Predictika · Climbing and mountain gear

An AI sales agent's crampon order, checked before it goes out

An AI sales agent prepares a crampon order for a guide service or a climber: the crampon model and attachment system, the boot it has to fit, the toe and heel bails and the intended use. Before the order goes out, the agent sends it to Predictika, which checks it against a declarative model of the published product rules and returns a verdict, every reason and the figures it computed.

Scope: Black Diamond crampons: Stinger, Cyborg Pro, Snaggletooth Pro, Sabretooth (Pro and Clip), Serac (Clip and Strap), Contact, Neve (Strap and Pro). See everything this validator covers

This validator models crampon orders for these Black Diamond crampons and their boot fit, not just the scenarios shown below.

  • Attachment and boot — the welts each attachment system needs (Cyborg Pro, Snaggletooth Pro and Sabretooth Pro: heel and toe welt; Sabretooth Clip and Serac Clip: heel welt; Strap versions: none; the Stinger and Neve Pro welt needs are not stated in the Black Diamond documents and are not checked), and the toe bail and heel lever options each crampon takes.
  • Ski boots — ski boots (ISO 9523 or ISO 5355) need the wide toe bail and the wide 80 mm heel lever; the regular and narrow bails do not fit them.
  • Neve Pro and sizing — the Neve Pro cable length against the boot sole length (regular cables 285 to 345 mm, short cable kit 255 to 315 mm), and the 36 to 46 size range listed for the Cyborg, Contact and Neve Pro.
  • Use — the Black Diamond chart rating (stars out of 3) of each crampon for snow and glacier travel, moderate technical and extreme technical use, compared with the rating stated on the order.

Any order for these crampons that touches these rules is in scope — not only the scenarios pictured here. Not covered: prices (retail prices change and dealer program pricing is not public, so this validator produces no price build-up or line-item list), other Black Diamond products such as skis, bindings, skins and poles, anti-balling plates, center bar options, spare parts, and boots other than their welts and ski-boot type.

The AI sales agentBuilds the crampon order 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
Crampon attachment that the boot cannot takeOnly with care
Each attachment system needs its own welts; product rules per crampon work, but every new crampon adds another set.		Crampon, attachment and boot welts arrive in one request and are checked together.
Ski boots need wide bailsOnly with workarounds
Whether a bail fits depends on the boot type and the bail width chosen on the same order.		Boot type and both bails are checked together on every call.
Cable length against boot sole lengthOnly with care
A numeric range per cable kit must be compared with a boot measurement.		The sole length is compared with the range of the chosen cable kit on every call.
Uses the chart does not rateOnly with workarounds
A rule has to list what is rated per crampon and send everything else to a person.		Unrated uses come back as approval findings, separately from blocks.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as the order is saved or a step is completed, 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: 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 order; approval findings need a person to sign off; everything else is computed.

