Software Alternatives, Accelerators & Startups

AssemblyAI VS Iterative.ai

Compare AssemblyAI VS Iterative.ai and see what are their differences

AssemblyAI logo AssemblyAI

Robust and Accurate Multilingual Speech Recognition

Iterative.ai logo Iterative.ai

Iterative removes friction from managing datasets and ML models and introduces seamless data scientists collaboration.
  • AssemblyAI Landing page
    Landing page //
    2023-08-06

Build powerful AI experiences for your end users on the industry’s leading speech-to-text models.

The API offers high-accuracy transcribing and understanding accented speech, even with background noise or in a natural conversation. AI models are easy to integrate and always up-to-date. Join over 200,000 developers building with AssemblyAI and get started with 100 free hours of transcription.

  • Iterative.ai Landing page
    Landing page //
    2023-08-18

AssemblyAI features and specs

  • High Accuracy
    AssemblyAI offers robust speech recognition capabilities with high accuracy, making it reliable for transcribing audio in various languages and dialects.
  • Easy Integration
    Provides easy-to-use APIs that simplify the integration of their speech recognition and transcription services into other applications.
  • Real-time Transcription
    Supports real-time transcription which is essential for live applications such as webinars, live broadcasts, and teleconferencing.
  • Customizable Features
    Offers customization options like adding custom vocabulary which improves recognition accuracy for specialized terms specific to certain industries.
  • Data Security
    Emphasizes data security and privacy, offering compliance with regulatory standards like GDPR and HIPAA.
  • Developer-friendly Documentation
    Provides extensive documentation that is helpful for developers, ensuring that they can easily understand and implement the APIs.

Possible disadvantages of AssemblyAI

  • Cost
    May be expensive for small businesses or individual developers, particularly if large volumes of transcription are required.
  • Language Support
    While AssemblyAI supports multiple languages, it may not cover as wide a range of languages and dialects as some other competitors.
  • Dependence on Internet
    Requires a stable internet connection for accessing their services, which could be a limitation in areas with poor connectivity.
  • Limited API Features for Free Tier
    The free tier has limited features and usage caps, making it less appealing for users who require heavy or advanced usage.
  • Learning Curve
    Despite good documentation, there might be a learning curve for those who are not familiar with API integrations and advanced software development concepts.

Iterative.ai features and specs

  • Version Control with DVC
    Iterative.ai leverages Data Version Control (DVC) which allows for effective versioning of data and models, ensuring reproducibility and traceability in machine learning workflows.
  • Integration with Existing Tools
    It provides seamless integration with existing version control systems like Git, which allows data scientists to manage code, data, and models in a familiar environment.
  • Scalability
    The platform supports scalable machine learning operations by enabling users to manage datasets of any size and execute experiments efficiently.
  • Open Source
    As an open-source solution, Iterative.ai promotes transparency and community involvement, which can be beneficial for collaboration and gaining community-driven improvements.

Possible disadvantages of Iterative.ai

  • Learning Curve
    New users may face a learning curve when adapting to the unique features of Iterative.ai, especially if they are not familiar with version control systems.
  • Complexity for Small Projects
    For smaller projects, the features of Iterative.ai might be too robust, potentially complicating simple workflows with its advanced functionalities.
  • Resource Requirements
    Using Iterative.ai to scale operations can require significant computational resources, which might be a limitation for teams with constrained resources.
  • Limited Proprietary Support
    Although open source provides many advantages, organizations needing extensive proprietary support might find this limiting with Iterative.ai’s current service offerings.

Analysis of AssemblyAI

Overall verdict

  • Overall, AssemblyAI is considered a good choice for those looking for a reliable and efficient ASR service. It is well-regarded within the industry for its accuracy and comprehensive feature set, actively supporting a wide range of applications from transcription services to AI-driven content analysis.

Why this product is good

  • AssemblyAI is a notable service in the field of automatic speech recognition (ASR) and natural language processing (NLP). It is appreciated for its high accuracy, ease of integration, and robust API capabilities. The platform supports various advanced features like real-time transcription, sentiment analysis, topic detection, and more, which cater to the needs of developers and businesses seeking reliable speech-to-text solutions.

Recommended for

    AssemblyAI is recommended for software developers, businesses, and enterprises that require transcription services, real-time audio processing, or want to implement AI-driven analytics on audio content. It's particularly suitable for industries like media production, call centers, education, and any other sector that relies heavily on audio data.

