · each group runs from the agent’s first attempt to the outcome · click one to switch

What the agent proposes

The AI sales agent says

Illustrative agent statement. The validator receives the structured request below.

Proposing agent: AI sales agent (scripted)

Before sending, the agent must call Recorded run

Predictika validator


      

        
        
        
      

      
Waiting for the call.

      
    

  

  
    

    
Where rules-based CPQ gets it wrong
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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 catchesTypical rules-based CPQPredictika
Controller for the bioreactorOnly with care
Each bioreactor drives only certain controller classes, which tends to become one rule per pairing.		The class is a property of the catalog item, checked on every call.
Column sized from mass and cyclesOnly with workarounds
Resin volume depends on the batch mass and the number of capture cycles, a calculation that product rules do not express naturally.		The resin volume is computed and compared with the column in one pass.
Consumables over the termOnly with care
Bags, Pods, resin, documentation uplift and volume discount combine into an annual figure that price rules must keep in step.		Annual and total consumables are derived from the choices on every call.
Discount ceiling by contract sizeOnly with care
Rep authority, ceiling and approval route interact, and the ceiling itself changes with the contract value.		The ceiling and the authority are evaluated together with the requested discount.
The total the agent statesOnly 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 total contract value is a field in the request and is checked against the computed total.
Every problem returned in one answerOnly 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.

  

  

    
What this validator catches
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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.

    
RuleEffectWhat it checks
Working volume rangeblockThe working volume must lie within the range of the chosen Mobius bioreactor
Controller for the bioreactorblockThe controller size class must match the class the bioreactor needs
Pod holder sizeblockThe Millistak+ Pods needed to clarify the harvest must fit the Pod holder
Column sizeblockThe Eshmuno A resin volume needed for the batch mass and cycles must fit the chromatography column
Regulatory documentationblockClinical and commercial programs need Emprove documentation, not a standard certificate of analysis
Supply termblockA commercial supply agreement needs at least 3 years
Delivery timeblockDelivery more than 4 weeks short of the lead time is blocked
Discount ceilingblockA discount may not exceed 10 percent, or 20 percent on a contract above EUR 5 million
Total the agent statedblockThe total contract value in the request must match the total the validator computes
Capture cyclesneeds approvalMore than 3 Protein A cycles per batch needs process development approval
Delivery timeneeds approvalDelivery within 4 weeks of the lead time needs an expedite approval
Discount authorityneeds approvalA discount above 5 percent, up to the ceiling, needs approval

  

  

    
Scenarios and results
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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.

    
1. Controller for the bioreactor: Standard controller on 2000 L

    
The agent's request. Clinical-phase Mobius 2000 L train for Rhein Biologics GmbH at 1800 L working volume with the Standard controller, a 60 L column, Emprove documentation, 20 batches a year over a 3-year supply. Total contract value EUR 4,442,304. Ready to send.

    
Verdict: Blocked.

    
    
      
  • Controller for the bioreactor. The Standard controller does not drive the Mobius 2000 L; use the controller of size class 3.
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2. Controller for the bioreactor: Large-scale controller

    
The agent's request. Clinical-phase Mobius 2000 L train for Rhein Biologics GmbH at 1800 L working volume with the Large-scale controller, a 60 L column, Emprove documentation, 20 batches a year over a 3-year supply. Total contract value EUR 4,502,304. Ready to send.

    
Verdict: Allowed.

    
3. The total the agent states: Stated total below computed

    
The agent's request. Commercial-phase Mobius 1000 L train for Rhein Biologics GmbH at 900 L working volume, 52 batches a year over a 5-year supply, Emprove documentation. Total contract value EUR 8,811,281.60. Ready to send.

    
Verdict: Blocked.

    
    
      
  • Total the agent stated. The stated total contract value of EUR 8811281.6 does not match the EUR 9577480.0 the validator computed.
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4. The total the agent states: Stated total corrected

    
The agent's request. Commercial-phase Mobius 1000 L train for Rhein Biologics GmbH at 900 L working volume, 52 batches a year over a 5-year supply, Emprove documentation. Total contract value EUR 9,577,480. Ready to send.

    
Verdict: Allowed.

    
5. Discount authority: 15 percent discount

    
The agent's request. Clinical-phase Mobius 200 L train for Rhein Biologics GmbH at 150 L working volume, 12 batches a year over a 3-year supply, with a 15 percent discount. Total contract value EUR 735,182. Ready to send.

    
Verdict: Blocked.

    
    
      
  • Discount ceiling. 15 percent discount exceeds the 10 percent anyone can approve (list contract value EUR 864920.0).
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6. Discount authority: 8 percent, needs approval

    
The agent's request. Clinical-phase Mobius 200 L train for Rhein Biologics GmbH at 150 L working volume, 12 batches a year over a 3-year supply, with an 8 percent discount. Total contract value EUR 795,726.40. Ready to send.

    
Verdict: Needs approval.

    
    
      
  • Discount authority. 8 percent discount is above the 5 percent a rep can give; approvable up to 10 percent (list contract value EUR 864920.0).
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7. Discount authority: 5 percent, within rep authority

    
The agent's request. Clinical-phase Mobius 200 L train for Rhein Biologics GmbH at 150 L working volume, 12 batches a year over a 3-year supply, with a 5 percent discount. Total contract value EUR 821,674. Ready to send.

    
Verdict: Allowed.

  

  

    
Narration transcript
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The text of the narrated walkthrough, step by step.

    
    
      
  1. Welcome to a demo of Predictika's Validator. An AI sales agent prepares a single-use bioprocess train quote for a fictional biologics manufacturer. Before it goes out, the agent sends it to Predictika’s validator, which checks it against the equipment, process and commercial rules, compares the total contract value the agent states with the one it computes, and returns a verdict with every reason.
    2. 
      
  2. I will start with the first request by the agent.
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  3. The agent says. Clinical-phase Mobius 2000 L train for Rhein Biologics GmbH at 1800 L working volume with the Standard controller, a 60 L column. Total contract value EUR 4,442,304. The rest of the request is on screen.
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  4. Before it goes out, the agent calls the validator.
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  5. Blocked, with one finding, all in one answer. The standard controller does not drive the Mobius 2000 L; use the controller of size class 3.
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  6. The validator returned one blocking finding in one answer. A check that reads one field at a time would pass most of this; it shows only when the choices in the quote are checked against each other.
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  7. What this shows: for controller for the bioreactor, a rules-based CPQ is error-prone for this.
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  8. Now the agent resubmits.
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  9. The corrected request. It changes the controller to large-scale controller and the stated net as to 4502304.
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  10. It calls the validator again.
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  11. This time the validator clears it.
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  12. The validator also returns the line-item quote. It starts with Mobius 2000 L and Large-scale controller; the other three lines are on screen.
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  13. The earlier finding is cleared, and the validator's total, EUR 4,502,304, matches the quote.
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  14. One problem caught in one call, fixed in one pass, and a clean quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.
    15.