Our approach / 20 October 2026

Make follow-through measurable.

Start with one service-team workflow: identify open work, make ownership explicit, and help a person decide the next step.

A focused direction for Loose Ends

Our initial audience is small MSPs and service teams managing stale tickets, vendor waits and unclear handoffs. The intended output is a reviewable action list: the source note, what appears unresolved, the stated owner or “unknown”, the relevant date, and a suggested next step.

This is a product direction, not a claim of proven savings. Suggested priorities need a person to check the context. A deadline or SLA breach should only be asserted when the input provides the required dates and policy.

Start with a bounded comparison

  1. Choose one queue and define what counts as a missed follow-up before testing.
  2. Have a service lead review a representative redacted sample and record the open items. Use this as a reference, including cases where there is no action to take.
  3. Compare the assisted review with the existing process on similar work. Include both ordinary and ambiguous examples.
  4. Review every suggested action before changing tickets, assigning owners or contacting clients.
  5. Repeat across more than one review cycle before deciding whether to expand.

Measure useful work, including corrections

  • Detection quality: confirmed loose ends found, items missed and false alarms.
  • Ownership: how many accepted items receive a verified owner and next step.
  • Follow-through: accepted actions completed by the agreed due date and how long they remain open.
  • Effort: total review and correction time, not just generation time.
  • Cost: software, setup, maintenance and human review per completed review cycle.

Record sample size, dates, exclusions and the comparison process. Treat early results as local evidence, not a promise for every team.

Agree the decision rule in advance

Set acceptable miss and false-alarm rates with the team. Continue only when the list is useful, review effort is acceptable and the chosen outcome improves. If mistakes persist, narrow the task, revise the rules or stop the pilot. More autonomy is a later decision that requires separate evidence and authorization.

Examples are demonstrations

Imagine notes that mention a recurring backup warning and a handoff, but no current owner. A useful suggested action is “confirm the owner and recovery status”. That does not establish that a backup is unusable or that a contractual deadline was missed.

This is an illustrative scenario, not a verified customer engagement or measured result. Publish real case studies only with permission and documented inputs, results and limitations.

Editorial policy. This page is our proposed evaluation method. It reproduces no third-party reports, charts, statistics or video. External research does not validate Loose Ends, and no publisher endorsement is implied.