Resources
Cost reduction strategies
Where the repeat work sits in a growing company, what it is costing you already, and which part of it is worth automating first.
Latest
4 pieces
7 min readHow to find the manual work that is already on your payrollA week of counting beats a quarter of guessing. Here is what to count and how.
6 min readAutomate the queue or automate the paperwork, and which pays back soonerBoth are automatable and they do not return at the same speed. The rules decide it.
8 min readKeeping model spend flat while your usage growsSmaller models and caching are the levers most companies never pull. Both are design decisions.
5 min readWhat an automation audit should hand you at the endA costed plan and a short list of risks, yours to keep whether you go ahead or not.
Where the money actually is
Most automation savings are already on the payroll, in work somebody does by hand every week. The second cost runs the other way. A model bill starts small and grows with usage in a way nobody plans for.
- Find the work first
- Automation pays back against a task somebody already does, so that task has to be measured first. A week of counting beats a quarter of guessing.
- Pick the one that pays soonest
- A queue and a pile of paperwork are both automatable, and they do not pay back at the same speed. The one with the clearest rules usually goes first.
- Keep the bill flat
- Model spend grows with usage unless somebody designs against it. Smaller models and caching are the usual levers, and most companies never pull either one.
Next stepLet AI do the repetitive
Let AI do the repetitive
half of the job.
Data entry, answering the same tickets, chasing numbers between systems. We automate the parts that repeat. Your team keeps the parts that need judgement.

