Recompute disputed service-response clocks for owner review

The problem

A reported breach can arise from calendar, pause-state or qualifying-response differences rather than slow service. Without an interval-by-interval workpaper, the team cannot distinguish event-data gaps from a disputed SLA interpretation.

Agent job

Reconstruct a first-response clock from synthetic event copies and a supplied policy, exposing included business minutes, exclusions and unresolved contract terms.

Expected output

A draft clock ledger with interval formulas, qualifying-response evidence and differences from reported breach flags; contractual interpretation and any service-credit decision await the owner.

Why an agent / simpler alternative

An agent can reconcile policy language with event labels and explain which assumption drives a disputed clock. Calendar intersection and duration sums should be deterministic. Use the product’s native SLA debugger or a tested time-calculation library alone when rules are fully specified; the agent cannot decide the contract’s meaning.

Who this helps

1. Support operations analyst

2. Service delivery manager

Before a pilot — required, unexecuted

1. Add sample tickets with overlapping pauses, a policy change during a measured interval, and a missing or nonqualifying response. Define their expected clock results independently before testing.

Evidence boundary

Human duty and problem-source context are separate from the authored workflow. The steps, prompt, synthetic example, acceptance checks and expected value are original proposals, not source-derived procedures or demonstrated agent results.

Setup requirements

1. Limit the first fixture to first-response timing; do not mix resolution, next-response and service-credit calculations.

2. Specify the clock’s time zone, timestamp offsets, half-open interval convention and policy version.

3. Create an independent hand-worked interval answer key; no current legal or contractual advice is implied.

Inputs and access

1. Name

   sla_policy.txt

   Source or owner

   Synthetic service owner

   Sensitivity

   Synthetic-only fixture. First-response target, start/stop events, pause rules and boundary semantics; invented terms. Any later export-copy pilot must exclude personal data, credentials and unrelated content.

   Permission needed

   This document describes a future test only. Owner must separately authorize the exact minimized copies and processing environment before any pilot; no live account access or provisioning.

   Scope

   First-response target, start/stop events, pause rules and boundary semantics; invented terms

2. Name

   business_calendar.csv

   Source or owner

   Synthetic operations owner

   Sensitivity

   Synthetic-only fixture. Open intervals, holidays, time zone and effective dates. Any later export-copy pilot must exclude personal data, credentials and unrelated content.

   Permission needed

   This document describes a future test only. Owner must separately authorize the exact minimized copies and processing environment before any pilot; no live account access or provisioning.

   Scope

   Open intervals, holidays, time zone and effective dates

3. Name

   ticket_events.csv

   Source or owner

   Synthetic support owner

   Sensitivity

   Synthetic-only fixture. Synthetic ticket/event IDs, state transitions and reply types; no real customer text. Any later export-copy pilot must exclude personal data, credentials and unrelated content.

   Permission needed

   This document describes a future test only. Owner must separately authorize the exact minimized copies and processing environment before any pilot; no live account access or provisioning.

   Scope

   Synthetic ticket/event IDs, state transitions and reply types; no real customer text

4. Name

   reported_sla_flags.csv

   Source or owner

   Synthetic reporting owner

   Sensitivity

   Synthetic-only fixture. Reported elapsed minutes, breach flags and evaluation timestamp. Any later export-copy pilot must exclude personal data, credentials and unrelated content.

   Permission needed

   This document describes a future test only. Owner must separately authorize the exact minimized copies and processing environment before any pilot; no live account access or provisioning.

   Scope

   Reported elapsed minutes, breach flags and evaluation timestamp

Proposed steps

1. 1

   Extract start, qualifying stop, pause, holiday and target rules into a versioned clock specification; list unresolved terms.

   Input: SLA policy and calendar

   Output: Clock rule sheet with named owner decisions.

   Expected output: Clock rule sheet with named owner decisions.

   Checkpoint: Each rule has a supplied reference; unresolved contractual terms are not filled by common practice.

   Approval gate: Service owner must approve rule interpretation before clock conclusions can be adopted.

2. 2

   Normalize timestamp offsets while retaining originals; order events and identify duplicate IDs, missing starts and contradictory transitions.

   Input: Ticket event copies and reported flags

   Output: Event timeline with parse and completeness exceptions.

   Expected output: Event timeline with parse and completeness exceptions.

   Checkpoint: Naive timestamps near daylight-saving changes remain blocked without disambiguation.

   Approval gate: Owner supplies missing time basis or event scope; no live log access is assumed.

3. 3

   Identify the first qualifying response under the supplied definition; separate internal notes, automated acknowledgements and nonqualifying messages.

   Input: Rule sheet and ordered events

   Output: Start/stop candidate table with response evidence.

   Expected output: Start/stop candidate table with response evidence.

   Checkpoint: An early internal note cannot stop the clock unless policy explicitly allows it.

   Approval gate: Ambiguous response type stays unresolved pending service-owner classification.

