Tasks from Notes: How to Extract Tasks, Owners, and Deadlines

Preparing Source Material and Context

Before using the tool it is important to clearly formulate what exactly you want to extract. The tool works with two fields: 'Source material' (up to 8000 characters) and 'Context and requirements' (up to 1000 characters). In the first field place your notes text, and in the second describe which aspects interest you: for example, 'extract all tasks with owners and deadlines, if deadline is unspecified, mark as unspecified.' The more precise the context, the more relevant the result.

The tool does not perform OCR and does not work with images or audio. It is a text analyzer, so make sure your notes are presented as plain text. If notes contain lists, abbreviations, or mixed languages, this may affect extraction quality. Try to bring the text to a more or less uniform view, but do not overdo it: the tool should work with natural language.

Check that your notes explicitly mention acting persons and time landmarks. If the responsible person or deadline is not named, the tool will mark them as unspecified. This is not an error, but a signal of gaps in the source text.

Source material: 'Call the supplier tomorrow. Maria updates the price list by Wednesday. Need to discuss budget with Ivan.' Context: 'Extract tasks, owners and deadlines. If owner is unspecified, mark as unspecified.'

How to Change Context and Get Different Variants

The same text can be processed differently if you change the instructions in the 'Context and requirements' field. For example, you can ask the tool to focus only on tasks with explicitly stated deadlines, or, conversely, to include all tasks, even without deadlines. You can request grouping by owners or by projects. Each variant will differ in completeness and detail.

Try formulating three different approaches: 1) 'Extract all tasks, indicate owners and deadlines, mark missing as unspecified'; 2) 'Extract only tasks with specific deadlines, do not indicate owners'; 3) 'Group tasks by owners, indicate deadlines in DD.MM.YYYY format.' Compare the obtained lists: the first gives a full picture, the second — only urgent matters, the third — workload distribution. The choice depends on your goal.

Do not fear experimenting with formulations. If the result seems incomplete, refine the context: for example, add 'include tasks starting with modal verbs' or 'consider the first mentioned person as the owner.'

Comparing Variants and Choosing the Right One

After generating several variants evaluate them against criteria: completeness (were all tasks extracted), accuracy (are owners and deadlines correctly determined), convenience (how easy is it to read and use). For example, if you need to delegate tasks, the variant with grouping by owners will be more convenient. If you are planning deadlines, the variant focusing on deadlines is preferable.

Pay attention to 'unspecified' marks. They signal gaps in your notes. It may be worth returning to the source text and supplementing it. The tool does not guess for you; it only records the absence of data. This helps avoid false expectations.

Choose a variant, copy the result to the clipboard or download as TXT. The tool does not support export to DOCX or PDF, nor does it save history. So save the desired variant immediately.

Manual Refinement and Improving Formulations

The tool may make errors: incorrectly define task boundaries, skip a task due to non-standard formulation, or misinterpret a deadline. Therefore the result should be checked. Go through the source text and make sure all tasks are accounted for. If something is missing, supplement the list manually.

If there are ambiguous places in your notes, for example 'prepare a report by end of week', the tool may mark the deadline as unspecified because 'end of week' is vague. In such cases you can refine the formulation in the source text or add a clarification in the context, for example 'consider end of week as Friday'. This will increase accuracy.

Remember that the tool is not a project management system. It only extracts information. Further work with tasks is your responsibility.

After checking you can manually add: 'Discuss budget with Ivan — owner: Ivan, deadline: until Friday.' This is something the tool could not extract, but you know from context.

Checking the Result and Typical Errors

To check the result, compare it with the source text. Make sure every task from the notes ended up in the list. Check if owners and deadlines are indicated correctly. If the tool marked something as unspecified but the information was in the text, the formulation may have been too complex. Try reformulating the source text or changing the context.

Typical errors: skipping tasks that start with a verb in the indefinite form without explicit 'need to'; incorrectly identifying the owner if several names are in the sentence; confusion with relative deadlines ('tomorrow', 'on Wednesday'). The tool is not attached to a calendar, so 'tomorrow' will remain just the word 'tomorrow', not a date.

If the result is unsatisfactory, try changing the context: add an instruction 'ignore tasks without action verbs' or 'consider the first mentioned person as the owner.' Experiment with formulations to find the optimal variant.

Error: the tool skipped the task 'Need to discuss budget with Ivan' because it starts with 'Need to'. Solution: in the context specify 'include tasks starting with modal verbs.'

Tool Limitations and Ethical Aspects

The tool has limitations: maximum volume of source text — 8000 characters, context — 1000 characters. It does not support document upload, OCR, batch processing, automatic saving, and integrations. Result does not guarantee completeness and accuracy, possible errors. Queue and availability may vary.

The tool is not intended for financial, medical or legal consultations. If your notes contain sensitive data, remember that you are entering them in a web form. Do not use the tool for processing confidential information if it contradicts your security policies.

The article is educational in nature. Examples are fictional and provided for illustration. Do not rely on the tool as the sole source of truth.

Limitation: cannot upload a .docx file. You will have to copy the text into the field manually.