Software Alternatives, Accelerators & Startups

Lucebox VS AllCode

Compare Lucebox VS AllCode and see what are their differences

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Lucebox logo Lucebox

The computer for local AI

AllCode logo AllCode

Your team for everything in the cloud!
  • Lucebox Lucebox Thumbnail
    Lucebox Thumbnail //
    2026-06-13
  • Lucebox Lucebox Demo
    Lucebox Demo //
    2026-06-13

Lucebox is a plug-and-play computer built for running local AI models and agents at full speed. Inside the custom chassis, a Ryzen AI MAX+ 395 with 128GB of unified LPDDR5X memory is paired with an RTX 3090, and the two work together through an open-source inference engine hand-tuned for exactly this hardware.

The architecture is what makes it fast. Large models live in the 128GB unified memory tier, while the 3090's high-bandwidth VRAM acts as a fast tier. Speculative decoding (DFlash) and speculative prefill (PFlash) bridge the two, producing inference speeds up to 10x higher than llama.cpp on the same silicon and beating machines like the Mac Studio and DGX Spark at a fraction of their effective cost.

Getting started takes minutes, not weeks. The whole stack comes pre-installed, and a single CLI command deploys any open model. There is no driver configuration, no quantization trial and error, no environment debugging. The software is fully open source on GitHub (Luce-Org/lucebox-hub), with thousands of stars and dozens of contributors improving the kernels in the open.

For developers and teams, the payoff is threefold: top-of-class tokens per second at $4,900, complete data privacy since nothing touches the cloud, and a fixed hardware cost that replaces ever-growing API bills. If you want to run agents around the clock on hardware you own, Lucebox is the computer for it.

  • AllCode Landing page
    Landing page //
    2021-11-12

Lucebox

$ Details
paid $4900.0 / One-off ($4,900 - One time payment)
Release Date
2026 April
Startup details
Country
United States
State
California
Founder(s)
Alessandro Puppo
Employees
1 - 9

AllCode

Pricing URL
-
$ Details
-
Release Date
-

Lucebox features and specs

  • Hybrid memory architecture
    128GB of LPDDR5X unified memory on the Ryzen AI MAX+ 395 holds large models, while the RTX 3090's 24GB of fast GDDR6X serves as a high-bandwidth tier. Speculative decoding across the two tiers delivers up to 10x faster inference than comparable single-tier machines.
  • Custom open-source inference engine
    Lucebox ships with hand-tuned CUDA kernels, DFlash speculative decoding, and PFlash speculative prefill (10x faster than llama.cpp), all open source with 2,000+ GitHub stars and an active contributor community.
  • One-command model deployment
    A single CLI pulls, configures, and serves any open model. No driver hunting, no quantization guesswork, no environment setup. Plug it in and run inference in minutes.
  • Pre-tuned for the exact hardware
    Unlike generic builds, the entire software stack is optimized for this specific chip pairing, so you get the full performance the silicon is capable of, out of the box.

AllCode features and specs

  • AWS Advanced Consulting Partner
    AllCode is an AWS Advanced Consulting Partner, which demonstrates a high level of expertise and certification in Amazon Web Services, giving clients confidence in their cloud infrastructure capabilities.
  • Broad Technology Expertise
    AllCode offers a wide range of services including cloud migration, DevOps, AI/ML, serverless architecture, and custom software development, making them a versatile partner for diverse technology needs.
  • Focus on Modern Technologies
    The company emphasizes cutting-edge technologies such as generative AI, large language models, and serverless computing, positioning clients to take advantage of the latest innovations in the tech landscape.
  • End-to-End Development Services
    AllCode provides full-cycle development services from consulting and strategy through implementation and ongoing support, allowing clients to work with a single partner throughout their project lifecycle.
  • Startup and Enterprise Support
    AllCode works with both startups and enterprise clients, offering scalable solutions that can grow with a business, and they have experience helping startups build MVPs as well as helping larger organizations modernize their infrastructure.