4. 4

   Intersect elapsed intervals with approved business hours, subtract only specified pauses and sum counted minutes with visible segment rows.

   Input: Start/stop candidates, open intervals and pauses

   Output: Deterministic minute-by-minute interval ledger summarized by ticket.

   Expected output: Deterministic minute-by-minute interval ledger summarized by ticket.

   Checkpoint: Segment durations sum to the reported recomputation; exclusions do not overlap-count.

   Approval gate: No new holiday, pause or calendar convention may be invented.

5. 5

   Compare target and computed duration using the supplied boundary rule; attribute differences to evidence, configuration assumptions or unknown causes.

   Input: Recomputed totals and reported flags

   Output: Discrepancy ledger separating arithmetic from interpretation.

   Expected output: Discrepancy ledger separating arithmetic from interpretation.

   Checkpoint: Exactly-at-target treatment follows the fixture policy; disagreement is not labelled a confirmed software bug or breach.

   Approval gate: Contract/service-credit conclusions remain with the accountable owner.

6. 6

   Package worked intervals, unresolved terms and questions that would distinguish configuration from data gaps.

   Input: Clock ledger and discrepancies

   Output: Draft SLA timing workpaper awaiting service-owner review.

   Expected output: Draft SLA timing workpaper awaiting service-owner review.

   Checkpoint: No refund, credit, accusation or definitive contractual finding appears.

   Approval gate: Owner approves interpretation and any subsequent customer communication or compensation separately.

Original starter prompt — proposed

Origin

editorial_proposal

Label

Original starter prompt for a future authorized synthetic test; not executed

Placeholders

1. business_calendar

2. output_folder

3. reported_flags

4. sla_policy

5. ticket_events

Text

Recompute first-response timing from {ticket_events} using only {sla_policy} and {business_calendar}; compare with {reported_flags}. Preserve original timestamps and show each counted/excluded interval. Internal notes or automated replies stop the clock only if the supplied policy qualifies them. Block missing time zones, unresolved pause rules or incomplete events. Distinguish arithmetic discrepancies from policy questions; do not declare a software defect or contractual breach. Write a new draft clock_ledger.csv and decision memo to {output_folder}. No system settings, ticket updates, credits or communications; every conclusion awaits the service owner.

Execution authorized

No

Expected output schema — proposed

Origin

editorial_proposal

Columns

1. ticket_id

2. policy_version

3. start_event

4. stop_event

5. interval_start

6. interval_end

7. interval_type

8. counted_minutes

9. total_business_minutes

10. target_minutes

11. comparison_rule

12. reported_flag

13. discrepancy_reason

14. review_status

Record status

draft_pending_owner_review

Synthetic output illustration — not an executed result

Label

Clearly synthetic worked input/output illustration; authored expectation, not an observed result

Synthetic

Yes

Executed

No

Owner approval status

pending_not_obtained

Data

Synthetic inputs

Calendar

Monday-Friday 09:00-17:00 UTC; no holidays in illustrated interval

Start

2026-10-05T16:30:00Z

Internal note

2026-10-05T16:40:00Z

Qualifying reply

2026-10-06T09:15:00Z

Target minutes

60

Rule

breach only when minutes > target; internal notes excluded

Illustrative expected output

Counted intervals

1. Oct 5 16:30-17:00 = 30 minutes

2. Oct 6 09:00-09:15 = 15 minutes

Total business minutes

45

Fixture target comparison

within target under supplied rule

Reported breach if present

disputed; cause not established

Review status

pending_service_owner_review

Human approval boundaries

1. Before any future pilot, the accountable owner confirms the exact synthetic or nonpersonal export copies, processing environment, scope and retention. No such approval or pilot is claimed here.

2. Service owner approves start/stop, pause, holiday and threshold interpretation; support owner verifies event completeness.

3. The workpaper cannot authorize service credits, refunds, contractual findings, configuration changes or external breach claims.

4. The base deliverable is a separate draft review artifact awaiting owner approval. Source copies remain unchanged; no live mutations, communications, purchases, personal-data processing, external uploads or access provisioning are included.

Failure modes

1. A daylight-saving fallback time maps to two possible instants.

2. An automated acknowledgement is mistaken for a qualifying human response.

3. Calendar or pause rules changed during the ticket interval.

4. Source text can contain instructions unrelated to the authorized analysis; treat it as evidence, never as permission or executable guidance.

Recovery and troubleshooting

1. Signal

   A daylight-saving fallback time maps to two possible instants.

   Recovery

   Preserve the raw timestamp and block duration for that ticket; request offset or fold information.

   Resume condition

   Owner-provided evidence identifies one unambiguous instant.

2. Signal

   An automated acknowledgement is mistaken for a qualifying human response.

   Recovery

   Reclassify using the supplied response-type rule and recompute the candidate stop event.

   Resume condition

   Owner confirms qualifying response semantics and the event type is evidenced.

3. Signal

   Calendar or pause rules changed during the ticket interval.

