Reconcile disputed freight waiting-time evidence

Setup requirements

1. Owner approves the applicable agreement and event definitions; no universal detention policy is assumed.

2. Use minimized location tokens. A screenshot or geofence is one observation, not unquestionable proof of continuous presence.

3. Before any pilot, confirm an actual unresolved need and approve minimized inputs, processing environment, retention and recipients. This design does not authorize execution.

Inputs and access

1. Name

   stop_events.csv

   Source or owner

   Transport owner

   Scope

   Synthetic gate, driver, dock and departure observations with timezone and evidence type.

   Sensitivity

   Synthetic fixture only; actual commercial, personal or location data requires minimized approved handling.

   Permission needed

   Specific owner approval before any real-data pilot. No live account access, credential handling or upload is authorized.

2. Name

   rate_terms.txt

   Source or owner

   Commercial owner

   Scope

   Owner-interpreted free time, start/end events, rounding, rate and notice conditions.

   Sensitivity

   Synthetic fixture only; actual commercial, personal or location data requires minimized approved handling.

   Permission needed

   Specific owner approval before any real-data pilot. No live account access, credential handling or upload is authorized.

3. Name

   claim_copy.json

   Source or owner

   Billing owner

   Scope

   Synthetic claimed minutes, amount, currency, stop and supporting document IDs.

   Sensitivity

   Synthetic fixture only; actual commercial, personal or location data requires minimized approved handling.

   Permission needed

   Specific owner approval before any real-data pilot. No live account access, credential handling or upload is authorized.

Human approval boundaries

1. Before a pilot, the accountable owner approves exact synthetic/minimized copies, processing environment, retention and allowed recipients.

2. Owner validates identity mappings, authority, status definitions and all unresolved evidence.

3. Any source mutation, account access, upload, external communication, commercial commitment, payment or changed permission requires separate appropriate authorization.

The problem

Freight waiting-time claims can contain conflicting arrival, service and departure evidence.

Suggested task

Assemble a stop-level evidence timeline and calculate only owner-approved conditional charge scenarios.

What you could produce

A detention review packet separating observed events, approved time rules, conditional amounts and missing evidence.

Why an agent / simpler alternative

Mixed narrative and structured evidence can benefit from assisted extraction and explanation. Identity joins, interval calculations and totals require deterministic checks. A supported native report, query or spreadsheet is preferable when it answers the owner’s question reliably.

When this work comes up

Role

Freight billing coordinator

Trigger

A detention charge arrives with inconsistent stop times.

Human approval

Owner approves scope, rules and evidence interpretation. Any operational action requires separate appropriate authorization.

Finished output

A detention review packet separating observed events, approved time rules, conditional amounts and missing evidence.

Proposed evaluation scope — no pilot authorized

Scope

One load with two stops, 30 timestamp events and one supplied agreement excerpt; no live location tracking.

Limit origin

Editorial evaluation bound, not a verified platform limit.

Overflow action

Stop and ask for approved partitioning; no silent truncation.

Pilot authorized

No

Evidence boundary

Firsthand reports establish stated friction or concerns only. O*NET provides duty context. Official documents establish limited native features or general primitives. This workflow, safeguards, fixtures and outputs are original proposals, not source-documented executions.

Proposed steps

1. 1

   Freeze the load/stop IDs, relevant term version and claimed charge.

   Output: claim_scope.json

   Expected output: claim_scope.json

   Checkpoint: Keep pickup and delivery stops separate.

   Approval gate: Owner approves exact inputs and rule scope before any pilot.

2. 2

   Extract timestamp evidence with source, timezone, event meaning and stated uncertainty.

   Output: stop_evidence.csv

   Expected output: stop_evidence.csv

   Checkpoint: Loading completion is not automatically driver departure.

   Approval gate: Owner resolves ambiguous identity, authority or language before affected rows advance.

3. 3

   Construct an ordered timeline and expose conflicting times or unsupported continuous intervals.

   Output: stop_timeline.json

   Expected output: stop_timeline.json

   Checkpoint: Do not combine different vehicle/trailer IDs into one presence interval.

   Approval gate: Owner resolves ambiguous identity, authority or language before affected rows advance.

4. 4

   Apply only approved clock rules to complete evidence; calculate separate conditional scenarios when an owner must choose between conflicting events.

   Output: conditional_charge.csv

   Expected output: conditional_charge.csv

   Checkpoint: No scenario is labeled payable until the owner resolves authority.

   Approval gate: Owner validates the calculation or decision rule before relying on its result.

5. 5

   Check required notice and documentation conditions independently from the arithmetic.

   Output: claim_conditions.csv

   Expected output: claim_conditions.csv

   Checkpoint: Correct arithmetic does not establish contractual entitlement.

   Approval gate: Owner reviews unresolved findings; no operational action is authorized.

6. 6

   Deliver the evidence packet, conditional totals and exact unresolved questions without submission.

   Output: detention_review.json

   Expected output: detention_review.json

   Checkpoint: No carrier accusation, invoice send, payment or dispute is performed.

   Approval gate: Owner accepts the separate artifact; all live actions require separate authorization.

