Predictika · Office seating

An AI sales agent's office chair quote, checked before it goes out

An AI sales agent prepares a quote for ID Chair Concept office chairs for an architecture office: the model (ID Trim, ID Trim L, ID Air, ID Mesh, ID Cloud, ID Soft or ID Soft L), the mechanism, the armrests, the base, the headrest, the clothes hanger and the seat options, with a total in dollars. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model of the ID Chair Concept and returns a verdict, every reason and the computed price. The prices on this page are illustrative; Vitra does not publish them here.

Scope: The Vitra ID Chair Concept (ID Trim, ID Trim L, ID Air, ID Mesh, ID Cloud, ID Soft, ID Soft L), with modeled rules and illustrative prices. See everything this validator covers

This validator models a quote for the Vitra ID Chair Concept, the family of office chairs designed by Antonio Citterio, in its seven models. The product names, the FlowMotion and ProMatic mechanisms, the armrest types, the bases, the headrest and the clothes hanger follow Vitra's public product pages. The compatibility rules and every price are modeled from comparable office chairs for this demonstration: they are not Vitra's published rules or prices, and the dollar figures are illustrative. The validator handles any quote for these chairs, not just the scenarios shown below.

  • Illustrative price — a model price per chair, plus an illustrative price for each option, times the number of chairs. The total is compared with the total the quote states.
  • Headrest and clothes hanger — modeled so that the headrest is an add-on for the ID Mesh only (the ID Trim L has one built in) and the clothes hanger is offered for the ID Mesh, ID Trim and ID Trim L.
  • Mechanism — FlowMotion with optional forward tilt and seat depth adjustment, or the ProMatic conference version with a fixed seat.
  • Conference version — modeled as ProMatic with the four-star base and the ring armrests, without tilt, seat depth or headrest; FlowMotion goes with the five-star base.
  • Armrests and base — none, 2D, 3D or ring armrests; five-star plastic or polished aluminum base, or the four-star base; double castors or glides.
  • Seat option — the Clima Seat, modeled for the ID Soft and ID Soft L only.
  • Large orders — an order of 200 chairs or more is treated as a project order and goes to a person for pricing.

Any quote for these chairs that touches these rules is in scope — not only the scenarios pictured here. Not covered: the ID Visitor family, other Vitra ranges, fabrics and colors, volume discounts, VAT, freight, regional price lists and delivery times. Nothing here has been checked against Vitra's own configurator or price list.

The AI sales agentBuilds the chair quote from the conversation and says it is ready.
Predictika validatorChecks every rule at once and returns the verdict, each finding, and the computed figures.

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) does with the same cases. It is a judgment about effort and reliability, not a claim that nothing can be built.

    
What the validator caughtTypical rules-based CPQPredictika
A price that depends on the model and the optionsOnly with workarounds
The price comes from a model price plus several options, and a stated total is rarely checked against it before the quote goes out.		The unit price and the total are computed on every call and compared with the total the quote states.
Options offered for some models onlyOnly with care
The headrest, the clothes hanger and the Clima Seat each exist for some models and not for others. The rules have to be kept by model.		Each option is checked against the model on the quote on every call.
The conference version as a bundleOnly with care
The conference version needs a particular mechanism, base and armrests, and excludes tilt, seat depth and the headrest. Such bundles are usually left to the person building the quote.		All the conference-version pairs are checked together, whatever order the choices arrive in.
Large ordersOnly with workarounds
Orders above a size are priced as projects. A price book has nothing to total, so the quote tends to go out at list price.		The quote is not blocked, but it is sent for a person to confirm the project pricing.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as the quote is saved or a step is completed, so a person often fixes one error and meets the next.		All findings come back together, whatever order the choices arrived in.

  

  

    
What this validator catches: findings from its test cases
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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.

    
1The headrest is an add-on for the ID Mesh only; the ID Trim L has one built in and the other models are not offered with one.
2The clothes hanger is offered for the ID Mesh, ID Trim and ID Trim L only.
3The Clima Seat is offered for the ID Soft and ID Soft L only.
4The ProMatic conference mechanism has a fixed seat; forward tilt and seat depth adjustment belong to FlowMotion.
5The conference version (ProMatic) is not offered with a headrest.
6The conference version (ProMatic) comes with the four-star base only; the quote has a five-star base.
7The four-star base belongs to the conference version (ProMatic); the quote has FlowMotion.
8Ring armrests are the conference option and go with the ProMatic version only; the quote has FlowMotion.
9The quote has 0 chairs; at least 1 is needed.
10Orders of 200 chairs or more are project orders; a person should confirm the project pricing, which is not part of the modeled list prices.
11The quote states a total of $10,840; the model price list gives $10,850.
12The quote states a total of $10,851; the model price list gives $10,850.
13The quote states a total of $5; the model price list gives $308,750.

