Build the Demo First: Why Infrastructure Beats Features in Hackathons
tl;dr
Building demonstration infrastructure before product features enables instant context switching, accelerates testing cycles, and validates core mechanics without waiting for real-world conditions. Invest your first hackathon hours in testing systems, not just features.
Most hackathon teams dive straight into building their core product, racing to get features working before time runs out. This instinct feels right but often backfires, especially when building context-dependent systems like adaptive UIs, recommendation engines, or personalization features.
The fundamental problem: how do you test a system that changes behavior based on user state, time constraints, or environmental factors without waiting for those conditions to occur naturally?
This article was inspired by a recent hackathon experience building an adaptive interface. Here's the LinkedIn post that sparked this comprehensive guide:
What is Demo-First Development?
Demo-first development prioritizes building testing infrastructure and demonstration systems before implementing production features. Instead of creating your product and hoping to test it later, you build the scaffolding that lets you instantly simulate any user scenario, edge case, or contextual state your product will encounter.
This approach flips traditional hackathon strategy on its head. Rather than spending 80% of time building features and 20% testing them, you invest 20-30% upfront creating a demonstration harness that makes the remaining 70-80% dramatically more efficient and higher quality.
Why This Matters
Context-dependent systems fail silently in development. An adaptive UI that changes based on "4 days until trial expires" versus "6 hours remaining" can't be tested by simply refreshing your browser. A recommendation engine that personalizes for new versus experienced users requires fabricating user histories. A time-sensitive notification system needs the ability to simulate different temporal states.
Without demonstration infrastructure, you're forced into one of three bad choices:
- Wait for real conditions (impossibly slow during a hackathon)
- Manually edit database states (error-prone, time-consuming, non-repeatable)
- Skip testing edge cases (ships broken features, wastes demo time)
Demo-first development eliminates this trilemma by making every scenario instantly accessible.
How Context-Aware Systems Fail Without Demo Infrastructure
The Hidden Testing Bottleneck
Imagine building a dashboard that displays different CTAs based on user tenure and trial expiration. Your logic might be:
- New user, 4+ days remaining: Educational onboarding, feature discovery prompts
- New user, fewer than 24 hours remaining: Urgent upgrade CTAs, trial extension offers
- Experienced user, active subscription: Advanced features, usage analytics
- Experienced user, churned: Win-back messaging, special offers
To test this thoroughly, you'd need to:
- Create test accounts with different registration dates
- Manually adjust trial expiration timestamps in the database
- Generate realistic activity histories for "experienced" users
- Reset everything between test cycles
- Remember which account represents which scenario
Each test cycle burns 5-10 minutes minimum. Multiply by 20-30 iterations during development, and you've lost 2-4 hours to context switching overhead alone.
The Demo System Alternative
A demonstration harness for this system would provide instant switching:
// Demo control panel (development only)
<DemoControls>
<ScenarioSelector
scenarios={[
{ label: "New user, 4 days left", userId: "new-4d", trialDays: 4 },
{ label: "New user, 6 hours left", userId: "new-6h", trialDays: 0.25 },
{ label: "Power user, active", userId: "exp-active", subscription: "pro" },
{ label: "Churned user", userId: "exp-churned", subscription: "expired" }
]}
onChange={(scenario) => setDemoContext(scenario)}
/>
</DemoControls>Now every scenario is one click away. Test cycles drop from 5-10 minutes to 5-10 seconds. You gain the ability to rapid-fire through edge cases, verify transitions between states, and confidently demo every scenario without worrying about setup.
Step-by-Step: Building Your Demo Infrastructure
Step 1: Identify Your Contextual Variables
Before writing code, map out every dimension your system responds to:
User attributes:
- Registration date / account age
- Activity level (new, occasional, power user)
- Subscription status (trial, active, expired, churned)
- Feature usage history
- Behavioral segments
Temporal factors:
- Time remaining in trial
- Days since last activity
- Seasonal or time-of-day variations
- Deadline proximity for time-bound events
Environmental context:
- Device type or screen size
- Connection quality
- Geographic location
- A/B test cohorts
Create a simple matrix of your top 3-5 variables and the discrete states each can take. This becomes your scenario catalog.
