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HumanLayer VS DreamFort

Compare HumanLayer VS DreamFort, what is the difference between HumanLayer and DreamFort?

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Summarize

HumanLayer summarize

HumanLayer is an API and SDK that enables tool-calling AI Agents to contact humans for help, feedback, and approvals.

HumanLayer Landing Page

DreamFort summarize

DreamFort Landing Page

Compare Details

HumanLayer details

Categories AI Agent, AI API, AI Developer Tools, AI Workflow, Large Language Models (LLMs)
HumanLayer Website https://humanlayer.dev?utm_source=toolify
Added Time December 07 2024
HumanLayer Pricing --

DreamFort details

Categories AI Agent, AI Video Generator, AI Image Generator, AI Chatbot, AI Assistant
DreamFort Website https://dreamfort.ai?utm_source=toolify
Added Time September 22 2026
DreamFort Pricing --

Comparison of usage

How to use HumanLayer?

Integrate the HumanLayer SDK into your AI agent workflow. Use the @hl.require_approval() decorator to block function calls requiring human oversight. Contact humans through various channels and route approvals to specific teams or individuals.

How to use DreamFort?

Open DreamFort and start a guest chat without creating an account, or sign up to access chat history and all models. Choose Chat, Video, Image, or Agent, select a model, enter a prompt, and submit it. For the Local Agent, provide a task or upload files such as CSVs, PDFs, or spreadsheets; the code execution and file analysis run in a sandbox on your device. Purchase credits through a monthly plan or one-time top-up when the free messages are used.

Compare Pros between HumanLayer and DreamFort

Core features of HumanLayer

  • Require Human Approval for Function Calls
  • OmniChannel Contact (Slack, Email, Discord)
  • Advanced Approval Workflows with Escalations and Timeouts
  • Human as Tool (hl.human_as_tool())
  • Granular Routing of Approvals
  • LLM and Framework Agnostic

Core features of DreamFort

  • Private AI chat with ChatGPT, Claude, Gemini, Grok, DeepSeek, and other frontier or open models
  • AI image and video generation with models including Seedance, Veo, Kling, Wan, GPT Image, Nano Banana, and Seedream
  • Local AI agent that runs code, analyzes files, researches the web, and creates documents or apps in a browser sandbox
  • Identity-stripping privacy architecture using local encryption, Oblivious HTTP, and trusted execution environments
  • Pay-as-you-go credit system with monthly subscriptions and one-time top-ups

Compare Use Cases

Use cases for HumanLayer

  • AI agents requiring human approval for critical decisions.
  • Workflows needing human feedback to improve agent performance.
  • Agentic AI workflows that need human oversight for production-grade reliability.
  • Automated lead generation with human feedback on lead quality.

Use cases for DreamFort

  • Ask sensitive health, legal, financial, career, or relationship questions privately
  • Generate cinematic videos, animated images, social media content, and creative concepts
  • Analyze CSV files, clean data, create charts, and save reports locally
  • Build small websites, interactive apps, documents, and PDFs with a local AI agent
  • Compare multiple AI models on the same prompt without separate subscriptions
  • Research public web information while keeping local files and agent code on the user's device

Different Plan between HumanLayer and DreamFort

HumanLayer

Starter

$0/month

Free forever for Hackers and Tinkerers. Works with all popular frameworks. 100 operations/month. Pay as you go ($20/200 addt'l). Send to Slack, Email, Discord. Up to 10 active users. Limited Data Retention.

Premium

$500/month

Collaborate and scale. Remove HumanLayer Branding (BYO app/keys). Includes 2000 operations/month ($18/200 add'l). Advanced Approval Workflows w/ Escalations and Timeouts. Learning and Auto Approvals. Channels for MSTeams, SMS, RCS. Priority Support. 180-day retention on feedback datasets export.

Enterprise

Custom

Deploy into your Private VPC or on-prem. RBAC and SSO support. Volume discounts. Custom notification channels. Expert Advice on custom-built agents for sales, marketing, hiring, and more.

DreamFort

Plus

$14.99/month or $160/year

14,990 credits per month; includes frontier models, new models as added, image generation, and the local on-device agent. Unused credits roll over and do not expire.