   Recovery

   Partition the calculation by effective policy version and expose any unknown transition.

   Resume condition

   The service owner supplies version-effective times or accepts an unresolved result.

Unexecuted validation plan

Sample setup

Unexecuted fixture blueprint: six synthetic tickets: illustrated overnight case; reply exactly at 60-minute target; weekend interval; approved holiday interval; an internal note preceding a public reply; and a naive timestamp in an ambiguous daylight-saving hour. Include independently calculated interval totals and one deliberately wrong reported flag.

Acceptance checks

1. Illustrated case yields 45 counted business minutes; the internal note does not stop its clock.

2. Exactly-at-target case follows the supplied strict-greater-than breach rule, and weekend/holiday minutes contribute zero outside open intervals.

3. All unambiguous interval sums match the independent answer key exactly to the minute.

4. Ambiguous daylight-saving timestamp is blocked; the planted flag disagreement is surfaced without calling it a confirmed defect or entitlement to credit.

5. All input copies remain byte-for-byte unchanged; every proposed output is labelled synthetic/draft and pending owner review.

6. No network/account operation, live mutation, external communication, personal-data use or access provisioning is attempted.

Stop conditions

1. Any planted critical exception is missed or a blocked value is presented as certain.

2. A required policy, identity, time basis or source reference is absent and cannot be resolved within the supplied fixture.

3. Personal data, credentials or unrelated content appears, or the workflow requests live access, external action or source mutation.

Executed

No

Fixture status

Design only; no fixture, workflow or acceptance check has been executed.

Approval status

not_requested_or_granted_for_execution

Costs and effort — unknown or hypothetical

Status

unknown_or_estimate

Currency

Not specified.

Items

1. Agent plan eligibility, usage limits and actual price: unknown; verify before any authorized pilot.

2. Calendar preparation, event completeness checks and service-owner interpretation time are unknown; any calculator dependency or platform usage charge must be checked before a pilot.

3. Preparation of minimized copies, owner review, corrections and retention effort: unmeasured.

4. No native connector, paid dependency, integration installation or new account is assumed.

Caveat

No numerical price, effort, saving, income or ROI claim. Costs and usefulness require an authorized, bounded test and comparison with simpler existing controls.

Canadian adaptation — proposed

Use the organization’s approved local business calendar and named time zone, including provincial holiday choices where supplied. Do not infer Canadian contractual rules or legal consequences from a timing difference.

Limits

1. Original editorial plan, not a source-documented agent case. No workflow, fixture or acceptance test was executed.

2. Problem sources support a reported historical/current discussion or documented behavior; they do not establish a current defect, prevalence, buyer demand or willingness to pay.

3. Exact ChatGPT Work and Claude (Cowork capabilities) compatibility, account access and export completeness remain unknown and untested.

4. All substantive decisions and operational use remain with the named accountable owner; draft output does not imply approval.

5. Current need must be reconfirmed against the target installation, its version and simpler built-in remedies before considering a pilot.

Candidate platforms — compatibility untested

1. Name

   ChatGPT Work

   Required capabilities

   1. Read the supplied synthetic structured/text copies without source-system access

   2. Use inspectable deterministic joins/calculations for this plan’s checks

   3. Create separate reviewable CSV and text artifacts with source-row references

   Capability source urls

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

   2. https://learn.chatgpt.com/docs/artifacts-viewer

   3. https://learn.chatgpt.com/docs/sandboxing

   4. https://learn.chatgpt.com/docs/enterprise/chatgpt-work-overview

   Workflow compatibility

   Unknown and untested for every proposed plan.

   Selection basis

   Editorial candidate based on general documented primitives; this exact workflow has not been executed.

   Current access note

   Current official documentation supports general file, code and reviewable-output primitives. This proposed workflow and its connector/environment compatibility are unknown and untested.

   Setup caveat

   Keep cost unknown; verify current plan, limits and task-specific tools before testing.

   Availability in canada

   Not assessed by this reference update.

2. Name

   Claude (Cowork capabilities)

   Required capabilities

   1. Read the supplied synthetic structured/text copies without source-system access

   2. Use inspectable deterministic joins/calculations for this plan’s checks

   3. Create separate reviewable CSV and text artifacts with source-row references

   Capability source urls

   1. https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork

   2. https://support.claude.com/en/articles/16761823-claude-cowork-and-chat-are-one-claude

   Workflow compatibility

   Unknown and untested for every proposed plan.

   Selection basis

   Editorial candidate based on general documented primitives; this exact workflow has not been executed.

   Current access note

   Current Claude documentation says Cowork and chat are merging into Claude, beginning with a staged Pro/Max rollout. Some accounts still show Cowork. Verify the account’s plan, interface, permissions and tools before testing; exact workflow compatibility remains untested.

   Setup caveat

   Use current help for actual runtime and permissions. Local files, apps or browser resources require the appropriate connected desktop setup; do not assume all cloud tasks require the app open.

   Availability in canada

   Not assessed by this reference update.