Predictika · Contractor's equipment insurance quotes

An AI sales agent's contractor's equipment quote, checked before it goes out

An AI sales agent prepares a contractor's equipment insurance quote for the Equipment Pro product, with a policy basis, a valuation, a schedule of equipment, drones, boats, unlicensed vehicles and trailers, rented equipment, optional coverages, a deductible and a stated premium. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the product and returns a verdict and every reason.

Scope: Contractor's equipment floater quotes: scheduled, reporting and unscheduled bases; drones, watercraft, unlicensed vehicles and jobsite trailers; rented equipment; optional coverages; online quoting limits, underwriter referral and the premium. See everything this validator covers

This validator models contractor's equipment floater quotes, not just the scenarios shown below.

  • Special equipment — drones that must be FAA-compliant and scheduled, watercraft under 26 feet used only for business, unlicensed vehicles kept off public roads, and jobsite trailers that must be scheduled.
  • Policy basis and valuation — the unscheduled option for owned equipment only and up to a size limit, stated amount valuation that needs a schedule, and lift-exceeds-capacity coverage that needs lifting equipment on the schedule.
  • Online limits and referrals — the largest item and schedule size that can be quoted and bound online, rented equipment terms and values, equipment age, loss history and higher included limits.
  • Premium — the deductible minimum and the stated premium against the premium computed from the equipment class, valuation, optional coverages and credits.

Any contractor's equipment quote that touches these rules is in scope — not only the scenarios pictured here. Not covered: the other Great American divisions and other inland marine products. The product and brand names, the scheduling conditions for special equipment, the standard included limits and the online quoting limits follow public Great American pages; the premium rates, credits, minimums and the other approval rules are modeled, not published by Great American, and the premiums are illustrative.

The AI sales agentBuilds the equipment 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.

6 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
Special equipment conditionsOnly with care
Drones, boats, unlicensed vehicles and jobsite trailers each need to be on the schedule, and each has its own extra condition such as FAA compliance, length or no public roads.
Each item and its conditions are fields of one quote and are checked together on every call.
Policy basis, valuation and optional coveragesOnly with workarounds
The unscheduled option, stated amount valuation and lift coverage each depend on other choices such as who owns the equipment or whether a crane is scheduled.
The basis, valuation and options are checked against each other, whatever order they were entered in.
Online limits and underwriter referralOnly with workarounds
The largest item, the size of the schedule, equipment age, loss history and rented values each send the quote to an underwriter at a different threshold.
Every threshold is checked on every call and the blocks and reviews come back together.
Rented and leased equipmentOnly with care
The rental term must be under twelve months and the per-item value over a limit needs a person; contingent coverage needs a lease and proof of insurance.
The term, the value and the documents are checked together and each failure is reported.
Stated premium against computed premiumOnly with workarounds
The premium depends on the class, valuation, schedule, optional coverages, deductible and credits, so any change has to be recomputed.
The stated premium is a field of the quote and is compared with the computed one on every call.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as 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 quote; approval findings need a person to sign off; everything else is computed.

1The largest item is 650 thousand dollars; online quoting and binding covers items up to 500 thousand dollars. Send it to an underwriter.
2The schedule totals 3,000 thousand dollars; online quoting and binding covers schedules under 3 million dollars. Send it to an underwriter.
3The largest item is 900 thousand dollars; online quoting and binding covers items up to 500 thousand dollars. Send it to an underwriter.
4The largest item (900 thousand dollars) is more than the whole schedule (800 thousand dollars).
5Drones and related equipment are covered only when legally operated under FAA rules and listed on the schedule.
6Covered watercraft are under 26 feet; the boat on the quote is 26 feet.
7Crew boats, work boats, barges and marine floats are covered only when used exclusively for business and listed on the schedule.
8Unlicensed land motor vehicles are covered only when listed on the schedule and not operated on public roads.
9Jobsite office trailers and tool or equipment storage trailers must be listed on the schedule.
10Leased, rented or borrowed equipment is covered for terms under 12 months; the quote shows 12 months.
11Rented or borrowed equipment of 80 thousand dollars per item is above the standard 50 thousand dollar limit; an underwriter should approve it.
12Leasing and rental contingent coverage needs a signed lease or rental agreement and proof of insurance from the lessee.
13The unscheduled option applies to owned equipment only; equipment of others in your care, custody or control needs a schedule or reporting basis.
14This model offers the unscheduled option only up to 250 thousand dollars of equipment; the quote shows 400.
15Stated amount valuation needs a scheduled policy with an agreed value for each item.
16Lift exceeds capacity coverage applies to cranes and lifting equipment, and none is on the schedule.
17The deductible is 250 dollars; this model starts at 500 dollars.
18The quote states a premium of 1 dollars; the rating gives 5,208 dollars.
19The quote asks for included-coverage limits above the standard ones (employee tools 5000, office equipment 5,000 per item, spare parts 25,000); higher limits need an underwriter.
20The oldest item is 9 years old; equipment over 7 years is reviewed by an underwriter.
213 losses in the last 3 years; an underwriter should review the loss history.
22This submission goes outside online quoting; an underwriter should review and price it.

