Visual Sprint Planning Board with Team Velocity Tracking

A sprint board that helps small development teams commit work against recent capacity, track story-point movement, and carry evidence into retrospectives.

Internal ToolDeveloper & IT OperationsRecurring subscription per team workspace with a higher tier for longer history and exports.
MVP time4-6 weeks
DifficultyMedium
Infra cost$7-$160
RevenueSubscription
Review the decision summary
13,079 views
Updated August 2, 2026

Decision snapshot

Is this worth validating?

Build this if

A small team already estimates work and wants a faster sprint commitment and retrospective record than its current board provides.

Avoid this if

The buyer needs enterprise portfolio management, source-control automation, or velocity as an employee performance score.

Validate first

Run three real sprints with one team and verify that planning records committed scope in under ten minutes and the retrospective uses captured scope changes and carryover.

Problem and target customer

Why this exists

Customer problem

Teams plan from optimistic backlog totals, lose scope-change history during the sprint, and discuss velocity without a consistent record of committed, completed, and carried work.

Who pays

Small software teams running time-boxed sprints that need a focused planning and retrospective tool without a full enterprise issue tracker.

Business model

Monthly workspace subscription tiered by active delivery teams.

Editorial note

Velocity is useful here as planning context, not as a target. The product should preserve what the team committed and how scope changed so the number can support a better conversation rather than reward point inflation.

The decisive behavior is whether the team plans and closes inside this board for three sprints. Integrations and portfolio features should wait until commitment history and carryover evidence are trusted.

Choose your next step

What do you need next?

Evaluate the operating tradeoffs quickly, or inspect how to build the MVP.

Evaluation preview

What would it take to run?

Directional infrastructure estimates for the current 5,000 story transitions assumption. Open the full calculator when you are ready to change it.

Open full cost and deployment
ManagedSelected
$20-$65/ month

App, database, backups, and logs for interactive sprint boards and immutable story events with minimal platform operations.

Lowest operating effort
Lean self-hosted
$7-$30/ month

A small cloud server runs interactive sprint boards and immutable story events, PostgreSQL, and scheduled backups.

Lowest baseline cost
More control
$40-$160/ month

Separate web, data, and background capacity for interactive sprint boards and immutable story events when operational isolation matters.

Most separation and control

Build blueprint

Build the first paid use case

Product goal

Who it serves and what it must change

Target user
Small software teams planning and reviewing time-boxed sprints.
Problem
Commitment, scope changes, and completion history are inconsistent, making capacity and retrospective discussions subjective.
Measurable outcome
A team commits a sprint in under ten minutes, sees every scope change, and closes with completed, carried, and burndown evidence.

MVP scope

What ships now and what waits

Included

  • Backlog
  • Capacity context
  • Sprint commitment
  • Story board
  • Transition history
  • Burndown
  • Retrospective notes

Excluded

  • Portfolio planning
  • Git automation
  • Time tracking
  • AI summaries
  • Individual scoring

UX and user flow

Screens, actions, and states

Sprint Planner

Balance prioritized stories against available capacity and recent completion range.

Set datesSet capacityPull storyCommit sprint
Sprint Board

Advance committed work while exposing blocked and scope-changed items.

Move storyMark blockedAdd scopeOpen history
Sprint Review

Compare commitment, completion, carryover, and burndown before saving notes.

Close sprintInspect scope changesAdd retrospective note

Primary flow

  1. Facilitator sets dates and capacity
  2. Team commits estimated stories
  3. Members move work and record blocks
  4. System snapshots progress daily
  5. Team closes sprint and records reflection

Loading, empty, and error states

  • Sprint: draft, active, closing, closed
  • Story: backlog, selected, in_progress, blocked, review, done, carried
  • Scope event: committed, added, removed, reestimated

Core entity outline

Entities and business rules

Sprint

Defines dates, capacity, status, and immutable commitment totals.

Fields
team_id, starts_at, ends_at, capacity_points, committed_points, status
Relations
Has many SprintStories, Has one Retrospective
SprintStory

Connects a backlog story to one sprint with estimate and delivery state.

Fields
sprint_id, story_id, points_at_commit, current_state, added_after_commit
Relations
Belongs to Sprint, Has many StoryEvents
StoryEvent

Preserves state, estimate, scope, and block changes for metrics and recovery.

Fields
sprint_story_id, event_type, from_value, to_value, actor_id, occurred_at
Relations
Belongs to SprintStory

Business rules

  • Only estimated backlog stories can be committed
  • Commitment points never change after sprint start
  • Later re-estimates create events and affect current scope only
  • Closed sprints are read-only
  • Velocity is team-level completed points and never ranks individuals

Architecture and data flow

Components, integrations, and controls

Planning service

Create commitment snapshots and calculate visible capacity context.

