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This free tool allows you to score repetitive work and rank tasks by automation ROI before you build anything.
Input
Workload factors
How many distinct repetitive tasks sit in this workload
How structured and complete the inputs are today
How often the same steps repeat without major changes
How costly a wrong automated action would be
Total weekly hours spent on the tasks you want to automate
Salary plus benefits and overhead, used for annual cost savings
Tasks to rank
Enter task name, weekly hours, and readiness from 1 (hard to automate) to 5 (ready now). Max 10 tasks.
Task 1
Task 2
Task 3
Task 4
Task 5
Output
Automation priority
There is real savings potential, but a short prep sprint will raise your odds. Document steps, clean the data path, then pilot.
Automatable hours
13 hrs/wk
Estimated recoverable hours based on your inputs
Annual time saved
676 hrs
Total hours your team could recover per year
Annual cost saved
$30,420
Annual hours times your loaded hourly cost
Priority order
| Rank | Task | Fit | Hrs/wk | Recoverable |
|---|---|---|---|---|
| 1 | Data entry and CRM updates | 94% | 5 | 4.7 hrs/wk |
| 2 | Email responses and follow-ups | 75% | 4 | 3 hrs/wk |
| 3 | Scheduling and calendar management | 94% | 3 | 2.8 hrs/wk |
| 4 | Report generation | 75% | 3 | 2.3 hrs/wk |
| 5 | Research and competitive analysis | 56% | 4 | 2.2 hrs/wk |
Guided action plan
A task automation prioritizer is a free scoring tool that ranks repetitive work by automation ROI so you know what to automate first. You rate task volume, data clarity, repetition, and risk, list weekly hours per task, and get a priority score with recoverable hours, annual time saved, and a ranked action plan. All processing happens in your browser. No data is uploaded.
Teams often automate the loudest request instead of the highest-return workflow. This prioritizer turns that guess into a short ranked list you can take into a planning meeting or budget review. Pair it with the AI Agent ROI Calculator when you need dollar payback after you know the order of work.
The widget scores your workload on four 1 to 5 factors: volume, data clarity, repetition, and risk. Risk is inverted, so clearer, safer, high-volume work ranks higher. The score maps to FIX FIRST, NEEDS PREP, or PILOT READY, then scales your weekly hours into automatable hours, annual time saved, and annual cost at your loaded hourly rate. Each listed task also gets a fit percentage so the priority table ranks real backlog items, not a static demo list. That same risk lens aligns with the NIST AI Risk Management Framework, which asks teams to weigh impact before they automate.
The widget updates live as you move the sliders and edit tasks. Follow these steps to produce a ranked automation plan you can share:
The prioritizer is built for operators who need a ranked list in minutes, not a project plan that takes a week. Here are the features that keep the scoring honest and useful:
Use this tool whenever a team is stuck choosing the first automation or AI agent project. Common situations include:
TestMu AI maintains this prioritizer in the AI Agent Tools collection for teams that test and ship software across 10,000+ real devices and 3000+ browsers. Use the ranking here when you need a first automation bet, then validate the finished agent workflow with Kane AI or track rollout work in Test Manager.
The score combines task volume, data clarity, and repetition as positive signals, then subtracts risk. Higher volume, clearer data, and more repetition raise the score. Higher risk lowers it. The result is a 0 to 100 priority signal with a FIX FIRST, NEEDS PREP, or PILOT READY label.
A task is a discrete, repeatable activity with a clear start and end, such as sending a follow-up email, updating a CRM record, or generating a weekly report. Broad work like manage clients should be split into smaller tasks before you score them.
Include tasks you do at least weekly. Monthly or quarterly work rarely pays for automation on its own unless each run takes several hours. Frequency drives cumulative savings, so daily and weekly tasks usually outrank rare ones.
Break it into sub-steps. A complex workflow often has a high-readiness piece, such as data extraction or draft generation, next to a judgment step that still needs a person. Rank the automatable sub-steps first and leave the exception path manual.
Estimates scale your weekly hours by the priority score, then multiply by 52 weeks and your loaded hourly cost. Treat them as planning figures, not guarantees. Pilot one task for a week and replace the estimate with measured time saved.
Yes. Download the Markdown report for a ranked task list, weekly and annual hours recovered, and annual cost savings at your hourly rate. That summary is built for budget requests and stakeholder reviews.
No. All scoring runs in your browser. Task names, hours, readiness scores, and the report you copy or download never leave your device, and nothing is stored between visits.
Yes. The Task Automation Prioritizer is free, with no signup, no email gate, and no usage limits. Scoring, ranking, copy, and report download are available to everyone. TestMu AI maintains it as part of its free online tools collection.
Start with high-volume, high-repetition tasks that have clear data and low risk. The prioritizer ranks those candidates first so you pilot work with the strongest near-term ROI before you automate judgment-heavy or high-risk workflows.
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