AI productivity coach — without the slogans
An AI coach sounds like a buzzword and often is one. In TaskAura the coach is a language model wired to your data: tasks, pomodoro sessions, habits, weekly plans. It answers specific questions (where do I lose time?), not existential ones (how do I become a better person?). That second one is for people, not models.
How it works
- 1The coach only sees what you show itDaily brief, today's tasks, the last week's stats. Nothing leaks outside your account.
- 2Ask a concrete questionWhy am I not finishing Friday tasks? Which habits do I miss most often? Suggest a plan for tomorrow considering my working hours.
- 3Verify the answerThe model hallucinates. Every number in the answer should be verifiable in the app. The coach is a second brain, not an oracle.
- 4Come back after a weekThe weekly review asks about trends. That is where AI has the most to add, because it sees a pattern you do not remember.
Why it works
Externalising self-reflection (an outside interlocutor) is one of the better studied coaching mechanisms — Grant (2014) shows that simply asking structured questions improves self-regulation. A language model does not replace a coach but gives access to those questions 24/7 at a fraction of the cost.
The second argument is data. A human coach remembers what you said last week; a model has your actual behaviour in context. Subjective “I am working hard” gets measured by objective “last week 11 pomodoros, 7 of them finished.”
Sources
- Grant, A. M. (2014). The Efficacy of Executive Coaching in Times of Organisational Change, Journal of Change Management, 14(2).
- Ji, Z. et al. (2023). Survey of hallucination in natural language generation, ACM Computing Surveys, 55(12).
- Bender, E. M. et al. (2021). On the Dangers of Stochastic Parrots, FAccT 2021.
When this method does NOT work
Language models hallucinate numbers and dates — especially risky in the “how much did I do last week” context. Always verify in the stats view. The coach is not a therapist either: if you are dealing with burnout, depression or anxiety, AI does not replace a specialist. It will help you plan, not heal.
In TaskAura
The coach is a separate view with chat, with access only to your data on this account (not other users', not the internet). Data sent to the model is minimal — passed in fragments only when you ask a question. You can turn it off entirely in settings.
Frequently asked questions
- Does my data go into model training?
- No. We use the Lovable AI Gateway, which does not pass prompts to third-party providers for training. Details in the privacy policy.
- Which model runs under the hood?
- By default a lightweight Gemini through the Lovable AI Gateway, picked per question type. We will swap it when a better one appears.
- Does the coach remember our history?
- Within a single chat session — yes. Between sessions — no, on purpose. Every question starts fresh with current data.
- What if the coach proposes nonsense?
- Ignore it. You accept every suggestion manually, nothing lands in tasks without a click. It is a suggestion tool, not automation.
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