What AI-ready operational data looks like
AI-ready operational data is less about perfection and more about predictability: fields behave the same way across records, people know who is responsible, and exceptions are understood and recorded. When this is true, simple automations and AI models make useful decisions rather than guessing.
Practical signs to look for are consistent field names and values (so "status" means the same thing in Salesforce or a spreadsheet), a named owner for critical fields, visible duplicate controls, clear formats for dates/postcodes, and a short list of known exceptions that everyone recognises.
Three quick checks you can run in an afternoon
- Field consistency: pick 4–6 fields that drive decisions (customer email, status, renewal date, source). Check for unexpected values or synonyms and flag fields with more than a handful of different values. In Marketo or another marketing tool, pay attention to any free-text source fields.
- Ownership and SLAs: list who owns each critical field and whether there is a simple SLA (e.g. update within 2 working days). Where ownership is missing, automations often change values unpredictably.
- Duplicates, formats and exceptions: run a sample duplicate check, scan date and postcode formats, and note repeated exceptions (e.g. "TBC", "N/A", regional postcode quirks). In HubSpot or Pardot this usually shows up in contact properties and form submissions.
What to do when the checks fail
Start with low-cost, high-impact fixes: assign an owner for each critical field, add a sensible default or validation on forms and imports, and document the five most common exceptions so everyone recognises them. These steps stop the majority of surprises that break automations or give AI noisy inputs.
Use simple gates while you fix problems: quarantine bad records, add a short manual review step for high-risk changes, or add a small ‘do not process’ flag to protect billing and communications. Treat these as temporary safeguards until the underlying data is fixed.
If you’d like practical help prioritising fixes and building these simple protections, Optira can run a short, hands‑on session to map owners, quick wins and a six‑week plan.