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. Special equipment and online limits: A quote with an unscheduled drone, a vehicle on public roads, an unscheduled trailer, leasing coverage without a lease and a very large item

The agent's request. Please quote a scheduled equipment floater for earthmoving equipment, valued at replacement cost, with a schedule of 2,000 thousand dollars whose largest item is 650 thousand dollars, a deductible of 1,000 dollars, the oldest item 4 years old and 0 losses in the last three years. It also covers a drone not on the schedule and FAA-compliant, an unlicensed vehicle on the schedule that is driven on public roads and a jobsite trailer not on the schedule. Optional coverages are leasing and rental contingent, with no lease on file. The quote states a premium of $13,439. It is ready to send.

Verdict: Blocked.

  • Item too large for online quoting. The largest item is 650 thousand dollars; online quoting and binding covers items up to 500 thousand dollars. Send it to an underwriter.
  • Drone not scheduled or not FAA compliant. Drones and related equipment are covered only when legally operated under FAA rules and listed on the schedule.
  • Unlicensed vehicle on roads or not scheduled. Unlicensed land motor vehicles are covered only when listed on the schedule and not operated on public roads.
  • Jobsite trailer not scheduled. Jobsite office trailers and tool or equipment storage trailers must be listed on the schedule.
  • Leasing and rental contingent needs lease and proof of insurance. Leasing and rental contingent coverage needs a signed lease or rental agreement and proof of insurance from the lessee.

2. Special equipment and online limits: The agent resubmits after fixing the errors

The agent's request. Please quote a scheduled equipment floater for earthmoving equipment, valued at replacement cost, with a schedule of 2,000 thousand dollars whose largest item is 450 thousand dollars, a deductible of 1,000 dollars, the oldest item 4 years old and 0 losses in the last three years. It also covers a drone on the schedule and FAA-compliant, an unlicensed vehicle on the schedule that stays off public roads and a jobsite trailer on the schedule. Optional coverages are leasing and rental contingent, with a lease on file. The quote states a premium of $13,439. It is ready to send.

Verdict: Allowed.

  • Premium summary. 14,000 dollars base premium, 450 dollars optional coverages, 7 percent credits, 13,439 dollars net premium (illustrative rating).

3. Policy basis and optional coverages: A quote on the unscheduled basis with equipment of others, lift coverage with no crane and a very low deductible

The agent's request. Please quote a unscheduled equipment floater for earthmoving equipment, valued at stated amount, with a schedule of 400 thousand dollars whose largest item is 60 thousand dollars, a deductible of 250 dollars, the oldest item 4 years old and 0 losses in the last three years. It includes equipment of others in the insured's care. Optional coverages are lift exceeds capacity (no crane is on the schedule). The quote states a premium of $2,604. It is ready to send.

Verdict: Blocked.

  • Unscheduled basis is for owned equipment only. The unscheduled option applies to owned equipment only; equipment of others in your care, custody or control needs a schedule or reporting basis.
  • Unscheduled basis over 250K. This model offers the unscheduled option only up to 250 thousand dollars of equipment; the quote shows 400.
  • Stated amount needs a schedule. Stated amount valuation needs a scheduled policy with an agreed value for each item.
  • Lift exceeds capacity needs lifting equipment. Lift exceeds capacity coverage applies to cranes and lifting equipment, and none is on the schedule.
  • Deductible below 500. The deductible is 250 dollars; this model starts at 500 dollars.