  

  

    
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. Open-plan office order: Open-plan order with a clothes hanger on the ID Air

    
The agent's request. Please quote 40 x ID Air for Harbourview Architects, with the FlowMotion mechanism on a five-star plastic base with double castors, and 3D armrests, forward tilt and a clothes hanger. The quote states a total of $60,000. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Clothes hanger not for this model. The clothes hanger is offered for the ID Mesh, ID Trim and ID Trim L only.
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2. Open-plan office order: The agent resubmits after fixing the errors

    
The agent's request. Please quote 40 x ID Mesh for Harbourview Architects, with the FlowMotion mechanism on a five-star plastic base with double castors, and 3D armrests, forward tilt and a clothes hanger. The quote states a total of $61,800. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Price summary (illustrative). 40 chairs at an illustrative unit price of $1,545, illustrative total of $61,800.
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3. Boardroom chairs: Boardroom chairs with ring armrests on the FlowMotion version

    
The agent's request. Please quote 12 x ID Trim for Harbourview Architects, with the FlowMotion mechanism on a five-star plastic base with double castors, and fixed ring armrests. The quote states a total of $14,340. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Ring armrests only with ProMatic. Ring armrests are the conference option and go with the ProMatic version only; the quote has FlowMotion.
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4. Boardroom chairs: Conference version instead

    
The agent's request. Please quote 12 x ID Trim for Harbourview Architects, with the ProMatic conference mechanism on a five-star plastic base with double castors, and fixed ring armrests. The quote states a total of $15,060. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • ProMatic needs the four-star base. The conference version (ProMatic) comes with the four-star base only; the quote has a five-star base.
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5. Boardroom chairs: The agent resubmits after fixing the errors

    
The agent's request. Please quote 12 x ID Trim for Harbourview Architects, with the ProMatic conference mechanism on a four-star base with double castors, and fixed ring armrests. The quote states a total of $15,540. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Price summary (illustrative). 12 chairs at an illustrative unit price of $1,295, illustrative total of $15,540.
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6. Executive chairs: ID Soft with a headrest

    
The agent's request. Please quote 25 x ID Soft for Harbourview Architects, with the FlowMotion mechanism on a five-star polished aluminum base with double castors, and 2D armrests, a headrest and the Clima Seat. The quote states a total of $44,375. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Headrest add-on not for this model. The headrest is an add-on for the ID Mesh only; the ID Trim L has one built in and the other models are not offered with one.
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7. Executive chairs: The agent resubmits after fixing the errors

    
The agent's request. Please quote 25 x ID Soft for Harbourview Architects, with the FlowMotion mechanism on a five-star polished aluminum base with double castors, and 2D armrests and the Clima Seat. The quote states a total of $40,875. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Price summary (illustrative). 25 chairs at an illustrative unit price of $1,635, illustrative total of $40,875.
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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 quote for ID Chair Concept office chairs for an architecture office: the model (ID Trim, ID Trim L, ID Air, ID Mesh, ID Cloud, ID Soft or ID Soft L), the mechanism, the armrests, and more. Before the quote goes out, the agent sends it to Predictika, which checks it against a declarative model of the ID Chair Concept and returns a verdict, every reason and the computed price. The prices on this page are illustrative; Vitra does not publish them here.
    2. 
      
  2. I will start with the first request by the agent.
    3. 
      
  3. The agent says. Please quote 40 x ID Air for Harbourview Architects, with the FlowMotion mechanism on a five-star plastic base with double castors, and 3D armrests, forward tilt and a clothes hanger. The quote states a total of $60,000. The rest of the request is on screen.
    4. 
      
  4. Before it goes out, the agent calls the validator.
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  5. Blocked, with one finding, all in one answer. The clothes hanger is offered for the ID Mesh, ID Trim and ID Trim L only.
    6. 
      
  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 a price that depends on the model and the options, a rules-based CPQ can do this only with workarounds.
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  8. Now the agent resubmits.
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  9. The corrected request. It changes the model to ID Mesh and the stated total to $61,800.
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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 earlier finding is cleared.
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  13. One problem caught in one call, fixed in one pass, and a clean $61,800 quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.
    14.