Software Alternatives & Startups

Substack VS HumanLayer

Compare Substack VS HumanLayer and see what are their differences

Substack

With Substack, anyone can start a publication that combines a personal website, blog, and email newsletter or podcast. It's quick and simple.

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0 reviews
HumanLayer

Human-in-the-Loop infra for AI Agents

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0 reviews
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, Substack seems to be a lot more popular than HumanLayer. While we know about 111 links to Substack, we've tracked only 2 mentions of HumanLayer.

social mentions
111 vs 2
Blogging popularity
100% vs 0%
alternatives listed
240+ vs 20

Base details

Website, pricing, platforms and company facts side by side.

Substack
HL
HumanLayer
Website substack.com humanlayer.dev
Company Startup from the United States —
Listed in

Features and specs

What each product offers, as listed by its team.

Substack 6 features
HL
HumanLayer 5 features
  • Ease of Use
    Substack offers a user-friendly interface that makes it easy for writers to publish and monetize their newsletters.
  • Built-in Monetization
    Writers can easily charge readers for subscriptions, allowing for straightforward monetization.
  • Direct Audience Connection
    Substack allows writers to build a direct relationship with their audience via email, which can lead to a more engaged readership.
  • Discovery and Community
    Features like staff picks and recommendations help writers get discovered by new readers.
  • No Upfront Costs
    Substack does not charge upfront fees; instead, it takes a percentage of subscription revenues, making it easier to start.
  • Content Ownership
    Writers retain full ownership of their content, giving them more control over their work.

Possible disadvantages

  • Revenue Share
    Substack takes a 10% cut of subscription revenues, which can add up for writers with a large subscriber base.
  • Limited Customization
    The platform has limited customization options compared to building a custom website or using more flexible CMS options.
  • Dependency on Platform
    Relying on Substack means depending on its policies and infrastructure, which could pose risks if the platform changes its terms or features.
  • Competition
    As more writers join Substack, it can become challenging to stand out amidst the growing competition.
  • Email Deliverability
    Writers may face issues with email deliverability, as some newsletters may end up in spam folders.
  • Payment Processing Fees
    Besides Substack's fee, payment processors like Stripe also take a percentage, further reducing net earnings for writers.
  • Human-in-the-loop for AI agents
    HumanLayer provides a structured framework for incorporating human oversight and approval into AI agent workflows, ensuring that critical or sensitive actions are reviewed by a human before execution. This reduces the risk of AI making costly or irreversible mistakes.
  • Easy integration with existing agent frameworks
    HumanLayer is designed to work with popular AI agent frameworks like LangChain, CrewAI, and others, making it relatively straightforward to add human approval gates to existing agent pipelines without major architectural changes.
  • Multi-channel contact support
    HumanLayer supports human approvals through multiple channels such as Slack and email, allowing teams to integrate approval workflows into communication tools they already use, reducing friction in the review process.
  • Granular control over approval workflows
    Developers can define specific function calls or actions that require human approval, allowing fine-grained control over which agent actions need oversight and which can proceed autonomously. This enables a balanced approach between automation and human control.
  • Open source core
    HumanLayer offers an open-source SDK, making it accessible for developers to inspect the code, contribute improvements, and customize the tool for their specific needs without vendor lock-in concerns.

Possible disadvantages

  • Added latency to agent workflows
    Requiring human approval introduces delays into AI agent pipelines, as the workflow must pause and wait for a human to review and respond. This can significantly slow down time-sensitive processes or reduce the efficiency gains that agents are meant to provide.
  • Relatively early-stage project
    HumanLayer is a relatively new and emerging tool in the AI agent ecosystem. This means the documentation, community support, and feature set may not be as mature or comprehensive as more established tools, and the API may undergo breaking changes.
  • Scalability challenges with human bottlenecks
    As AI agent usage scales up, the human approval step can become a bottleneck. If many agents or many actions require approval simultaneously, it can overwhelm human reviewers and create queues that defeat the purpose of automation.
  • Limited ecosystem and integrations
    While HumanLayer supports some popular agent frameworks and communication channels, the range of supported integrations is still growing. Teams using less common frameworks or communication tools may need to build custom integrations.
  • Dependency on external services for notifications
    Relying on Slack, email, or other external channels for approval notifications introduces dependencies on third-party services. If those services experience outages or message delivery delays, agent workflows can stall without clear fallback mechanisms.

Analysis

An editorial look at what each product does well and who it suits.

Substack
HL
HumanLayer

Overall verdict

  • Substack is a good choice for writers seeking autonomy and a straightforward way to monetize their content. However, it may not be the best fit for those who prefer working within the framework of a larger publication or those unfamiliar with the challenges of building and maintaining a subscriber base.