Pro

$24.99/month or $280/year

27,500 credits per month; includes approximately 10% bonus credits, frontier models, image and video generation, the local agent, and priority support. Unused credits roll over.

Max

$49.99/month or $580/year

60,000 credits per month; includes approximately 20% bonus credits, frontier models, image and video generation, the local agent, and priority support. Unused credits roll over.

One-time top-up

$10

10,000 credits with no automatic renewal.

One-time top-up

$20

20,000 credits plus 5% bonus credits.

One-time top-up

$50

52,500 credits plus 10% bonus credits.

One-time top-up

$100

110,000 credits.

Compare Traffic/Monthly Visitors

HumanLayer's traffic

HumanLayer is the one with 89.3K monthly visits and 00:00:34 Avg.visit duration. HumanLayer has a Page per visit of 1.77 and a bounce rate of 47.10%.

Visit Over Time

Monthly Visits 89.3K
Avg·visit Duration 00:00:34
Page per Visit 1.77
Bounce Rate 47.10%
Aug 2024 - Aug 2026 All traffic:

DreamFort's traffic

DreamFort is the one with 0 monthly visits and 00:00:00 Avg.visit duration. DreamFort has a Page per visit of 0.00 and a bounce rate of 0.00%.

Visit Over Time

Monthly Visits 0
Avg·visit Duration 00:00:00
Page per Visit 0.00
Bounce Rate 0.00%
Jun 2026 - Aug 2026 All traffic:

Geography

The top 5 countries/regions for HumanLayer are:United States 21.98%, Germany 6.90%, India 4.43%, Indonesia 3.45%, Australia 3.39%

Top 5 Countries/regions

United States
21.98%
Germany
6.90%
India
4.43%
Indonesia
3.45%
Australia
3.39%

Geography

Sorry, there are no data

Traffic Sources

The 6 main sources of traffic to HumanLayer are:vs_sourcesSearchOrganic 38.85%, Direct 33.71%, Referrals 18.96%, vs_sourcesSocialOrganic 6.75%, vs_sourcesGenAi 1.58%, Mail 0.15%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%, vs_sourcesSocialPaid 0.00%

vs_sourcesSearchOrganic
38.85%
Direct
33.71%
Referrals
18.96%
vs_sourcesSocialOrganic
6.75%
vs_sourcesGenAi
1.58%
Mail
0.15%
vs_sourcesAffiliate
0.00%
vs_sourcesDisplayAds
0.00%
vs_sourcesSearchPaid
0.00%
vs_sourcesSocialPaid
0.00%
Aug 2024 - Aug 2026 Worldwide Desktop Only

Traffic Sources

The 6 main sources of traffic to DreamFort are:Mail 0, vs_sourcesGenAi 0, Direct 0, vs_sourcesAffiliate 0, Referrals 0, vs_sourcesDisplayAds 0, vs_sourcesSearchPaid 0, vs_sourcesSocialPaid 0, vs_sourcesSearchOrganic 0, vs_sourcesSocialOrganic 0

Mail
0
vs_sourcesGenAi
0
Direct
0
vs_sourcesAffiliate
0
Referrals
0
vs_sourcesDisplayAds
0
vs_sourcesSearchPaid
0
vs_sourcesSocialPaid
0
vs_sourcesSearchOrganic
0
vs_sourcesSocialOrganic
0
Jun 2026 - Aug 2026 Worldwide Desktop Only

Which is better: HumanLayer or DreamFort?

HumanLayer might be a bit more popular than DreamFort.As you can see, HumanLayer has 89.3K monthly visits, while DreamFort has 0 monthly visits. So more people choose HumanLayer. So the odds are that people will recommend HumanLayer more on social platforms.

HumanLayer has an Avg.visit duration of 00:00:34, while DreamFort has an Avg.visit duration of 00:00:00. Also, HumanLayer has a page per visit of 1.77 and a Bounce Rate of 47.10%. DreamFort has a page per visit of 0.00 and a Bounce Rate of 0.00%.

The main users of HumanLayer are United States, Germany, India, Indonesia, Australia, with the following distribution: 21.98%, 6.90%, 4.43%, 3.45%, 3.39%.

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