Discontinued

AppGyver was shut down on March 23, 2026

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AppGyver vs LLMs From Scratch

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-10-08
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At a glance

DimensionAppGyverLLMs From Scratch
Target UserSAP customers, enterprise developers, citizen developersDeep learning engineers, researchers, students learning LLMs
Core FeatureLow-code app builder, AI automation, RPA, 500+ templatesStep-by-step PyTorch code to build GPT-like LLM from scratch
IntegrationSAP BTP, S/4HANA, SuccessFactors, VS Code, UiPathPyTorch (code-based, no app integration)
AI CapabilitiesJoule AI assistant, AI workflow automation, document processingTeaches how to implement transformers, attention, fine-tuning, RLHF
Latest News2025 Visionary in Gartner LCAP MQ, MCP server integration, Joule Studio launchAuthor trained 30M/113M-param LLMs (2026 blog posts)

If you're an SAP customer needing to build compliant extensions or automate workflows, AppGyver is the no-brainer choice. If you want to truly understand how LLMs work under the hood and build one yourself in PyTorch, 'LLMs From Scratch' is unmatched. They serve completely different purposes, so your decision hinges on whether you're solving enterprise SAP problems or learning AI engineering.

AppGyver
AppGyver

Discontinued: SAP retired SAP Build Apps, formerly AppGyver, as a standalone product on March 23, 2026. SAP points users to the unified SAP Build platform.

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LLMs From Scratch
LLMs From Scratch

A code-first Manning book that walks you through building a GPT-2 class LLM in PyTorch, line by line, without using existing LLM libraries

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Pricing
Contact Sales
Paid
Plans
—
$0.99 with membership
$49.24 (list $59.99, 18% savings)
$49.99
Popularity
6.1k views
13 views
Skill Level
Intermediate
Intermediate
API Available
Platforms
WebMobileDesktopAPI
—
Categories
🚀 AI App & Website Builders🤖 Automation & Agents
🔬 Research & Education
Features
Drag-and-drop low-code app builder with 500+ prebuilt business process and app templates
Pro-code development with ABAP Cloud and CAP (Java/JavaScript)
Joule AI assistant for natural language app creation
Joule Studio for building AI agents grounded in business context
Agentic AI capabilities as ABAP evolves to support agentic development
Industry-specific AI portfolio targeting autonomous, end-to-end agentic execution
AI workflow automation combining reasoning with deterministic logic
Robotic process automation via the UiPath add-on
AI document processing with template-based extraction for unstructured input
Digital workspace and portal creation for business sites
Clean-core compliant extensions for S/4HANA Cloud
Governance, role-based access, and upgrade-safe extension management
Integration with Visual Studio Code and MCP servers
Custom code migration acceleration from ABAP to S/4HANA Cloud
Plan and code all the parts of an LLM in PyTorch
Build a base model comparable to GPT-2 without existing LLM libraries
Prepare a dataset suitable for LLM training
Work with text data and tokenization (chapter 2)
Code attention mechanisms from scratch (chapter 3)
Implement a GPT model from scratch to generate text (chapter 4)
Construct a complete training pipeline
Pretrain on unlabeled data (chapter 5)
Fine-tune the LLM for text classification (chapter 6)
Fine-tune with your own custom data
Use human feedback so the LLM follows instructions (chapter 7)
Build a chatbot that follows conversational instructions
Load pretrained weights into an LLM
Run the finished LLM on any modern laptop, with optional GPU use
Appendix A: Introduction to PyTorch; Appendix B: reference material
Integrations
SAP S/4HANA Cloud
SAP SuccessFactors
SAP BTP
SAP Cloud Application Programming Model (CAP)
ABAP Cloud
Visual Studio Code
MCP servers
UiPath

What real users say: AppGyver vs LLMs From Scratch

Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.