4. Policy basis and optional coverages: The agent resubmits after fixing the errors

The agent's request. Please quote a scheduled equipment floater for lifting equipment and cranes, valued at stated amount, with a schedule of 400 thousand dollars whose largest item is 60 thousand dollars, a deductible of 1,000 dollars, the oldest item 4 years old and 0 losses in the last three years. It includes equipment of others in the insured's care. Optional coverages are lift exceeds capacity (a crane is on the schedule). The quote states a premium of $3,720. It is ready to send.

Verdict: Allowed.

  • Premium summary. 3,600 dollars base premium, 400 dollars optional coverages, 7 percent credits, 3,720 dollars net premium (illustrative rating).

5. Boats, rentals and reviews: A quote with a 26-foot boat, equipment rented for twelve months, old equipment and three losses

The agent's request. Please quote a scheduled equipment floater for earthmoving equipment, valued at replacement cost, with a schedule of 800 thousand dollars whose largest item is 150 thousand dollars, a deductible of 1,000 dollars, the oldest item 9 years old and 3 losses in the last three years. It also covers a 26-foot boat on the schedule and used only for business and rented equipment of 80 thousand dollars per item for 12 months. The quote states a premium of $5,600. It is ready to send.

Verdict: Blocked.

  • Watercraft 26 feet or longer. Covered watercraft are under 26 feet; the boat on the quote is 26 feet.
  • Rental term of 12 months or more. Leased, rented or borrowed equipment is covered for terms under 12 months; the quote shows 12 months.
  • Rented equipment above 50K per item. Rented or borrowed equipment of 80 thousand dollars per item is above the standard 50 thousand dollar limit; an underwriter should approve it.
  • Equipment older than 7 years. The oldest item is 9 years old; equipment over 7 years is reviewed by an underwriter.
  • Three or more losses in 3 years. 3 losses in the last 3 years; an underwriter should review the loss history.

6. Boats, rentals and reviews: The agent resubmits after fixing the errors

The agent's request. Please quote a scheduled equipment floater for earthmoving equipment, valued at replacement cost, with a schedule of 800 thousand dollars whose largest item is 150 thousand dollars, a deductible of 1,000 dollars, the oldest item 9 years old and 3 losses in the last three years. It also covers a 25-foot boat on the schedule and used only for business and rented equipment of 80 thousand dollars per item for 6 months. The quote states a premium of $5,600. It is ready to send.

Verdict: Needs approval.

  • Rented equipment above 50K per item. Rented or borrowed equipment of 80 thousand dollars per item is above the standard 50 thousand dollar limit; an underwriter should approve it.
  • Equipment older than 7 years. The oldest item is 9 years old; equipment over 7 years is reviewed by an underwriter.
  • Three or more losses in 3 years. 3 losses in the last 3 years; an underwriter should review the loss history.
  • Premium summary. 5,600 dollars base premium, 0 dollars optional coverages, 0 percent credits, 5,600 dollars net premium (illustrative rating).

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 contractor's equipment insurance quote for the Equipment Pro product, with a policy basis, a valuation. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the product and returns a verdict and every reason.
  2. I will start with the first request by the agent.
  3. The agent says. Please quote a scheduled equipment floater for earthmoving equipment, valued at replacement cost, with a schedule of 2,000 thousand dollars whose largest item is 650 thousand dollars. It also covers a drone not on the schedule and FAA-compliant, an unlicensed vehicle on the schedule that is driven on public roads and a jobsite trailer not on the schedule. The rest of the request is on screen. The quote states a premium of $13,439.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with five findings, all in one answer. The largest item is 650 thousand dollars; online quoting and binding covers items up to 500 thousand dollars. Send it to an underwriter. Drones and related equipment are covered only when legally operated under FAA rules and listed on the schedule. Unlicensed land motor vehicles are covered only when listed on the schedule and not operated on public roads. The other two are on screen.
  6. The validator returned five 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 quote are checked against each other.
  7. What this shows: for online limits and underwriter referral, a rules-based CPQ can do this only with workarounds.
  8. Now the agent resubmits.
  9. The corrected request. It changes the largest item to 450, the drone scheduled to yes, the unlicensed vehicle on public roads to no, the jobsite trailer scheduled to yes and the lease on file to yes.
  10. It calls the validator again.
  11. This time the validator clears it.
  12. All five earlier findings are cleared.
  13. Five problems caught in one call, fixed in one pass, and a clean $13,439 quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.