Most SaaS teams lose 10-20 hours per month to reporting glue work. That is margin walking out the door.
Time-box a reporting audit
- Pick one retainer client. Time every step: export, clean, chart, write, format, send.
- Highlight copy-paste between tools.
- Note where numbers disagree between sources.
- Calculate fully loaded cost (hourly rate × hours). That is your build budget ceiling.
Automate in this order
- Data pull on a schedule (APIs beat screenshots).
- Standardised metric definitions (one source of truth).
- Templated commentary prompts, not blank text boxes.
- Client-facing view with period lock once approved.
What not to automate first
Do not start with AI-written narratives or custom charts per client. Fix data reliability first.
Use this as a working checklist inside your team first. When the same steps repeat every week and spreadsheets start breaking, that is usually the moment to scope one founder-ready dashboard with the KPIs, cohorts and revenue signals your team actually uses as an owned system. See the relevant Standen service · More guides · SaaS ops audit.