AssemblyAI videos

AssemblyAI - Build AI applications with spoken data

More videos:

  • Review - Thinking Thursday - Let's get our refactor on! Xamarin.Forms + AssemblyAI

Iterative.ai videos

Reimagining DevOps for ML by Elle O'Brien, Iterative.ai

Category Popularity

0-100% (relative to AssemblyAI and Iterative.ai)
AI
100 100%
0% 0
Data Science And Machine Learning
Transcription
100 100%
0% 0
Data Science Notebooks
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare AssemblyAI and Iterative.ai

AssemblyAI Reviews

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Iterative.ai Reviews

  1. Ryan Raposo
    · Software Developer at Self-employed ·
    Rare

    The people at iterative.ai are special.

    Its hard to describe quickly, but if you're a potential client or employee--you could easily go your entire career unaware that groups like this exist.

    Their tools (like DVC) are exceptional, but I write this review because one need only interact with the people there to understand why they're execptional.

    The culture there is one that can only exist when the founding talent is top-tier. The experience you'll have, though, is so much more than that.

    Recommend whole-heatedly.

    👍 Pros:    Constantly improving|Quality|Community

Social recommendations and mentions

Based on our record, AssemblyAI should be more popular than Iterative.ai. It has been mentiond 9 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.

AssemblyAI mentions (9)

  • How Machines Hear and Understand Us
    It’s about value—saving time, money, and effort. Traditional transcription services charged $1-2 per audio minute. Imagine needing 10 hours transcribed—that’s $600 to $1,200, just to get your words on paper. With tools like Assembly AI charging $0.015 per minute (that’s $0.90 for an hour), the cost drops dramatically. For companies dealing with large volumes of audio, this is a game changer. - Source: dev.to / 6 months ago
  • We Created Something Cool to Help Streamers Grow, What Do You Think? DailyClips.io
    The auto caption is from assemblyai.com, they do a pretty good job. As for manual, you can do `Add Layer` > `Text` from the short-form editor then trim each text layer. Its slow going though. Ideally we will figure out a better interface and build it. For now I recommend using the auto caption, then modifying it to your liking, if there is more than a few words it will probably be faster. Thanks for the kind words! Source: about 2 years ago
  • How I applied nlp to various youtube videos
    Assemblyai is a great tool for extracting transcripts from videos, I have used it for investor presentations from other sources. - Source: dev.to / almost 3 years ago
  • Top AI Startups to Watch in 2022
    AssemblyAI is pioneering accurate and accessible speech recognition powered by cutting edge Deep Learning, Machine Learning, and AI research. Its Speech-to-Text API transcribes audio and video files and live audio streams with industry-best accuracy. In addition, the company offers Audio Intelligence APIs that secure higher ROI for users, including Sentiment Analysis, Topic Detection, Content Moderation, Auto... - Source: dev.to / over 3 years ago
  • Speaker diarization
    Check out http://assemblyai.com/ - the API has pretty good Diarization results and is free for small volumes of data. Source: over 3 years ago
View more

Iterative.ai mentions (6)

  • Work with Google Drive files locally
    PyDrive2 is am open-source python package maintained by the awesome people at Iterative. And it is very easy to install:. - Source: dev.to / over 2 years ago
  • Any MLOps platform you use?
    These three are made by Iterative.ai, and seem like very clean implementations of MLOps tooling - especially if you aren't dealing with massive data. https://iterative.ai/. Source: over 2 years ago
  • How does your data science team collaborate?
    For what it's worth. (Full disclosure: I'm the community manager at Iterative (DVC,et.al.) Just wanted to make you aware of our online course (free) that we created specifically for Data Scientists (https://learn.iterative.ai). We know that bridging the gap between prototype to production/ jupyter notebook to reproducible/software engineering compatible, is a challenge. That's why we created the course. To also... Source: almost 3 years ago
  • Advice about Infra and IaC
    What do you think of iterative.ai tools like dvc or cml? I have no direct experience, but I am looking at setting up something similar to what you need for a personal project. Source: almost 3 years ago
  • TPI - Terraform provider for ML/AI & self-recovering spot-instances
    Hey all, we (at iterative.ai) are launching TPI - Terraform Provider Iterative https://github.com/iterative/terraform-provider-iterative. Source: about 3 years ago
View more

What are some alternatives?

When comparing AssemblyAI and Iterative.ai, you can also consider the following products

Deepgram - Search engine for speech

Algorithmia - Algorithmia makes applications smarter, by building a community around algorithm development, where state of the art algorithms are always live and accessible to anyone.

Speechly - Our tools help software development teams improve their products by removing friction from the touch screen experience by bringing in the voice modality.

MCenter - Machine Learning Operationalization

Voice Elements - Web components that do amazing things w/ the web speech api

neptune.ai - Neptune brings organization and collaboration to data science projects. All the experiement-related objects are backed-up and organized ready to be analyzed and shared with others. Works with all common technologies and integrates with other tools.