Step 2: Design Your Demo Control Interface
The best demo controls are non-intrusive but instantly accessible. Common patterns:
Keyboard shortcuts:
// Press 1-9 to switch scenarios
useKeyboardShortcut(['1', '2', '3', '4', '5'], (key) => {
setScenario(DEMO_SCENARIOS[parseInt(key) - 1]);
});Floating control panel:
// Position in corner, collapsible
<div className="fixed bottom-4 right-4 z-50 bg-base-200 p-4 rounded-lg shadow-xl">
<h3 className="font-bold mb-2">Demo Controls</h3>
<select onChange={(e) => setScenario(e.target.value)}>
{scenarios.map(s => <option key={s.id} value={s.id}>{s.label}</option>)}
</select>
</div>URL parameters:
// ?demo=new-6h loads that scenario automatically
const demoScenario = searchParams.get('demo');
useEffect(() => {
if (demoScenario && DEMO_SCENARIOS[demoScenario]) {
setScenario(DEMO_SCENARIOS[demoScenario]);
}
}, [demoScenario]);Step 3: Create Scenario Data Fixtures
Define reusable data snapshots for each scenario:
const DEMO_SCENARIOS = {
'new-4d': {
user: {
id: 'demo-user-1',
name: 'New User Demo',
createdAt: subDays(new Date(), 3), // 3 days ago
activityCount: 2,
subscription: {
status: 'trial',
expiresAt: addDays(new Date(), 4)
}
},
metadata: {
label: 'New user, 4 days remaining',
description: 'Recently signed up, still exploring features'
}
},
'new-6h': {
user: {
id: 'demo-user-2',
name: 'Urgent Trial Demo',
createdAt: subDays(new Date(), 7),
activityCount: 8,
subscription: {
status: 'trial',
expiresAt: addHours(new Date(), 6)
}
},
metadata: {
label: 'New user, 6 hours remaining',
description: 'Trial expiring soon, moderate engagement'
}
}
// ... more scenarios
};Step 4: Implement Context Injection
Create a context provider or state management layer that overrides real data with demo fixtures when active:
// React Context approach
const DemoContext = createContext(null);
export function DemoProvider({ children }) {
const [activeScenario, setActiveScenario] = useState(null);
const value = {
isDemo: !!activeScenario,
scenario: activeScenario,
setScenario: setActiveScenario,
getDemoUser: () => activeScenario?.user || null
};
return (
<DemoContext.Provider value={value}>
{children}
</DemoContext.Provider>
);
}
// In your components
function UserDashboard() {
const { isDemo, getDemoUser } = useDemo();
const { data: realUser } = useUser();
const user = isDemo ? getDemoUser() : realUser;
// Rest of component uses 'user' normally
}Step 5: Add Visual Indicators
Always make it obvious when demo mode is active to avoid confusion:
{isDemo && (
<div className="alert alert-warning mb-4">
<svg>...</svg>
<span>Demo mode: {scenario.metadata.label}</span>
<button onClick={() => exitDemo()}>Exit demo</button>
</div>
)}Step 6: Test Your Testing System
Validate that your demo infrastructure works by:
- Switching between all scenarios rapidly (should be instant)
- Verifying UI updates reflect scenario changes without page reloads
- Confirming edge cases (trial expiration thresholds, user state transitions)
- Testing keyboard shortcuts and alternative control methods
- Ensuring demo controls are easy to find but don't obstruct the main UI
Once your demo system is solid, you can iterate on actual features 5-10x faster.
Common Questions About Demo-First Development
Isn't building demo infrastructure wasted time that could go to features?
Demo infrastructure pays for itself within the first few test cycles. If manually setting up test scenarios takes 5 minutes and you test 20 times during a hackathon, you've spent 100 minutes on setup overhead. Building a demo system might take 30-45 minutes but reduces each test cycle to under 10 seconds, saving you 60-80 minutes total while dramatically increasing test coverage.
Should demo infrastructure be removed before production?
Most demo systems should be kept in development builds but disabled in production. Use environment variables or build flags to conditionally render demo controls. Some teams keep demo mode available in staging environments for QA testing and stakeholder demos. Never expose demo controls to end users in production.
What types of projects benefit most from demo-first development?
Context-dependent systems gain the most value: adaptive UIs, personalization engines, time-sensitive features, multi-step workflows, user onboarding flows, notification systems, and recommendation algorithms. Simple CRUD apps or static content sites need less demo infrastructure since their behavior doesn't vary much by context.
How do I handle demo scenarios that require backend state changes?
For hackathons, mock backend responses based on demo context rather than mutating real database state. Create a middleware layer that intercepts API calls and returns scenario-specific fixtures when demo mode is active. For production development, consider feature flags or dedicated test databases if backend state changes are necessary.
Can demo infrastructure help with presenting to judges or stakeholders?
Absolutely. Demo systems are invaluable for presentations because they guarantee you can show every scenario on demand without setup delays or technical hiccups. Assign keyboard shortcuts to your best scenarios and practice transitions. You'll deliver smoother, more comprehensive demos than competitors fumbling with database edits or browser sessions.