Why this product is good

  • Substack is a platform that allows writers, journalists, and content creators to publish and monetize their newsletters. It is praised for its ease of use, built-in subscription system, and direct-to-consumer model which enables writers to retain control over their audience and content. The platform has attracted both independent writers and established journalists seeking the freedom to monetize their work without traditional media constraints.

Recommended for

  • Independent writers and journalists
  • Content creators looking to monetize their work
  • Individuals seeking a direct relationship with their audience
  • Those who appreciate simplicity in publishing

Overall verdict

  • HumanLayer is a solid tool for teams building AI agents that need human oversight, offering a straightforward way to add human-in-the-loop approvals and interactions to autonomous workflows.

Why this product is good

  • Provides a purpose-built API and SDK for adding human approval steps to AI agent actions, reducing the risk of unsupervised automation.
  • Integrates with popular frameworks like LangChain, CrewAI, and custom agent setups, making it flexible for different tech stacks.
  • Supports multiple communication channels such as Slack, email, and web for routing approval requests to the right humans.
  • Enables safer deployment of AI agents that perform high-stakes or irreversible operations by keeping a human in the loop.
  • Developer-friendly with clear documentation and quick setup for common use cases.

Recommended for

  • Developers and teams building autonomous AI agents that require human approval for sensitive actions
  • Companies deploying LLM-powered automation in high-stakes domains like finance, healthcare, or operations
  • Startups experimenting with agentic workflows who want to add guardrails without building oversight infrastructure from scratch
  • Engineering teams using frameworks like LangChain or CrewAI that need human-in-the-loop capabilities

Videos

Walkthroughs and reviews on video.

Substack 5 videos + Add
HL
HumanLayer 3 videos + Add

Monetizing Podcasts and Newsletters - Chris Best of Substack and Jonathan Gill of Backtracks

More videos

  • - E1016 Substack CEO Chris Best empowers writers via email newsletter platform, raised $15M from a16z
  • - Why EVERYONE should be on Substack | What it is, How it Works, $$$
  • - Beehiiv vs Substack (2024) - Which is Better?
  • - My Experience with SUBSTACK: An Honest Review of Substack

HumanLayer (CodeLayer): The MOST PRODUCTIVE AI Coder YET!

More videos

  • - No Vibes Allowed: Solving Hard Problems in Complex Codebases – Dex Horthy, HumanLayer
  • - How to Ship Complex Features 10x Faster with AI Agents | Dex Horthy (HumanLayer)

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Substack
HL
HumanLayer
100% 100%
0% 0%
0% 0%
AI
100% 100%
100% 100%
CMS
0% 0%
0% 0%
100% 100%

User comments

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

Substack no reviews yet
HL
HumanLayer no reviews yet

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We have no reviews of HumanLayer yet. Be the first one to post

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Substack 111 mentions
HL
HumanLayer 2 mentions
  • UK Defence Startups Are Being Denied Banking Services Under ESG Rules
    Books have already been written on this, some as early as 1945 (That Hideous Strength, C.S. Lewis). Otherwise I can recommend basically everything by Curtis Yarvin and Kevin Dolan (https://substack.com/@exitgroup,... - Source: Hacker News / about 23 hours ago
  • Show HN: Sphinx – a hook that quizzes you on your AI agent's code before push
    We built something quite similar 6 months ago called PEAK (Proof of Effort And Knowledge). Blog post and YT video here: https://substack.com/@jeffksmithjr/p-195763168 Our version has its own TUI and was intended for semi-adversarial... - Source: Hacker News / 3 days ago
  • Why Isn't the Industry Freaking Out About DeepSeek 4.1 Flash?
    Https://substack.com/@rubenafo/note/c-332218129?r=26y5kn&utm_source=notes-share-action&utm_medium=web. - Source: Hacker News / 13 days ago

View more

  • Research Plan Implement — The Anti-Vibe-Coding Workflow
    Dex Horthy, CEO of HumanLayer, put a name to the pattern in his AI Engineer conference talk "No Vibes Allowed" (AI Engineer World's Fair, 2024). The Research → Plan → Implement (RPI) framework is a structured workflow for AI-assisted... - Source: dev.to / 7 months ago
  • How I Used RPI to Build an OpenClaw Alternative
    I realized I needed to change my approach. While I love the iterative learning process, I needed a way to give the agent a better foundation so our pair programming sessions actually made progress. I decided to try the RPI method... - Source: dev.to / 8 months ago

Alternatives to Substack and HumanLayer

When comparing Substack and HumanLayer, you can also consider the following products.