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系统运行中|CASE STUDY · 飞镖竞技生态·2025

/ 00 · HERO

Case · Good Darts

Not a scoring tool.
A full competitive darts ecosystem.

Good Darts brings AI scoring, match lobby, tournaments and community into one platform. Offline play, online operations and brand conversion all run on the same system.

Book a 30-min consultationSee the core platform
0+
Core modules
0%
AI scoring accuracy
0%
Offline-capable
0+
Game modes
Good Darts live match screen
Live · AI Scoring
T20 · 60
PPR · last match
74.1 ▲ +3.2
01 · Project Background

Not just another “scoring tool”
but a complete darts tournament ecosystem.

The client started by asking for a darts scoring system. After deeper conversations, the real need was a full online platform covering matches, social, operations, growth and commerce — not a single tool.

Industry Status
5 issues

Five recurring problems across existing darts systems

01Network-dependent
Weak or offline networks break the experience
02Hardware-bound features
Only basic scoring, nothing more
03Fragmented tournaments
Registration, seeding and scheduling stay disconnected
04No social retention
Players have no way to stay engaged between matches
05No operations loop
Brands can't build long-term user operations
Re-framing The Problem

From “tool” to “ecosystem”

Scoring toolUnified platform
  • 01Competition
  • 02Player social
  • 03Tournament ops
  • 04User growth
  • 05Commerce
Offline darts venue
Where It Happens
Offline venues · bars · clubs · live tournaments
02 · The Real Problems

Three problems the client actually needed solved.

On the surface it looked like “we want a scoring system.” Underneath were three experience gaps no one had taken seriously.

P-01 · PAIN POINT

“Weak network, broken match”

Legacy darts systems push everything to the cloud in real time. Once venue Wi-Fi drops or the tournament floor saturates, scoring lags, data goes missing and matches stall.

Customer Needs
Runs offlineLocal match storageAuto-sync on reconnectNo tournament downtime
P-02 · PAIN POINT

“Matches offline, users online — disconnected”

WeChat group announcements, Excel brackets, manual entry fees and hand-copied results. Low efficiency, low engagement, no player data to retain afterwards.

Customer Needs
Online registration / paymentAuto-seeding and bracketsLive progression and standingsPersistent player profiles
P-03 · PAIN POINT

“Score and leave — no reason to come back”

Most darts systems stop at the tool layer: no progression, no social, no content, no store. After one match, there is nothing to bring players back.

Customer Needs
Social sharingRanked progressionContent libraryIn-app store
03 · What We Built

What we shipped is
more than a darts system.

A unified competitive platform built around darts: AI, matches, social and commerce in one product.

The Formula
AI+Matches+Social+Commerce=Unified darts platform
Match lobby
Multi-mode · offline-capable
AI scoring
Computer vision · real-time
Tournaments
Registration · seeding · brackets
Community
Stats · video · social
Store
Equipment · merch · gear
Progression
Profile · ranking · levels
STEP 01 · MATCH HALL

Match lobby system
Multi-mode · offline-capable · immersive play

Supported Modes
7 modes

One lobby, 7 core game modes

01
X01
Classic format
02
Cricket
Tactical clearing
03
High Score
Speed scoring
04
Ranked
Tier progression
05
Practice
Accuracy drills
06
Friends
1v1 invite
07
Matchmaking
Random opponent
Local-First Architecture
Offline→ Local cache→ Online→ Auto sync

Matches still run in basements, packed bars and congested tournament floors. Match data caches locally and syncs to the cloud once the network is back.

Game mode selection
Bento UI · Mode Select
Gameplay
7 modes · 1 entry point
Match Lobby

Create lobby · invite friends · live sync

Players create matches, set rules (501 / Straight In Master Out / 50 rounds / best of 2 legs) and wait for friends — all from one lobby screen.

501
Straight In Master Out·50 rounds·Best of 2 legs / 2 sets
PLAYER 1
Hutu Tu
PPR 78.9·WIN 96%
WAITING
Waiting for opponent…
Live Match

Auto round scoring · live countdown · per-dart input

The match screen tracks the game in real time: remaining score, per-dart input, bust detection and PPR — every action happens under the player's thumb.

REMAIN
439
SCORE
60
PPR
10.1
Live match screen
STEP 02 · AI ENGINE

More than “auto scoring”
— a real-time AI vision engine.

Dart position, hit zone, score, round, busts and finish path — no manual input anywhere in the loop.

AI vision recognition
AI Vision · Real-Time

Live camera recognition of every dart
From frame to score in milliseconds.