Board service

Apply authorized story transitions with optimistic concurrency.

Sprint metrics

Derive burndown, scope change, completion, and carryover from events.

Integrations

  • Optional transactional reminders only

Data flow

  1. Backlog stories enter a draft sprint
  2. Commit freezes baseline points
  3. Board changes append events
  4. Metrics derive daily state
  5. Close records carryover and retrospective

Failure handling

  • Rollback a dragged card when version conflicts
  • Rebuild charts from events after a metrics error
  • Prevent duplicate sprint close with an idempotency key

Security

  • Team-scoped access
  • Role checks for sprint close
  • Actor and timestamp on events
  • No individual velocity leaderboard

Rate limits

  • Debounce drag updates
  • Limit bulk backlog imports
  • Cache closed-sprint charts

Deliverables and acceptance

Definition of done for the MVP

Deliverables

  • Backlog and planner
  • Accessible sprint board
  • Event history
  • Burndown and velocity range
  • Retrospective view
  • Seed team and recovery tests

Acceptance criteria

  • Commitment total remains unchanged after sprint starts
  • Every added or removed story is marked in history
  • A conflicting drag returns the card to current server state
  • Closing twice creates one closure
  • No report ranks individual contributors

Recommended stack

Enough technology for the first version

Web application

Next.js and TypeScript

Supports a responsive drag board, planning view, and charts in one application.

Data

PostgreSQL

Stores sprints, stories, estimates, state events, and immutable commitment snapshots.

Interaction

dnd-kit

Provides accessible drag-and-drop with keyboard alternatives and server confirmation.

Charts

Recharts

Renders burndown and velocity ranges from persisted sprint events.

Why this is sufficient

Event history around a relational sprint model is sufficient for reliable planning metrics. The product does not need AI or external integrations to calculate commitment, burndown, and carryover.

Not required for the MVP

LLM APIGitHub integrationSearch serviceBackground workersNative mobile app
Next stepTurn the blueprint into an execution plan

Copy the build prompt, model the operating cost, and choose where to deploy.

Build and ship

Execution

Build, price, and deploy the MVP

Once the blueprint is clear, use the prompt, cost model, and deployment options to start building.

Build prompt

Copy this into a builder

Use a TypeScript relational application with an append-only transition history; prototype the board in Lovable, then harden concurrency and accessibility.

Build prompt

Your build prompt is ready

Open the prompt pack whenever you are ready to take this blueprint into your builder.

Based on the blueprintReady for your builderFollow-up steps included

Cost calculator

Model the MVP operating cost

A technical run-cost estimate for the first production version. Team, acquisition, payment fees, and business COGS are excluded.

Estimated monthly total$20-$65

$10-$33 per 2,500 story transitions

Story transitions / month5,000 story transitions
Selected pathEasiest
Pricing checkedAug 2, 2026

Usage assumptions

Use beta workload metrics when available.

Infrastructure approach
App, database, backups, and logs for interactive sprint boards and immutable story events with minimal platform operations.
Cost breakdown

$20-$65 per month

Low and high values allow for usage variance and plan headroom.

Managed Railway deployment

App, database, backups, and logs for interactive sprint boards and immutable story events with minimal platform operations.

50K story transitions included, then $8-$20 per 50K story transitions
$20-$65

Included

  • Application and database hosting
  • Backups
  • Basic logs
  • Chart and board delivery

Not included

  • Migration from enterprise trackers
  • Source-control integrations
  • Facilitation labor
  • Analytics warehouse
  • Custom SSO

Pricing basis

The estimate combines the selected infrastructure path, required operating modules, selected optional modules, and usage above included monthly allowances. Taxes and regional uplifts are excluded.

Deployment options

Pick the operational tradeoff

Choose based on operating preference, not only the headline price.

EasiestRecommended

Railway

Deploy the sprint board, event history, and planning reports with managed services, environment variables, logs, and a short path from prototype to beta.

$20-65/month at beta scale before workflow add-ons

Good fit

  • Fast deployment
  • Managed database
  • Simple previews

Limitation

Usage-based compute needs budget alerts as activity grows.

Cheapest

Vultr

Run the app, worker, and database on one small Vultr VPS with Docker Compose and explicit backups.

$7-30/month before workflow add-ons

Good fit

  • Low baseline
  • Portable Docker setup
  • Predictable capacity

Limitation

The operator owns database maintenance and incident response.

More control

DigitalOcean

Separate application, worker, data, storage, and backup responsibilities as the workload grows.

$40-160/month before workflow add-ons

Good fit

  • Separated services
  • Capacity headroom
  • AWS ecosystem

Limitation

More moving parts increase setup and observability work.