Missing technician report
The work order is complete, but the signed or required service report is absent.
Pilot · Commercial hypothesis
Turn completed work into invoice-ready backup.
Validate work orders, technician reports, photos, approvals and customer-required documentation—then surface what is missing before the invoice waits or gets challenged.
PILOT STATUSThis is a commercial hypothesis being validated. PureML does not claim customer usage, faster payment or recovered revenue.
WORK ORDERPHOTOAPPROVALREPORT
Synthetic demonstration — not customer data
WO-2841 · Example service visit
Package readiness
- Required items
- 8
- Validated
- 6
- Needs attention
- 2
REVIEW REASON
Customer sign-off is missing, and one completion photo cannot be matched to the work order timestamp.
Source-to-decision model
The result must remain traceable to the source.
Inputs vary. The control path should not.
Work orderTechnician / daily reportPhotosCustomer evidenceApprovalsReceipts, change orders and required backup
- Identify
Associate each record with the customer, job, work order, date and billing requirement.
- Validate
Apply customer and contract-specific completeness rules to the package.
- Detect missing items
Name the absent or inconsistent backup and who can resolve it.
- Assemble
Build an ordered, traceable invoice-support package from accepted records.
- Review
Let office or finance staff resolve exceptions and approve the package.
- Release
Mark the evidence invoice-ready and preserve what supported the decision.
Exception model
Surface a reviewable reason—not a mysterious score.
Each exception needs the source records, rule or interpretation, confidence, materiality and next responsible action.
Insufficient photos
Required before/during/after images are missing, duplicated or cannot be matched to the job.
Approval gap
Customer or supervisor approval is absent or inconsistent with the billed work.
Scope mismatch
The completed-work record does not align with the work order, change order or billing line.
Unassigned backup
A receipt, report or photo exists but cannot be confidently associated with the invoice package.
Customer-specific rule
The package misses a format, naming, form or evidence requirement unique to the payer.
Readiness
What a useful pilot needs.
The first public form collects context only. Sensitive documents require a separate handling plan.
- A real example of the customer's billing or payment-application requirements.
- Representative work orders, service or daily reports, photos, approvals and invoice backup.
- Examples of rejected, delayed or difficult packages—with sensitive details removed where possible.
- An operations or finance owner who can explain what invoice-ready means for each customer type.
Pilot process
Validate usefulness before building a product.
-
Map requirements
Define the package rules by customer, work type and billing path.
-
Build ground truth
Label complete and incomplete historical examples with the people who assemble them today.
-
Test completeness
Run deterministic requirements and bounded AI-assisted classification on sanitized examples.
-
Review the queue
Measure false alerts, missing-item clarity and whether ownership is actionable.
-
Decide
Continue, revise or stop based on evidence from the real workflow.
Buyer questions
Clear answers before a pilot.
What is billing backup?
Billing backup is the supporting material a customer, owner, lender or reviewer requires before approving an invoice or payment application. It may include work orders, reports, photos, receipts, change orders, approvals and other job records.
Is this invoicing software?
Not as currently defined. The pilot focuses on the workflow that validates and assembles support before an invoice is issued or defended. It may integrate with invoicing or field-service software rather than replace it.
What can be deterministic?
Required-item checks, identifiers, dates, file presence, accepted formats and known customer rules should be deterministic. AI may help classify varied documents or interpret narrative reports.
What stays with people?
Low-confidence matches, customer disputes, policy exceptions, scope judgments and release of material billing packages remain human decisions.
Can documents be uploaded here?
No. The public enquiry form is for context only. A pilot begins with an agreed secure exchange and data-handling plan.
Pilot validation