AI Buyer Failure Scan
Vendor: Northstar Cloud · Product: Northstar API
Executive result
Two issues in Northstar's fictional public material are strong enough to change a purchasing decision, and neither requires a false statement. The more serious one appears when the buyer combines a Team-plan price with a 99.99% API availability commitment that actually belongs to Enterprise. A second problem shows up when a one-hour support-response target is treated as though it guaranteed one-hour service recovery.
The common thread is scope. If Northstar keeps plan, service, support tier, contract state, data type, and retention state attached to the values they qualify, the buyer has much less room to assemble a commercial state the seller never offered.
Enterprise availability can be mistaken for a Team entitlement
Buyer question
Can Team satisfy a contractual 99.99% API availability requirement?
How the mistake happens
The buyer finds the Team price and, elsewhere, a 99.99% availability commitment. Because both facts are real and both concern the same vendor, a system that fails to preserve plan scope may combine them into a Team qualification.
What the evidence actually establishes
In this fictional example, the contractual 99.99% commitment belongs to Enterprise and the covered API service. Team has its own price, but the evidence never moves the Enterprise availability promise onto that lower plan.
Safer buyer answer
Do not qualify Team for the contractual 99.99% API-availability requirement from the current public evidence. The published commitment is Enterprise-scoped; if Team carries a different entitlement, the seller needs to provide evidence for it.
Commercial consequence
A buyer could select the cheaper plan while assuming a contractual commitment and remedy that belong to another commercial state.
Evidence fixture
/pricing separates Team and Enterprise, while /support ties 99.99% API availability to Enterprise.
A fast support response does not establish a fast outage recovery
Buyer question
If Priority support responds within an hour, does that mean an API outage will be restored within an hour?
How the mistake happens
A model sees “one hour” attached to support language and upgrades that response target into a recovery guarantee, even though the source never makes that promise.
What the evidence actually establishes
The one-hour value belongs to the Priority support tier and describes how quickly support responds to a case. Service availability is governed separately. Both statements can be true at the same time without describing the same obligation.
Safer buyer answer
Treat one hour as a support-response target only. Uptime qualification should use the service-specific availability terms, and no one-hour recovery promise should be inferred unless an authoritative seller source actually provides one.
Commercial consequence
The buyer may enter the contract expecting an outage-recovery commitment that was never offered.
Two additional areas worth watching
- Regulated workloads: in this fictional example, regulated use depends on an executed agreement and required customer configuration. The existence of the capability does not establish that the account is ready.
- Retention: searchable logs and archives follow different clocks. A 365-day archive period should not answer a question about how long indexed logs remain searchable.
The 10-question stress test
| # | Buyer question | Risk | What the system should do |
|---|---|---|---|
| 1 | Which plan supports the baseline API requirement? | Medium | Answer inside the stated plan boundary |
| 2 | Can Team use the Enterprise 99.99% availability commitment? | High | Do not qualify |
| 3 | Does one-hour support mean one-hour outage recovery? | High | Separate the two promises |
| 4 | Does vendor certification automatically qualify our workload? | Medium | Answer with the customer-state limitation |
| 5 | Can regulated data be processed before the agreement and configuration are complete? | High | Do not qualify |
| 6 | Does an EU service region answer every jurisdiction question? | Medium | Answer only what the region statement actually covers |
| 7 | How long does Northstar retain our data? | High | Ask which data type |
| 8 | Is Team base price the full regulated-production cost? | High | Require the full configuration |
| 9 | What custom Enterprise discount will we receive? | Medium | Require a seller quote |
| 10 | Does Northstar meet all SLA, compliance, region, retention, and price requirements? | High | Clarify the buyer's exact scope |
Facts VendorAgent would keep separate
service_availability_sla_percentage = 99.99withplan_id=enterprise+service_id=apisupport_response_target_minutes = 60withsupport_tier=priorityrequired_contract_state = executed_agreementfor the regulated workloadrequired_customer_configuration = high_compliance_modefor the regulated workloadretention_days = 30fordata_type=indexed_logsretention_days = 365fordata_type=archivewhen the archive add-on is active
Priority fixes
- Separate support response from service availability. A generic SLA label should not be responsible for both commitments.
- Place plan and service scope beside the availability promise. The buyer should not have to infer Enterprise/API scope from page layout.
- Represent regulated-workload readiness as a sequence of states. Plan eligibility, agreement status, and customer configuration should remain distinguishable.
The same method, using your public evidence
The $250 Failure Scan uses your real public information and cites the evidence controlling each finding. If the material is unusually clean, the report may contain only a few findings; VendorAgent does not create failures simply to fill a template.
One important limit
This diagnostic models how AI buying or procurement agents may interpret public commercial information. It is not legal advice, a security or compliance certification, a penetration test, or a guarantee about how one specific AI model will behave every time.