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Book Your Discovery Call
Book Your Discovery Call
Deploy Production-Ready AI Models in 14 Days—Guaranteed.

Stop fighting with slow frame rates, missing dependencies, and TensorRT conversion errors. We provide fixed-bid AI deployment that transforms your trained models into high-performance engines optimized for NVIDIA hardware. If your model isn't deployed and performant in 14 days, we work for free until it is—plus a 50% discount for the delay.

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Milan | CTO at Farmhand AI"ProventusNova helped us bring up a third-party carrier board in a one-hour working session. Their deep platform knowledge and hands-on approach saved us days of trial and error."

the problemA Trained Model is Useless if it Can't Run in Real-Time.

Every time your model drops a frame or exhausts system memory, you aren't just facing an optimization bug; you're risking your product’s viability. Building a production-ready inference engine on Jetson requires more than just exporting a file, it requires mastering hardware-specific constraints.

Most engineering teams realize too late that a research-grade script isn’t a shipping product:

  • - Senior engineers waste weeks fighting TensorRT conversion errors and "unsupported layer" logs instead of refining your core AI features.
  • - High latency leaves your team guessing whether the bottleneck is in the preprocessing, the GPU-to-CPU copies, or inefficient INT8 quantization.
  • - System resources are wasted as VRAM usage spikes, causing the system to kill the process because the engine isn't properly utilizing the Deep Learning Accelerator (DLA).
  • The "just run it in a container" approach becomes your most expensive liability when your real-time system can't keep up with real-world data.
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Unblock Your Team · Accelerate Your Inference · Production Ready Guarantee · 
Unblock Your Team · Accelerate Your Inference · Production Ready Guarantee · 
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the solutionGo From Slow Inference to Real-Time Performance in 14 Days. 

We act as an elite extension of your AI team, delivering an optimized, hardware-accelerated inference engine in just two weeks.

With 6+ years in the NVIDIA Jetson ecosystem, we specialize in squeezing every drop of performance out of the Orin NX and AGX Orin. We have already solved the TensorRT layer conflicts and VRAM management issues that typically stall in-house teams for months.

Whether you are deploying a custom YOLO variant or a transformer-based architecture, our protocol guarantees a functional, optimized engine in two weeks. We resolve the complex precision tuning (FP16/INT8) and DLA mapping issues that leave internal teams stuck in debugging loops. We eliminate the trial-and-error phase entirely.

Book your Discovery Call

Unlock Real-Time Inference

Stop settling for low frame rates that lag behind reality. We turn research-grade AI models into high-speed inference engines, giving your team the performance they need to finally deploy your vision product to the field.

Fixed-Bid Guarantee

Eliminate the risk of open-ended optimization costs. We operate on a fixed-bid model with a 14-day delivery guarantee. If your engine isn’t performant by the deadline, we work for free until it is—and you get a 50% discount for the delay.

14 Day Delivery

Most AI teams spend months fighting TensorRT conversion and layer compatibility. We compress that entire struggle into two weeks. We get you to your target FPS while your competitors are still debugging “unsupported layer” errors in the forums.

Complete Hands-Off Optimization

Eliminate the internal burnout of low-level CUDA and TensorRT debugging. We handle the entire interface between your model and the Jetson hardware, including INT8 quantization and DLA mapping, so your researchers don’t have to.

how it worksHow To Deploy Your Model in 2 Weeks

01
Book Your 15 Minute Discovery Call
We’ll discuss your model architecture and performance targets to ensure your project is a perfect fit for our 14-day optimization protocol.
02
We Build Your Inference Engine
We handle the TensorRT conversion, precision tuning (FP16/INT8), and hardware mapping to ensure maximum throughput on your specific Jetson module.
03
You Start Shipping High Speed Inference
Your team takes over a validated, hardware-accelerated inference engine with full documentation, allowing them to start application deployment immediately.

User stories: hear what others love about ProventusNova!

Bongjin Raum Jeong
CEO & Hardware Engineer
UncommonLab

We had been blocked for several weeks trying to get USB working on our custom carrier board with JetPack 6. ProventusNova stepped in and resolved the issue in under a week, allowing us to move forward with validation and development.

Milan Young
CTO & Founder
Farmhand AI

ProventusNova helped us bring up a third-party carrier board under tight timelines. In a one-hour working session, they answered all our questions and got the board booting in minutes. Their deep platform knowledge and hands-on approach saved us days of trial and error.

Haneul Louis Yoon
CFO
UncommonLab

We needed critical USB fixes ported to JetPack 5, and ProventusNova delivered in just 10 hours. The fast turnaround helped us avoid delays and unnecessary engineering costs while keeping the project on schedule.

Aiswarya RaniBioTech ResearcherCSIR-IGIN

Working with ProventusNova felt like having an extension of our own team. When we were stuck setting up our edge AI device, they provided not just solutions, but true expert guidance. Their collaborative approach, including jumping on video calls whenever needed, was invaluable. They possess a deep understanding of the NVIDIA Jetson platform and equipped us with a perfectly tailored development environment for our biotech needs. They are a first-rate technical partner.

Everything you need to know.

No. This service focuses on deployment and hardware-specific optimization. We take your pre-trained weights and convert them into a high-performance engine.

If your model uses unsupported layers, we can implement custom plugins as an extra service. For the standard 14-day sprint, we focus on optimizing architectures compatible with the current TensorRT stack to ensure we hit your performance targets on time.

We guarantee a functional, hardware-accelerated deployment by Day 14. During our discovery call, we establish a realistic “Performance Ceiling” based on your architecture and target Jetson module. If we fail to deliver a functional, optimized engine by the deadline, we work for free until it’s done—plus you get a 50% discount for the delay. However, we cannot guarantee an FPS that exceeds the physical compute limits of the hardware or the complexity of the model architecture.

e can perform the initial optimization and benchmarking on an NVIDIA Devkit. This allows your software team to validate FPS and latency immediately. Once your final hardware arrives, we can perform the final deployment as a follow-up.

let's get startedReady to see your model run in real-time?

Book a 15 minute discovery call with us and let’s see if your project would be a good fit for our team.

Our Location

USA, Wyoming, Cheyenne
1603 Capitol Ave

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