Natural-language task capture and scheduling portal

Reduce the time from messy input to a scheduled, actionable to-do list. For individuals and small teams who capture tasks in messy natural language and need them scheduled without manual setup, convert typed or spoken task input, calendar context and user preferences into a reviewed scheduled task plan with subtasks, estimates and deadlines. The benefit is a testable hypothesis, measured through captured tasks per active user per week and manual scheduling edits per task; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect typed or spoken task input, calendar context and user preferences, then follow this sequence: 1. Capture tasks from typed or spoken natural language. 2. Parse dates, times and recurring patterns into scheduled to-dos. 3. Split vague or large tasks into smaller actionable steps. 4. Assign estimated durations to subtasks. 5. Assign deadlines without manual setup. 6. Sync tasks two-way with calendars and reminders. Resolve uncertain cases with qualified reviewers, approve reviewed scheduled task plan with subtasks, estimates and deadlines, and measure captured tasks per active user per week and manual scheduling edits per task against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. On-device parsing is preferred where supported; cloud parsing is a fallback. Final scheduling and priority decisions remain with the user. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve user intent, source attribution, task accuracy and usage permissions. Users approve substantive changes and sharing scope. One supported language and one calendar provider; final scheduling and priority decisions remain with the user. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One supported language and one calendar provider; final scheduling and priority decisions remain with the user. Implement one approved input format, a bounded representative case set and the first two task modules: capture tasks from typed or spoken natural language; parse dates, times and recurring patterns into scheduled to-dos. Support the third module with operator review: split vague or large tasks into smaller actionable steps. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

User-owned task lists, authorized calendar accounts and permitted reminder services. Cloud task storage, calendar import/export and reminder destinations. Start with file exchange and validate destination specifications before promising direct sync. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Capture bar and inbox, Editable task plan, Calendar and reminders view. Use a lightweight menu bar popover for capture, a central list for parsed tasks and subtasks, and a right-hand panel for schedule, estimates and comments. Let users compare parsed output against the original input. Display draft, needs review and scheduled states. Provide a shareable plan link with comments anchored to the relevant task. Make the task-specific outcome reviewed scheduled task plan with subtasks, estimates and deadlines visible beside its evidence, review state and value baseline.