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Limited program — applications close May 31, 2026

We are looking for a small group of manufacturers to validate Luviner in production.

Anomaly detection, predictive maintenance and quality monitoring on your real sensor data — running on-prem, deployable down to a 2 EUR microcontroller. The founding cohort gets one full year of Luviner, free.

Apply for a spot How it works
Cohort size
Small, hand-picked
Program length
12 months
Cost
Free
Applications close
May 31, 2026
What you get

Everything you need to ship a real industrial use case.

One year of Luviner, free

Full access for 12 months. No credit card. No usage cap. No hidden gating after the first model.

All 13 engines

Anomaly detection, predictive maintenance, multivariate quality monitoring, classification. AutoSelect picks the best one for your data, expert override available.

Embedded binary export

Compile your trained model to a C binary for any target: x86 server, industrial PC (ARM/x86), or microcontroller from 2 EUR upwards. No cloud required at runtime.

Direct technical channel

Email line directly to the founder for technical questions. Not sales calls, not demos — real help when you get stuck on data shape, training, or deployment.

On-premise from day one

Your sensor data never leaves your infrastructure. Train and deploy entirely inside your network if needed. We do not see your data.

What we ask in return

Three honest commitments. Nothing hidden.

Three written check-ins

Five-minute structured feedback at day 7, day 30 and day 60. Helps us improve, helps us tell whether you are stuck.

A case study if it works

If the pilot delivers measurable value, we publish a written case study with your numbers, your logo and one quote. Reviewed and approved by you before going live.

A 30-minute final interview

At the end of the program, regardless of outcome. Honest conversation about what worked, what did not, what would have made the difference.

A spot on our partners page

Founding partners are publicly listed on the Luviner website with company name and logo. This is the part that builds trust for the next manufacturers we talk to — and it gives you visibility as an early adopter of edge AI in production.

Who we are looking for

We pick on dataset readiness and use case clarity, not company size.

We expect to receive far more applications than spots. To be fair to everyone, here is how we will choose:

  • You already have historical sensor data that can be exported as CSV (or you can extract it within a week)
  • You can describe one specific problem in 2-3 lines: which machine, which sensors, what failure or defect you want to catch
  • There is one technical person in your team who will run the pilot — not a committee, not an external consultant
  • You are willing to share results with the wider community if the pilot works

Want to see what a CSV looks like? Download a real sample (vibration sensor) · CSV Data Format

Why this program exists

We need real industrial validation, not more synthetic benchmarks.

Luviner already runs on public benchmarks (SMD, SWaT, SMAP/MSL) with strong results. But synthetic benchmarks do not pay rent for anyone. Real factories have messy sensors, gaps in data, unexpected failure modes, and deployment constraints we cannot simulate from a laptop. This program puts Luviner on five real production lines, learns from what breaks, and turns the surviving installs into the case studies our next 50 customers will read.

Frequently asked questions

Questions before you apply

Is it really free? What is the catch?

Really free for 12 months, full access. The exchange is the three written check-ins, the final interview, and a case study only if the pilot works. After 12 months you decide whether to convert to a paid plan with a founder discount, or walk away with no obligation.

Does my data leave my infrastructure?

No. You can train and deploy entirely on-premise. We do not require uploading raw sensor data to our servers. The compiled binary runs locally on your hardware. We never see your data unless you choose to share it.

What happens after the 12 months?

Three options: convert to a paid plan with a permanent founder discount, stay on the free tier with limits, or stop using Luviner with no penalty. There is no auto-renewal, no credit card on file, no surprise invoice.

Do I need to be in Italy or Europe?

No. The program is open globally. We will run check-ins in English or Italian. Time-zone overlap with Europe makes communication faster but is not a requirement.

What if the cohort is already full when I apply?

We move you to the waitlist. The first cohort is small on purpose, so we can give every partner real attention. As soon as we open the next round we contact the waitlist first, before publishing anywhere. Filippo Groppi, founder of Luviner, personally reviews every application and responds within ten days.

I am not 100 percent sure my problem fits Luviner. Should I still apply?

Yes. The application form takes five minutes. If your problem does not fit, we will tell you honestly and point you in a better direction. If it might fit, we will discuss it before deciding. Do not self-reject.

Application form

Apply in 5 minutes

Fill in the form below. If anything is unclear, write what you can and we will follow up by email. We respond to every applicant within ten days.

Maximum 2000 characters. Honesty beats polish.

By submitting you agree to be contacted by Luviner about your application. We do not share your information with third parties. See our privacy policy.

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