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PRD: TaskFlow — AI-Powered Task Management

Overview

TaskFlow is a task management platform designed for distributed remote teams of 5-50 people. It integrates with Slack for seamless task creation and uses AI to automatically prioritize work based on urgency, impact, dependencies, and team capacity.

Target launch: Q2 2026 (MVP in 4 weeks)

Target users: Remote team leads and individual contributors

North star metric: Tasks completed on-time per team per week

Problem Statement

Remote teams waste 5+ hours per week on manual task triage. Existing tools require constant manual prioritization — leading to critical tasks falling through the cracks across timezones. When a team lead in NYC creates a high-priority task at 5pm, the developer in Berlin doesn't see it until morning, and by then priorities have shifted again.

Why now: Remote-first teams grew 340% since 2020. AI can now understand task context well enough to automate priority scoring that previously required a human PM.

Target Users

Primary: Remote Team Leads

- Managing 5-15 direct reports across 2+ timezones

- Spends 6+ hours/week triaging, re-prioritizing, and following up

- Currently uses Linear or Asana but manually sorts priorities daily

- Willing to pay $12-20/seat/month for time savings

Secondary: Individual Contributors

- Juggling 3+ concurrent projects with competing deadlines

- Loses context switching between Slack threads and task boards

- Wants a single view of "what should I work on right now?"

Goals & Success Metrics

| Metric | Target (Month 1) | Target (Month 6) |

|--------|------------------|------------------|

| Weekly active teams | 50 | 500 |

| Tasks created via Slack | 30% of all tasks | 60% |

| On-time task completion | +15% vs baseline | +30% |

| Daily digest open rate | 50% | 65% |

| NPS | 30+ | 50+ |

User Stories

  • As a team lead, I want to see all my team's tasks sorted by AI-computed priority so I don't manually triage every morning
  • As a developer, I want to create tasks from Slack threads so I don't lose context switching to a separate tool
  • As a team lead, I want a daily AI-generated digest in Slack DM showing each person's top 3 priorities
  • As a contributor, I want to type "Schedule design review with Sarah Friday" and have it create a properly tagged task
  • As a team lead, I want to see dependency chains so I know which blocked tasks to escalate
  • As a contributor, I want AI to explain WHY a task is high priority so I trust the ranking
  • As a team lead, I want weekly velocity reports per team member without manual tracking
  • As a contributor, I want to snooze a task with "remind me after standup" and have it reappear
  • Functional Requirements

    P0 — Must Have (MVP)

  • Task CRUD with natural language input — parse "Fix auth bug for Sarah by Friday" into structured task
  • AI priority scoring: composite of urgency (deadline proximity) × impact (stakeholder weight) × dependency chain depth
  • Slack integration — create tasks from thread replies using ⚡ emoji reaction or /task command
  • Daily digest — AI-generated summary sent to each team member's Slack DM at 9am local time
  • Team dashboard — priority-sorted kanban with filters by assignee, project, and priority tier
  • Due date tracking with automated Slack reminders at 24h and 2h before deadline
  • P1 — Should Have

  • Dependency visualization — DAG view showing task blocking relationships
  • Calendar sync (Google Calendar) — auto-block focus time for high-priority deep work
  • Recurring task templates with smart scheduling (avoid Mondays for weekly reviews)
  • Priority override — team lead can pin/boost tasks, AI learns from overrides
  • P2 — Nice to Have

  • Resource allocation heatmap — see who's overloaded at a glance
  • Sprint planning assistant — AI suggests sprint scope based on velocity history
  • Time estimation with accuracy tracking — AI predicts completion time, improves over time
  • Non-Functional Requirements

    - **Performance:** Dashboard loads in <800ms on 3G. Task creation responds in <200ms.

    - **Scalability:** Support 10,000 concurrent users. Slack webhook processing within 500ms.

    - **Security:** SOC 2 Type II compliance by Month 6. All data encrypted at rest (AES-256) and in transit (TLS 1.3).

    - **Availability:** 99.9% uptime SLA. Graceful degradation if AI service is down (fall back to manual priority).

    - **Accessibility:** WCAG 2.1 AA compliance. Full keyboard navigation. Screen reader support.

    Technical Considerations

    Recommended Stack

    - **Frontend:** Next.js 14 (App Router) + Tailwind CSS + shadcn/ui

    - **Backend:** Next.js API Routes + tRPC for type-safe API layer

    - **Database:** Supabase (Postgres + Auth + Realtime subscriptions)

    - **AI:** Claude API for task parsing, priority scoring, and digest generation

    - **Integrations:** Slack API (Events API + Web API + Socket Mode)

    - **Queue:** Inngest for background jobs (digest generation, Slack sync)

    - **Hosting:** Vercel (frontend) + Supabase (backend/db)

    Database Schema (Core Tables)

    - teams (id, name, slack_workspace_id, created_at)

    - users (id, email, name, team_id, slack_user_id, timezone, role)

    - tasks (id, title, description, assignee_id, creator_id, team_id, priority_score, status, due_date, created_from, parent_task_id)

    - priority_logs (id, task_id, score, factors_json, computed_at)

    - integrations (id, team_id, provider, access_token, config_json)

    API Endpoints

    - POST /api/tasks — Create task (accepts natural language or structured)

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    standard-spec.md

    # PRD: TaskFlow — AI Task Management

    ## Problem Statement

    Remote teams waste 5+ hours/week on triage.

    ## P0 — Must Have (MVP)

    1. Task CRUD with natural language input

    2. AI priority scoring: urgency x impact

    Technical Spec

    Who it's for

    Senior developers and architects who know what they're building but need to nail the technical decisions

    What you get

    Deep-dive into architecture, database schema, API endpoint definitions, deployment strategy, infrastructure requirements, and system design. Less focus on business context, more on implementation details.

    When to use it

    You're past the "what" and need to figure out the "how." Database choice, API design, auth strategy, caching layers — the decisions that determine whether your app scales or breaks.

    technical-spec.md

    ## Architecture Overview

    ├── Next.js 14 (App Router)

    ├── Supabase (Postgres + Auth)

    ├── Redis (session cache)

    ## Database Schema

    tasks (id, title, priority_score, status)

    MVP Spec

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    Weekend builders, hackathon teams, and anyone who needs to ship something by Monday

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    A ruthlessly scoped document. Only P0 features. No nice-to-haves, no phase 2 dreaming. Includes a stripped-down tech stack recommendation and a build order optimized for speed.

    When to use it

    You have 48 hours and a domain name. This template cuts everything that isn't essential for launch and gives your AI coding tool a focused, achievable scope.

    mvp-spec.md

    # MVP: Ship by Sunday

    ## Scope: 4 screens, 3 API routes

    ## Stack: Next.js + Supabase + Vercel

    ## Build Order:

    1. Auth + database (2 hours)

    2. Core CRUD + UI (4 hours)

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    Your app already exists. You're adding Slack integration, or a payment system, or a search feature. You need the spec for that one thing, not the whole product.

    feature-spec.md

    # Feature: Slack Integration

    ## Acceptance Criteria

    - User can create task via /task command

    - Thread replies sync as task comments

    ## Edge Cases

    - Rate limit: queue + retry with backoff

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    ai-coding-spec.md

    ## File Structure

    src/components/Dashboard.tsx (props: tasks)

    src/api/tasks/route.ts (POST, GET, PATCH)

    ## Implementation Order

    Step 1: prisma schema + migrate

    Step 2: API routes + validation

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