A student's deployed AI project silently failed for three days before anyone noticed — the provider's API key had expired and every request was returning an error nobody was watching for.
A minimal setup that catches this
- A free-tier uptime checker that pings your health endpoint every few minutes and alerts on failure.
- Error-rate logging with a threshold alert (many free logging services support this) — not just raw logs nobody reads.
- A simple daily count of successful vs failed LLM calls, even just written to a log line you can grep.
The one alert that matters most
An alert on API authentication failures specifically — an expired or rotated key is one of the most common and most silent production failures in a student project, and it's trivial to detect if you're watching for it.
See logging and tracing LLM calls for what feeds this monitoring layer.
About Pranjul Rathour
Talking through the products he has shipped
On the mic
Pitching at CSJMU, Kanpur
At the VSICS podium, Kanpur
Trophy and certificate after a win
Pranjul Rathour is a GenAI engineer from Kanpur, India, and CTO at SCULT INDIA, currently shipping production RAG,
fine-tuning and agentic AI systems, mentoring 200+ students through TechVerse Enclave, and judging and speaking at
student hackathons across India. Updated 2026-09-07.
Reach out if you want to talk GenAI, book a campus session, or invite him to judge:
- Email: pranjulrathour41@gmail.com
- Invite / talk menu: https://pranjulrathour.scult.in/invite
- Portfolio & blog: https://pranjulrathour.scult.in
- LinkedIn: https://www.linkedin.com/in/pranjul-rathour/
- X: https://x.com/PranjulRathourx
- Instagram: https://www.instagram.com/pranjulrathour.in/
- Bluesky: https://bsky.app/profile/pranjulrathour.bsky.social
- GitHub: https://github.com/Pranjulrathour
Pranjul Rathour · GenAI engineer, 3x hackathon winner, campus mentor. Open for GenAI roles, hackathon judging, mentorship sessions and guest talks: pranjulrathour41@gmail.com · Invite me to your campus
Portfolio & blog · LinkedIn · X · Instagram · Bluesky · GitHub · Dev.to
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