Software Alternatives, Accelerators & Startups

Portkey VS Humanloop

Compare Portkey VS Humanloop and see what are their differences

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Portkey logo Portkey

Build production-grade & reliable AI apps with Portkey

Humanloop logo Humanloop

Train state-of-the-art language AI in the browser
  • Portkey Landing page
    Landing page //
    2023-10-25
  • Humanloop Landing page
    Landing page //
    2023-08-23

Portkey features and specs

No features have been listed yet.

Humanloop features and specs

  • Ease of Use
    Humanloop is designed to be user-friendly, making it easier for users with varying levels of technical expertise to create and manage machine learning models.
  • Interactivity
    The platform provides an interactive environment where users can iteratively improve their models by integrating human feedback, leading to better performance.
  • Time Savings
    By facilitating faster model iteration and immediate feedback, Humanloop helps save significant time in the machine learning development cycle.
  • Integration Capabilities
    Humanloop offers robust integration options with various tools and platforms, helping users streamline their workflows.
  • Improved Model Accuracy
    The platform allows for continuous model improvement through active learning and human-in-the-loop approaches, enhancing model accuracy over time.

Possible disadvantages of Humanloop

  • Cost
    Depending on the subscription or usage level, Humanloop may become expensive, particularly for small teams or individual developers.
  • Learning Curve
    Despite its user-friendly design, there can still be a learning curve for users new to machine learning or human-in-the-loop systems.
  • Dependence on Human Feedback
    The effectiveness of Humanloop relies heavily on the quality and consistency of human feedback, which can introduce variability and potential biases.
  • Data Privacy Concerns
    Handling and sharing data with a third-party platform may raise privacy and compliance concerns, particularly for sensitive information.
  • Limited Offline Functionality
    Humanloop's cloud-based nature means that its functionalities are limited or inaccessible without an internet connection.

Analysis of Humanloop

Overall verdict

  • Humanloop is considered a strong choice for organizations seeking to enhance their AI model development process through interactive learning and feedback integration. Its user-friendly interface and powerful features make it a valuable tool in the AI development landscape.

Why this product is good

  • Humanloop, an AI and machine learning platform, is highly regarded for its ability to effectively integrate human feedback into AI systems. It's particularly praised for enhancing model accuracy and improving user experience by allowing for seamless annotation and model training. The platform offers tools that facilitate collaboration between developers and non-technical domain experts, making it easier to refine AI models effectively.

Recommended for

  • AI developers looking to improve model performance through human feedback.
  • Teams seeking a collaborative environment to refine AI processes.
  • Companies that need an accessible tool for both technical and non-technical staff.

Portkey videos

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Humanloop videos

Train and deploy NLP — Humanloop

More videos:

  • Review - The Great AI Implementation with Raza Habib of Humanloop

Category Popularity

0-100% (relative to Portkey and Humanloop)
Crypto
100 100%
0% 0
AI
9 9%
91% 91
Web App
100 100%
0% 0
Developer Tools
0 0%
100% 100

User comments

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Social recommendations and mentions

Portkey might be a bit more popular than Humanloop. We know about 6 links to it since March 2021 and only 5 links to Humanloop. 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.

Portkey mentions (6)

  • 10 Ways AI Can Speed Up your Mobile App Development
    Portkey — Focuses on prompt management and optimization with A/B testing capabilities. - Source: dev.to / 3 months ago
  • Building Resilient GenAI pipeline with Open-source AI Gateway
    Portkey AI Gateway offers an open-source AI Gateway that simplifies managing generative AI workflows. This powerful tool supports working with multiple large language models (LLMs) from various providers, along with different data formats (multimodal).  By acting as a central hub, Portkey streamlines communication and simplifies integration, improving your application's reliability, cost-effectiveness, and accuracy. - Source: dev.to / 7 months ago
  • Open Source Models for your next AI use-case
    The control panel would be Portkey. To avoid managing multiple API keys (Anyscale, Perplexity, and TogetherAI) securely save them to the vault using virtual keys. - Source: dev.to / about 1 year ago
  • A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev
    Portkey - Control panel for Gen AI apps featuring an observability suite & an AI gateway. Send & log up to 10,000 requests for free every month. - Source: dev.to / over 1 year ago
  • Open-source tools for LLM monitoring and observability
    Https://portkey.ai/ - is also a nice addition to the list. - Source: Hacker News / over 1 year ago
View more

Humanloop mentions (5)

  • Ask HN: Who is hiring? (December 2024)
    Humanloop | London and San Francisco | Full time in person | https://humanloop.com Humanloop is building infrastructure for AI application development. We're the LLM Evals Platform for Enterprises. Duolingo, Gusto, and Vanta use Humanloop to evaluate, monitor, and improve their AI systems. ROLES:. - Source: Hacker News / 6 months ago
  • Show HN: PromptDoggy – Prompt Management for Product and Engineering Teams
    - https://humanloop.com/) for teaching me the philosophy of implementing a copilot textarea. I wish I could have used the project directly, but integrating just one React component into Rails while keeping importmap and StimulusJS was quite challenging. Given the limited time, I decided to move on with StimulusJS. This is our first time building an open-source project to share with the world, and we’re a bit... - Source: Hacker News / 9 months ago
  • How are generative AI companies monitoring their systems in production?
    - Conversational simulation is an emerging idea building on top of model-graded eval” - AI Startup Founder Things to consider when comparing options: “Types of metrics supported (only NLP metrics, model-graded evals, or both), level of customizability; supports component eval (i.e. Single prompts) or pipeline evals (i.e. Testing the entire pipeline, all the way from retrieval to post-processing)” “+method of... - Source: Hacker News / over 1 year ago
  • Ask HN: Who is hiring? (March 2023)
    Humanloop (YC S20) | London (or remote) | https://humanloop.com We're looking for exceptional engineers that can work at varying levels of the stack (frontend, backend, infra), who are customer obsessed and thoughtful about product (we think you have to be -- our customers are "living in the future" and we're building what's needed). Our stack is primarily Typescript, Python, GPT-3. Please apply at... - Source: Hacker News / about 2 years ago
  • Compiling a list of tools for building LLM apps
    https://humanloop.com/ Find the prompts users love and fine-tune custom models for higher performance at lower cost. - Source: Hacker News / over 2 years ago

What are some alternatives?

When comparing Portkey and Humanloop, you can also consider the following products

nexos.ai - nexos.ai — an AI orchestration platform for the agentic era

Hugging Face - The AI community building the future. The platform where the machine learning community collaborates on models, datasets, and applications.

FETCH HIVE - Create, Test, and Launch Gen AI in minutes

LangChain - Framework for building applications with LLMs through composability

Langtail - The low-code platform for testing AI apps

Haystack NLP Framework - Haystack is an open source NLP framework to build applications with Transformer models and LLMs.