Real-World Demo Infrastructure Patterns
Pattern 1: Time Manipulation
For time-sensitive features, create a "virtual clock" that can be adjusted:
const DemoTimeMachine = {
offset: 0, // milliseconds to add/subtract from real time
now: () => new Date(Date.now() + DemoTimeMachine.offset),
setRelativeTime: (hoursFromNow) => {
DemoTimeMachine.offset = hoursFromNow * 60 * 60 * 1000;
},
reset: () => {
DemoTimeMachine.offset = 0;
}
};
// Usage
DemoTimeMachine.setRelativeTime(6); // Simulate 6 hours from now
const trialExpiration = DemoTimeMachine.now(); // Returns future timePattern 2: User Journey Simulation
Create pre-defined user journeys that advance through states:
const USER_JOURNEYS = {
onboarding: [
{ step: 1, completed: ['signup'], current: 'profile_setup' },
{ step: 2, completed: ['signup', 'profile_setup'], current: 'first_project' },
{ step: 3, completed: ['signup', 'profile_setup', 'first_project'], current: 'invite_team' }
],
powerUser: [
{
projects: 15,
lastActive: subHours(new Date(), 2),
features: ['api', 'webhooks', 'integrations']
}
]
};Pattern 3: A/B Test Scenarios
Instantly preview different experimental variations:
const AB_TEST_SCENARIOS = {
control: { variant: 'A', ctaText: 'Start Free Trial', ctaColor: 'primary' },
experimentV1: { variant: 'B', ctaText: 'Try Free for 14 Days', ctaColor: 'secondary' },
experimentV2: { variant: 'C', ctaText: 'Get Started Free', ctaColor: 'accent' }
};
// Toggle between variants instantly
<DemoABSelector scenarios={AB_TEST_SCENARIOS} />Pattern 4: Error State Simulation
Test error handling and edge cases without breaking things:
const ERROR_SCENARIOS = {
apiFailure: { simulateError: 'network', httpStatus: 500 },
rateLimited: { simulateError: 'rate_limit', retryAfter: 60 },
invalidData: { simulateError: 'validation', fields: ['email'] },
emptyState: { simulateError: 'no_data', reason: 'first_use' }
};Hackathon-Specific Optimizations
Quick-Start Template
For 24-48 hour hackathons, use this minimal demo setup:
// demo-config.ts
export const DEMO_MODE = process.env.NODE_ENV === 'development';
export const SCENARIOS = {
s1: { /* scenario 1 data */ },
s2: { /* scenario 2 data */ },
s3: { /* scenario 3 data */ }
};
// app.tsx
function App() {
const [demo, setDemo] = useState(null);
useKeyPress('1', () => setDemo('s1'));
useKeyPress('2', () => setDemo('s2'));
useKeyPress('3', () => setDemo('s3'));
return (
<>
{DEMO_MODE && <DemoBanner scenario={demo} onClear={() => setDemo(null)} />}
<YourApp demoData={demo ? SCENARIOS[demo] : null} />
</>
);
}Total setup time: 15-20 minutes. Saves hours throughout the hackathon.
Team Coordination
When working with multiple developers:
- Share scenario definitions in a central config file everyone imports
- Document keyboard shortcuts in your README so everyone uses the same controls
- Commit demo data fixtures to version control so the entire team has consistent test scenarios
- Assign ownership of demo infrastructure to one team member who maintains it while others build features
Measuring Demo Infrastructure ROI
Track these metrics to validate your investment:
| Metric | Without Demo System | With Demo System |
|---|---|---|
| Test cycle time | 5-10 minutes | 5-10 seconds |
| Scenarios tested per hour | 6-12 | 60-120 |
| Time to validate fix | 5+ minutes | under 30 seconds |
| Demo preparation time | 10-20 minutes | 0 minutes |
| Edge cases discovered | 20-30% | 80-90% |
In a 24-hour hackathon, a 30-minute demo infrastructure investment that saves 10 minutes per test cycle pays for itself after just 3 tests. By hour 12, you've saved 2-3 hours of cumulative testing time.
Key Takeaways
- Front-load infrastructure: Invest 20-30% of initial time building demonstration systems that make the remaining 70-80% of development dramatically faster
- Context is king: Systems that change behavior based on user state, time, or environment are nearly impossible to test efficiently without demo infrastructure
- One-click scenarios: Design demo controls that make any user scenario instantly accessible through keyboard shortcuts, dropdown selectors, or URL parameters
- Fixture-driven testing: Create reusable data snapshots for each scenario rather than manually manipulating state between tests
- Visual clarity: Always indicate when demo mode is active to avoid confusion between real and simulated contexts
- Presentation superpower: Demo infrastructure transforms hackathon presentations by guaranteeing you can show every feature and edge case on demand without setup delays
- Fast ROI: Demo systems pay for themselves within a few test cycles and compound value throughout the hackathon as iteration speed increases
Demo-first development isn't just a hackathon trick. It's a sustainable practice for building complex, context-aware systems that carries over into production development workflows. For more hackathon strategies, check out our complete AI hackathon guide and the hard-won lessons from placing 17th.
This article was inspired by content originally written by Mario Ottmann. The long-form version was drafted with the assistance of Claude Code AI and subsequently reviewed and edited by the author for clarity and style.