Possible disadvantages of AllCode

  • Limited Public Brand Recognition
    Compared to larger consulting firms like Accenture or Deloitte, AllCode has relatively limited brand recognition, which may make some enterprise decision-makers hesitant to engage them for large-scale projects.
  • Smaller Team Size
    As a smaller boutique consultancy, AllCode may have limited bandwidth to handle multiple large-scale projects simultaneously, potentially leading to longer wait times or resource constraints during peak periods.
  • Limited Public Case Studies
    There is a relatively limited number of detailed public case studies or client testimonials available, making it harder for prospective clients to thoroughly evaluate their track record and results.
  • AWS-Centric Focus
    While their AWS expertise is a strength, their heavy focus on AWS could be a drawback for organizations committed to other cloud platforms like Microsoft Azure or Google Cloud Platform who need multi-cloud or alternative cloud expertise.
  • Geographic Limitations
    As a US-based company, clients in other regions may face challenges related to time zone differences and localized support, which could impact communication and project turnaround for international engagements.

Analysis of Lucebox

Overall verdict

  • Lucebox appears to be a niche/low-profile platform, and there isn't substantial verified public information, reviews, or track record available to confidently assess its quality or reliability.

Why this product is good

  • Limited publicly available information makes it difficult to verify claims of quality or performance.
  • No significant user reviews or third-party assessments found to validate reputation.
  • Unclear business longevity or company backing compared to more established competitors.
  • Potential niche functionality that may suit specific use cases if verified directly.

Recommended for

  • Users willing to conduct their own due diligence before committing.
  • Those seeking niche or specialized tools not offered by mainstream providers.
  • Early adopters comfortable testing lesser-known platforms.
  • Not recommended for users requiring proven, well-reviewed, enterprise-grade solutions.

Analysis of AllCode

Overall verdict

  • AllCode is a software development and consulting agency offering services such as custom software development, blockchain solutions, AI/ML integration, and digital product design; it appears to be a legitimate mid-sized development shop with a solid track record, though as with any agency, results depend on the specific project scope and team assigned.

Why this product is good

  • Offers a broad range of technical services including web/mobile development, blockchain, and AI integration under one roof
  • Has experience working with startups and established businesses across multiple industries
  • Provides consulting alongside development, which can help clients refine product strategy before building
  • Portfolio suggests hands-on experience with emerging technologies like blockchain and smart contracts

Recommended for

  • Startups needing an end-to-end development partner for MVPs or full products
  • Businesses looking to integrate blockchain or AI/ML capabilities into existing systems
  • Companies seeking a single vendor for both technical consulting and implementation
  • Organizations without in-house technical teams who need outsourced development expertise

Category Popularity

0-100% (relative to Lucebox and AllCode)
Computer
100 100%
0% 0
Mobile Software
0 0%
100% 100
Developer Tool
100 100%
0% 0
AWS
0 0%
100% 100

Questions & Answers

As answered by people managing Lucebox and AllCode.

What's the story behind your product?

Lucebox's answer

I am the founder of Lucebox, focused on making local AI faster, more accessible, and easier to deploy. My goal is to give developers a powerful system that runs AI models efficiently while keeping data private. We are building hardware and software that help teams unlock the full potential of local AI.

Which are the primary technologies used for building your product?

Lucebox's answer

CUDA 12+, C++17, Python 3.10+, GGUF, DFlash & PFlash, NVIDIA RTX 3090, AMD Ryzen AI MAX+ 395, Linux

User comments

Share your experience with using Lucebox and AllCode. For example, how are they different and which one is better?
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Social recommendations and mentions

Based on our record, AllCode seems to be more popular. It has been mentiond 2 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Lucebox mentions (0)

We have not tracked any mentions of Lucebox yet. Tracking of Lucebox recommendations started around Jun 2026.

AllCode mentions (2)

  • Software Development Services | Allcode
    Software development services is the process of creating and maintaining the various components of software, including applications and frameworks. Source: over 3 years ago
  • Front end and back end developer
    Looking for hiring thefront and backend developer? Contact with Allcode and get the best full stack developers at best price in the USA. For more details contact us now. Source: over 4 years ago

What are some alternatives?

When comparing Lucebox and AllCode, you can also consider the following products

tinygrad - This may not be the best deep learning framework, but it is a deep learning framework.

Olares - Self-hosted home cloud OS for running apps, managing files, and securely accessing your services from anywhere.

NVIDIA - We create the worldโ€™s fastest supercomputer and largest gaming platform.