    
1The boot is a ski boot (ISO 9523 or ISO 5355) and the order has a narrow or regular bail; the regular heel bail is 72 mm and does not fit ski boots, so ski boots need the wide toe bail and the wide (80 mm) heel lever.
2This crampon attaches with bails or a clip that need a boot welt; the Pro versions (Cyborg Pro, Snaggletooth Pro, Sabretooth Pro) need both a heel welt and a toe welt, and the Clip versions (Sabretooth, Serac) need a heel welt. The strap versions fit any boot.
3The toe bail on the order does not fit this crampon; the Stinger, Cyborg, Snaggletooth and Sabretooth Pro take a narrow, regular or wide toe bail, the Contact takes bails as an option, and the Clip, Strap and Neve versions list no separate toe bail.
4The heel lever on the order does not fit this crampon; the Stinger, Cyborg, Snaggletooth, Sabretooth and Serac Clip take a regular or wide heel lever, the Contact takes one as an option, and the Serac Strap and Neve versions list no separate heel lever.
5The boot sole is 284 mm; the Neve Pro regular cables fit boot soles of 285 to 345 mm and the short cable kit fits 255 to 315 mm.
6The boot sole is 346 mm; the Neve Pro regular cables fit boot soles of 285 to 345 mm and the short cable kit fits 255 to 315 mm.
7The boot sole is 254 mm; the Neve Pro regular cables fit boot soles of 285 to 345 mm and the short cable kit fits 255 to 315 mm.
8The boot sole is 316 mm; the Neve Pro regular cables fit boot soles of 285 to 345 mm and the short cable kit fits 255 to 315 mm.
9The order has a boot size of 35; this crampon is listed as fitting sizes 36 to 46.
10The order has a boot size of 47; this crampon is listed as fitting sizes 36 to 46.
11The order states 1 of 3 stars for this use, but the Black Diamond chart gives this crampon 3 of 3 stars for it (0 means the chart leaves it blank).
12The Black Diamond crampon chart leaves this use blank for the selected crampon (the Contact and the Neve are not rated for extreme technical climbing); confirm it with Black Diamond.
13The order has a boot size of 50; this crampon is listed as fitting sizes 36 to 46.
14The order states 3 of 3 stars for this use, but the Black Diamond chart gives this crampon 1 of 3 stars for it (0 means the chart leaves it blank).

  

  

    
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. Ski mountaineering: Sabretooth Pro crampons for a ski boot with a narrow toe bail and a regular heel lever

    
The agent's request. Please order Sabretooth Pro crampons for moderate technical climbing, to fit a ski boot with heel welt and a toe welt, with a narrow toe bail and a regular heel lever. The order states a chart rating of 3 of 3 stars for this use. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Regular bails do not fit ski boots. The boot is a ski boot (ISO 9523 or ISO 5355) and the order has a narrow or regular bail; the regular heel bail is 72 mm and does not fit ski boots, so ski boots need the wide toe bail and the wide (80 mm) heel lever.
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2. Ski mountaineering: The agent resubmits after fixing the errors

    
The agent's request. Please order Sabretooth Pro crampons for moderate technical climbing, to fit a ski boot with heel welt and a toe welt, with a wide toe bail and a wide heel lever. The order states a chart rating of 3 of 3 stars for this use. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Rating summary. The Black Diamond chart rates this crampon 3 of 3 stars for the selected use.
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3. Glacier course: Serac Clip crampons with a toe bail for a boot with no heel welt

    
The agent's request. Please order Serac Clip crampons for snow and glacier travel, to fit a mountaineering boot with no welts, with a regular toe bail and a regular heel lever. The order states a chart rating of 3 of 3 stars for this use. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Boot lacks the welts this crampon needs. This crampon attaches with bails or a clip that need a boot welt; the Pro versions (Cyborg Pro, Snaggletooth Pro, Sabretooth Pro) need both a heel welt and a toe welt, and the Clip versions (Sabretooth, Serac) need a heel welt. The strap versions fit any boot.
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  • Toe bail choice does not fit this crampon. The toe bail on the order does not fit this crampon; the Stinger, Cyborg, Snaggletooth and Sabretooth Pro take a narrow, regular or wide toe bail, the Contact takes bails as an option, and the Clip, Strap and Neve versions list no separate toe bail.
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4. Glacier course: The agent resubmits after fixing the errors

    
The agent's request. Please order Serac Clip crampons for snow and glacier travel, to fit a mountaineering boot with no welts, with a regular heel lever. The order states a chart rating of 3 of 3 stars for this use. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Boot lacks the welts this crampon needs. This crampon attaches with bails or a clip that need a boot welt; the Pro versions (Cyborg Pro, Snaggletooth Pro, Sabretooth Pro) need both a heel welt and a toe welt, and the Clip versions (Sabretooth, Serac) need a heel welt. The strap versions fit any boot.
    • 
    

