Before
- Manual processing
- 18 hrs/week
- Loaded staff cost
- $62/hr
- Annual cost
- $58,032
Business performance is not measured in context window sizes or parameter counts. It is measured in gross margin expansion, labor efficiency, process velocity, and payback period.
This is a simple baseline calculator, not a promised saving. It helps put a dollar value on work that may be worth investigating.
Include people who re-enter data, prepare routine paperwork, update spreadsheets or perform repetitive follow-up.
Count the repetitive portion of the job, not all of their normal working time.
Use your best estimate including wages or salary, super and employment overheads.
The full assessment looks at systems and process friction before estimating how much work may genuinely be recoverable. We do not apply a blanket automation percentage.
Want to see which part of that workload may actually be addressable?
Start the assessmentAITF establishes the current cost, sets a realistic improvement target and measures what happens after implementation. No magic ROI calculator, just assumptions that can be challenged and verified.
The implementation decision then depends on build cost, risk, adoption effort and how much of that target can realistically be captured. If the economics do not stack up, we do not recommend the project.