A simple scoring framework you can use in 20 minutes
- Frequency: how often does the task run? (0 = rare, 3 = multiple times per day). High frequency multiplies benefit.
- Clear rules: can a decision be expressed as simple if/then rules? (0 = lots of judgement, 3 = fully deterministic). Automations need deterministic rules.
- Exception rate: what proportion of cases need human intervention? (0 = >50%, 3 = <5%). High exception rates kill automation ROI.
- Data quality: are the fields needed complete and standardised? (0 = poor, 3 = reliable). Bad data means more manual fixes downstream.
- Cost of delay: what happens if the task is late or inconsistent? (0 = negligible, 3 = serious revenue or regulatory impact).
Add the scores (0–15). Aim for candidates scoring 10+ for first automations; 7–9 may be worth a small pilot with added checks.
How to validate the top candidate without breaking things
Start with a small, time‑boxed pilot. Pick a subset of records (a single salesperson, product line or geography) and run the automation in monitoring or draft mode where possible.
Create a short checklist for the pilot: expected path, common exceptions and the fallback action (e.g. flag for review, send an email to an owner). Use whatever tooling you have — HubSpot or Marketo can run workflows in draft/testing, Salesforce has sandbox runs and Pardot has test lists — the operational principle is the same: run small, observe, iterate.
Measure three things during the pilot: time saved per case, rate of exceptions you hadn’t anticipated, and any data fixes required. If exceptions exceed your estimate, pause and either tighten rules or add a manual handoff rather than widening scope.
Make the automation reliable and keep it useful
Assign a single owner for the workflow and 2–4 fields that matter most; give them a simple SLA (e.g. fix data quality issues within 24 hours). Keep monitoring lightweight: a weekly list of recent exceptions, and one monthly review to check whether rules still match reality.
Stop adding complexity early. If you need multi‑step judgement, add a short human‑decision step in the process rather than trying to codify every edge case. Use platform logs (HubSpot/Salesforce workflow history, Marketo activity or Pardot prospect activities) to build a simple incident list rather than spreadsheets that go out of date.
If you'd like an operational prioritisation template or a short runbook to get the first candidate live with safe fallbacks, Optira can help as a practical, hands‑on partner.