    
5. Glacier course: The agent resubmits after fixing the errors

    
The agent's request. Please order Serac Strap crampons for snow and glacier travel, to fit a mountaineering boot with no welts. The order states a chart rating of 3 of 3 stars for this use. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Rating summary. The Black Diamond chart rates this crampon 3 of 3 stars for the selected use.
    • 
    

    
6. Spring snow traverse: Neve Pro crampons with regular cables for a 270 mm boot sole

    
The agent's request. Please order Neve Pro crampons for snow and glacier travel, to fit a mountaineering boot with heel welt and a toe welt, a 270 mm boot sole and the regular cables, boot size 42. The order states a chart rating of 3 of 3 stars for this use. It is ready to send.

    
Verdict: Blocked.

    
    
      
  • Neve Pro cable length does not fit the boot. The boot sole is 270 mm; the Neve Pro regular cables fit boot soles of 285 to 345 mm and the short cable kit fits 255 to 315 mm.
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7. Spring snow traverse: The agent resubmits after fixing the errors

    
The agent's request. Please order Neve Pro crampons for snow and glacier travel, to fit a mountaineering boot with heel welt and a toe welt, a 270 mm boot sole and the short cables, boot size 42. The order states a chart rating of 3 of 3 stars for this use. It is ready to send.

    
Verdict: Allowed.

    
    
      
  • Rating summary. The Black Diamond chart rates this crampon 3 of 3 stars for the selected use.
    • 
    

  

  

    
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 crampon order for a guide service or a climber: the crampon model and attachment system, the boot it has to fit, the toe and heel bails and the intended use. Before the order goes out, the agent sends it to Predictika, which checks it against a declarative model of the published product rules and returns a verdict, every reason and the figures it computed.
    2. 
      
  2. I will start with the first request by the agent.
    3. 
      
  3. The agent says. Please order Serac Clip crampons for snow and glacier travel, to fit a mountaineering boot with no welts, with a regular toe bail and a regular heel lever. The order states a chart rating of 3 of 3 stars for this use. The rest of the request is on screen.
    4. 
      
  4. Before it goes out, the agent calls the validator.
    5. 
      
  5. Blocked, with two findings, all in one answer. This crampon attaches with bails or a clip that need a boot welt; the Pro versions, such as Cyborg Pro and Snaggletooth Pro, need both a heel welt and a toe welt, and the Clip versions (Sabretooth, Serac) need a heel welt. The strap versions fit any boot. The toe bail on the order does not fit this crampon; the Stinger, Cyborg, Snaggletooth and Sabretooth Pro take a narrow, regular or wide toe bail, the Contact takes bails as an option, and the Clip, Strap and Neve versions list no separate toe bail.
    6. 
      
  6. The validator returned two blocking findings 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 order are checked against each other.
    7. 
      
  7. What this shows: for ski boots need wide bails, a rules-based CPQ can do this only with workarounds.
    8. 
      
  8. Now the agent resubmits.
    9. 
      
  9. The corrected request. It changes the toe bail to none.
    10. 
      
  10. It calls the validator again.
    11. 
      
  11. Still blocked, with one finding, all in one answer. This crampon attaches with bails or a clip that need a boot welt; the Pro versions, such as Cyborg Pro and Snaggletooth Pro, need both a heel welt and a toe welt, and the Clip versions (Sabretooth, Serac) need a heel welt. The strap versions fit any boot.
    12. 
      
  12. One finding cleared. Still blocking: boot lacks the welts this crampon needs.
    13. 
      
  13. The agent resubmits once more.
    14. 
      
  14. The revised request. It changes the crampon to Serac Strap and the heel lever to none.
    15. 
      
  15. It calls the validator once more.
    16. 
      
  16. This time the validator clears it.
    17. 
      
  17. The earlier finding is cleared, and the validator's figure matches the order.
    18. 
      
  18. Two problems caught in one call, fixed in two passes, and a clean order. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.
    19.