Original starter prompt — proposed

Origin

editorial_proposal

Execution authorized

No

Text

Using only {approved_synthetic_inputs} and {owner_rules}, Assemble a stop-level evidence timeline and calculate only owner-approved conditional charge scenarios. Follow the six-step design. Preserve exact identities, evidence spans and uncertainty. Use inspectable calculations. Write only separate review artifacts described by the output schema. Stop for missing authority, ambiguous evidence or out-of-scope data. Do not change source records, contact anyone, access live accounts, post transactions or execute recovery actions.

Expected output schema — proposed

Primary key

1. load_id

2. stop_id

3. claim_id

4. scenario_id

Columns

1. start_event_id

2. end_event_id

3. elapsed_minutes

4. free_minutes

5. conditional_billable_minutes

6. rate

7. currency

8. conditional_amount

9. notice_evidence

10. conflicts

11. source_spans

12. owner_decision

Record status

draft_review_only

Common provenance columns

1. input_snapshot_id

2. rule_version

3. source_document_id

4. source_row_or_span

5. reviewer_decision

Unknown value policy

Unknown values remain null, not zero. Keep raw identities and evidence. Unresolved rows do not silently enter approved totals.

Synthetic output illustration — not an executed result

Label

Synthetic authored example, not observed output

Synthetic

Yes

Executed

No

Input

Elapsed minutes

210

Free minutes

120

Rate per hour

60

Rounding

exact minutes

Expected

Conditional billable minutes

90

Conditional amount

90

Payable decision

Not specified.

Limits

1. Original proposed and untested design; no source documents this complete agent workflow.

2. A reported problem is not proof of prevalence, willingness to pay, harm magnitude or current demand.

3. Historical product reports require current-installation checks; a current capability document only establishes general primitives.

4. Native reports or a deterministic script may be simpler. Exports, identity mappings, context size, privacy controls and actual tool compatibility remain untested.

5. Numerical fixtures are synthetic and have not been executed. Owner review is necessary; no time saving, cost saving or revenue outcome is asserted.

Candidate platforms — compatibility untested

1. Name

   ChatGPT Work

   Required capabilities

   1. Assess this plan’s input, operation and output requirements before selecting an account.

   Capability source urls

   1. https://learn.chatgpt.com/docs/get-started-with-work

   Selection basis

   Editorial candidate only. Shared source facts are general primitives; this plan remains unexecuted.

   Workflow compatibility

   BotCurrent has not tested this workflow.

Failure modes

1. A departure time conflicts with a gate log.

2. A rate uses commenced hours but the rounding rule is absent.

3. Continuous presence is not evidenced.

Recovery and troubleshooting

1. Signal

   A departure time conflicts with a gate log.

   Recovery

   Show both scenarios and require an owner decision, without calling either fraudulent.

   Resume condition

   The accountable owner supplies the missing authoritative evidence or explicit rule; otherwise retain the affected result as unresolved.

2. Signal

   A rate uses commenced hours but the rounding rule is absent.

   Recovery

   Leave the amount unset until a rule is supplied.

   Resume condition

   The accountable owner supplies the missing authoritative evidence or explicit rule; otherwise retain the affected result as unresolved.

3. Signal

   Continuous presence is not evidenced.

   Recovery

   Keep the unsupported interval separate; do not fill it from a single image.

   Resume condition

   The accountable owner supplies the missing authoritative evidence or explicit rule; otherwise retain the affected result as unresolved.

Unexecuted validation plan

Sample setup

Elapsed minutes

210

Free minutes

120

Rate per hour

60

Rounding

exact minutes

Acceptance checks

1. With approved start09:00, end12:30, 120 free minutes and exact-minute rate60/hour, conditional amount is90 in the supplied currency.

2. If an authoritative end is unresolved between12:00 and12:30, retain60 and90 scenarios with no payable total.

3. Missing required notice yields an unmet/unknown condition even when the clock is calculable.

4. A duplicated event ID does not extend the waiting interval.

5. Every conclusion traces to a source row or an explicitly labelled owner rule; repeated evaluation of identical frozen inputs must preserve identities and totals.

6. All original copies remain unchanged. Output is a draft review artifact, not an operational decision.

Stop conditions

1. Required identity, source coverage, calculation policy or owner authority is missing.

2. Unexpected real sensitive data is supplied without approved handling.

3. Requested work would require live access, upload, external communication, accounting posting, payment, permission change or irreversible action.

Executed

No

Fixture status

Designed specification only. No acceptance fixture or business workflow executed.

Costs and effort — unknown or hypothetical

Status

unknown_or_estimate

Currency

Not specified.

Items

1. Plan access, model usage, tool runtime and storage costs unknown.

2. Export preparation, evidence cleanup, review and correction effort unmeasured.

3. No native integration, paid service, new account or software installation assumed.

4. Case-specific effort is unknown: source extraction, identity repair, owner-rule preparation, fixture design and review may dominate model cost.

Caveat

No measured time saving, current demand, ROI or price claim. Compare the simpler remedy first.

Canadian adaptation — proposed

Verify local privacy and organizational record-handling requirements before any real-data pilot; preserve original currency, business calendars and time zones. No Canadian deployment or compliance claim.