T20
60
p=0.72
D16
32
p=0.64
BULL
50
p=0.81
Real-Time Pipeline

5-step real-time recognition

  1. Frame capture
    HD camera live frames
    01
  2. Hit detection
    Zone + score
    02
  3. Multi-frame check
    Occlusion / glare correction
    03
  4. Round settlement
    Bust / finish decision
    04
  5. Finish suggestion
    Recommended out path
    05
Comparison

Manual vs. AI scoring

Dimension
Manual
AI scoring
Scoring method
Manual input
AI recognition
Scoring speed
Operator lag
Real-time
Error rate
Miss-entries common
Auto-validated
Match flow
Frequent interruptions
Continuous
Tournament staffing
Needs scorers
Lower labor cost
Real-World Edge Cases

Built for messy venues

Multi-frame analysis plus dynamic correction handles the conditions you actually see on-site:

  • Dart occlusion01
  • Overlapping flights02
  • Lighting changes03
  • Board glare04
  • Player body in frame05
AI Coaching

From auto scoring to
finish suggestions

Using each player's history, the AI analyzes hit zones, checkout stability, bust patterns, scoring efficiency and aim drift to recommend finish routes and training focus.

Finish · Remain 78recommended
OPTION A
T18 + D12
78%stability
OPTION B
T14 + D18
65%stability
HISTORICAL TENDENCYlast 30 throws
STEP 03 · TOURNAMENT

An end-to-end tournament system, from sign-up to trophy.

No more WeChat groups, Excel brackets or hand-tallied results.

Tournament Pipeline
7 steps · automated
1
Online registration
Self-serve sign-up
2
Entry fees
WeChat / Alipay
3
Auto seeding
Smart bracket build
4
Schedule
Live push notifications
5
Brackets
Dynamic progression
6
Standings
Final leaderboard
7
Player profile
Persistent match history
Live Tournament · Dashboard

Good Darts Cup · Spring 2026

● LIVER-OF-16
1/8
Player 13
Player 21
Player 33
Player 41
Player 53
Player 61
Player 73
Player 81
Player 93
Player 101
Player 113
Player 121
Player 133
Player 141
Player 153
Player 161
1/4
Player 13
Player 21
Player 33
Player 41
Player 53
Player 61
Player 73
Player 81
SEMI
Player 13
Player 21
Player 33
Player 41
REGISTERED
128
MATCHES PLAYED
96
AVG PPR
62.4
Why It Matters

Operational efficiency and player experience, together

Tournament staffing
No on-site scoring or reconciliation
↓ 70%
Registration conversion
One-tap online sign-up and payment
↑ 3.2x
Match data captured
Every match enters the record
100%
Post-event retention
Profile / ranking / community
↑ significant
STEP 04 · COMMUNITY & PROFILE

Keep players “in the game”.

Community feed, player profiles and an in-app store — turn one-time players into long-term users.

Community recommendation feed
Community

A content feed built for darts players

Three tabs — Following / Recommended / Courses — bring content, players and gear together.

259 32 18
Player Profile

Each player's darts profile page

Verified profile, PPR trend, cumulative points and achievement badges — every match adds to long-term progression.

C
ChayeVerified
View community profile ›
2
Effects
76.29
Points
2.75
Coins
2.75
Friends
X01 · last 10 matches PPR▲ +12.4%
23.99
PPR
100.23
First-9 PPR
44.62
Checkout score
Commerce Loop

Social feed straight into the store

Darts equipment, accessories and training courses all live in the in-app store. Orders — unpaid, shipping, pending review, canceled — surface on the profile page, closing the loop from play to content to purchase.

Unpaid2
Shipping1
Pending review3
Completed24
Conversion Funnel
last 30 days
Match players
12,480
Community
7,738
Store visit
4,243
Orders placed
1,373
Player profile page
Profile · Dashboard
05 · TECHNICAL ARCHITECTURE

A layered architecture for offline play and online community.

Edge AI, real-time long connections, high-concurrency services, offline-first — tournament floors stay running.

System Layers
5-layer architecture
App clientL5
iOS · Android · mini programLocal cache / offline modeBento UI design language
Edge AI inferenceL4
On-device vision modelMillisecond latencyOffline-capable
ServerL3
Matches / tournaments / social / store microservicesNode.js · high-concurrencyReal-time long connections
Data layerL2
Player profiles · match dataPostgreSQL · RedisReal-time stats and leaderboards
Cloud infrastructureL1
Elastic scalingObject storage / CDNObservability stack
Reliability
Tournament-grade reliability
  • P99 API latency< 120 ms
  • AI end-to-end< 200 ms
  • Data persistence0 loss
  • Offline capabilityFull match
Design Principle

Local-First &
Offline-Resilient.

The critical path — throw, score, record — never depends on the network. That engineering line is what separates Good Darts from every other system on the market.

06 · FINAL RESULT

After launch, Good Darts became the new entry point for
competitive darts.

From an initial ask for a “scoring tool” to a unified darts platform — Good Darts upgraded the product surface, the technical capability and the operations loop in one shipment.

Offline scenarios
0%
Full match playable
AI scoring accuracy
0%
Real-world venues
AI scoring latency
0 ms
End-to-end real-time
Game modes
0 +
Covers core formats
Good Darts platform
Outcome

From tool to ecosystem:
every match becomes long-term value.

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© 2026 Wavesteam · Case Study · Good Darts
wavesteam.cn ↗

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