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151 Aarya
151 Aarya

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I Built an AI Work Logger to Replace Clunky Timesheets and Standup Scrambles

WorkPulse Dashboard Preview

Every Friday afternoon, I ran into the exact same problem: trying to fill out timesheets or recall what I actually touched during the week for standups and retrospectives.

Scanning terminal history, git commits, and open pull requests just to reconstruct a summary was tedious. Worse, most commercial work-tracking tools lean heavily into aggressive surveillance—keystroke monitoring, screenshot capture, and arbitrary "productivity scores" that create unnecessary stress.

To solve this for myself, I built WorkPulse — a calmer, evidence-based work logger driven by natural conversation.


The Core Loop

Instead of forcing users to fill out complex forms with rigid dropdowns, WorkPulse centers around an informal conversational loop:

  1. Natural AI Check-in: Describe your workday in plain English: > "Handled API controllers, resolved the session timeout bug, and documented the login endpoint refactor."
  2. Contextual Structuring: The model extracts the raw entry into discrete items:
    • Title & Type: Bug, Feature, Chore, or Documentation
    • Status & Timestamps: Date, time, and current progress
    • Details: Contextual breakdown of Challenge, Solution, and Outcome
  3. Standup-Ready Outputs: Progress automatically routes into daily, weekly, and monthly calendars, letting you export instant standup summaries and performance review evidence.
  4. Private & Objective: No productivity scores, no surveillance. Wellbeing reflections remain completely isolated from work exports.

Key Takeaways from Building It

  • Unstructured Input Reduces Friction: Requiring developers to manually categorize tickets or tag projects results in skipped logs. Free-text parsing eliminates that mental hurdle completely.
  • Evidence Over Metrics: Developers prefer concrete audit trails (challenges faced, bugs resolved) over synthetic productivity percentages.

Try It Out

Check out the live web preview here:
👉 WorkPulse Live Preview

I’d love to hear your thoughts:

  • How do you currently prepare your notes for daily standups or performance reviews?
  • Would direct integrations (like pulling from Git commit messages, Jira, or Slack) make this a natural addition to your daily workflow?

Top comments (1)

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Punit Bantia

I have been using it for some days now and this works brilliantly and saves me a lot of time while remembering quarterly work during check in's