Building an Autonomous AI/ML Job Board in 48 Hours with Next.js and Stripe

I Built a Niche AI/ML Job Board in 48 Hours — Here’s the Exact Stack

Daniel Vermillion deployed aijobsboard.oblivionlabz.net, a fully autonomous platform that aggregates remote AI/ML job listings. The system operates with zero manual work by pulling data from free API sources every 30 minutes.

Why This Matters

Traditional job boards often require heavy manual moderation or expensive scraping infrastructure to maintain listing quality. This implementation demonstrates that a serverless, database-free architecture leveraging Incremental Static Regeneration (ISR) and free RSS/JSON feeds can achieve 97% autonomy with zero monthly operating costs, proving that niche platforms can be profitable without significant technical overhead.

Key Insights

• Zero-cost data acquisition: Aggregating jobs from free RSS/JSON feeds like RemoteOK and Jobicy avoids paid API overhead and scraping complexity.
• Revenue generation via Stripe: Employers pay $99 to $299 for featured listings, a model that generated $21k for similar niche boards in 2025.
• Autonomous updates via Vercel ISR: The platform revalidates static pages every 30 minutes to ensure fresh data without requiring a persistent database.
• SEO-driven architecture: Static pages with specific schema markup target long-tail keywords like ‘remote machine learning jobs’ for rapid organic discovery.

Working Examples

Free API sources for automated job aggregation without scraping.

const SOURCES = [
'https://remoteok.com/api?tag=ai',
'https://remotive.com/api/remote-jobs?category=software-dev&limit=50',
'https://jobicy.com/?feed=job_feed&job_category=dev&job_types=full-time'
]

Stripe webhook handler for processing automated featured listing payments.

export async function POST(req: Request) {
const event = stripe.webhooks.constructEvent(
body, sig, process.env.STRIPE_WEBHOOK_SECRET!
)
if (event.type === 'checkout.session.completed') {
// Store featured job, send confirmation
}
}

Practical Applications

• Use case: Deploying Vercel ISR for high-traffic niche sites to keep data current while maintaining static performance. Pitfall: Relying on third-party API availability can result in stale data if the source feed goes offline.
• Use case: Implementing automated Stripe Checkout flows for low-overhead B2B SaaS tools. Pitfall: Failure to properly handle webhook signatures can lead to security vulnerabilities and fraudulent transaction processing.

References:

• https://dev.to/oblivionlabz/i-built-a-niche-aiml-job-board-in-48-hours-stack-code-live-revenue-model-1l1g