AppGyver

16 mentions across 2 sources · 43% positive — mixed (averaged across 2 sources)

Hacker News, YouTube

What users praise

  • • Unified low-code and pro-code platform from SAP
  • • Strong for SAP extensions and clean-core compliance
  • • 500+ prebuilt templates speed up development
  • • Joule AI assistant supports natural language app creation

What frustrates them

  • • Limited community reviews and hands-on feedback
  • • Steep learning curve for non-coders, per YouTube
  • • Build errors like 'Download error log' frustrated users
  • • Largely irrelevant for non-SAP organizations

Researched Aug 28, 2026

LLMs From Scratch

49 mentions across 3 sources · 73% positive (averaged across 3 sources)

Hacker News, GitHub, Lemmy

What users praise

  • • Unmatched depth in explaining transformer internals with code and illustrations
  • • Hands-on approach: build and train a GPT-like model from scratch on your laptop
  • • Cryptography: clear, step-by-step construction of multi-head self-attention and transformer blocks
  • • Strong focus on 'why' behind architecture, not just 'how' to use APIs

What frustrates them

  • • High skill barrier: requires intermediate Python and deep learning knowledge
  • • Time-consuming to work through fully—not a quick read
  • • Some chapter code lacks reproducibility, breaking the 'follow-along' experience
  • • Assumes PyTorch comfort; non-PyTorch users face extra friction

Researched Aug 14, 2026

Who should pick which

  • SAP developer building extensions
    Pick: AppGyver

    AppGyver provides drag-and-drop tools, ABAP Cloud, CAP, and Joule AI to quickly build clean-core compliant extensions for S/4HANA.

  • Machine learning engineer learning LLM internals
    Pick: LLMs From Scratch

    The book offers step-by-step PyTorch code to build a GPT-like LLM, covering essential topics like attention, training, and fine-tuning.

  • Enterprise IT automating SAP workflows
    Pick: AppGyver

    AppGyver includes AI workflow automation, RPA via UiPath, and 500+ templates to automate business processes within SAP.

  • CS student doing a deep learning project
    Pick: LLMs From Scratch

    The book provides a hands-on approach with code exercises that help you understand transformer architectures and train your own model.

  • Citizen developer in SAP environment
    Pick: AppGyver

    AppGyver's visual builder and templates enable non-programmers to create business apps and sites without code.

Frequently Asked Questions

AppGyver vs LLMs From Scratch: which should you choose?

If you're an SAP customer needing to build compliant extensions or automate workflows, AppGyver is the no-brainer choice. If you want to truly understand how LLMs work under the hood and build one yourself in PyTorch, 'LLMs From Scratch' is unmatched. They serve completely different purposes, so your decision hinges on whether you're solving enterprise SAP problems or learning AI engineering.

Can I use AppGyver without an SAP subscription?

No, AppGyver is designed for SAP customers and tightly integrated with SAP BTP. It is not suitable for non-SAP organizations.

Do I need to know Python to use 'LLMs From Scratch'?

Yes, the book assumes familiarity with Python and deep learning fundamentals to follow the code examples.

Which one is better for building a production LLM?

Neither directly. AppGyver doesn't build LLMs; it uses prebuilt AI. The book teaches you to build a prototype, not a production-grade model.

Does AppGyver support integration with non-SAP systems?

While it integrates with SAP and some third-party tools like UiPath and MCP servers, its primary focus is the SAP ecosystem.

Is 'LLMs From Scratch' up-to-date with the latest LLM architectures?

The book covers fundamental transformer architecture, which is still relevant. The author's 2026 blog posts show training modern small LLMs, indicating continued relevance.

Can I try AppGyver for free?

AppGyver requires contacting sales for access. There may be a trial, but pricing and trial details are not disclosed in the data.

Which tool is more cost-effective for a solo learner?

Definitely 'LLMs From Scratch' – a book is a one-time low cost, whereas AppGyver enterprise pricing is prohibitive for individuals.

Which product has better AI capabilities?

AppGyver offers ready-to-use AI (Joule assistant, workflow automation), while the book teaches you to build AI from scratch. The better choice depends on whether you need to use or create AI.

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Last reviewed: July 30, 2026