Tech Blog
Inference: How Can Jina AI Offer the Best-in-Class Model-as-a-Service So Affordably?
Jina AI's Inference is an unparalleled, cost-effective model-as-a-service offering for multimodal AI. Here's why you should be using it.
Multimodal data is everywhere: from simple tweets to photos on instagram, short videos on TikTok, audio snippets, Zoom meeting records, PDFs with figures, 3D meshes in games.
It is rich and powerful, but that power often hides behind different modalities and incompatible data formats. To enable high-level AI applications, one needs to solve search and create first.
Neural Search uses AI to find what you need. A description of a sunrise can match a picture, or a photo of a rose can match a song.
Generative AI/Creative AI uses AI to make what you need. It can create an image from a description, or write poems from a picture.
Jina AI is the leading multimodal AI platform. Our spectrum encompasses multimodal AI with its infrastructure and applications on neural search, generative AI, and creative AI. Our MLOps platform gives businesses and developers the edge while they're right at the starting line of this paradigm shift, and build the applications of the future today.
$ jina now start --app text_to_image --data best-artworks
? Where do you want to deploy your search engine? ⛅️ Jina Cloud
? Do you want to secure the flow? ✅ yes
? Do you want to provide additional users access to this flow? ✅ yes
⬇ Download DocArray dataset
📂 Extracting dataset from DocArray
╭───────────────── 🎉 Flow is available! ──────────────────╮
│ │
│ ID ********** │
│ Endpoint(s) grpcs://nowapi-**********.wolf.jina.ai │
│ │
╰──────────────────────────────────────────────────────────╯
▶ indexing 8496 documents
⭐ Success - your data is indexed
All Results
Jina AI has enabled us to perform context-aware search on Lottie animations, which was previously impossible, and has opened up thousands of animations that are easily retrieved using natural search syntaxes.
Jina is a very interesting and promising framework to build applications leveraging neural search engines. The framework allows for a good distributed and scalable framework to run ML pipelines and index data in a variety of vector storages. The Jina team are very collaborative and helpful and the technology innovative.
This is a great product!
Jina AI has really changed the speed of the develop-test-deploy paradigm for startups like us
Jina AI has developed an outstanding framework which greatly decrease the entry barrier for developers to deploy their own scalable neural search engine. It’s DocArray data structure has been a fundamental component in enabling our recommendation engine and detecting same listing entity across multiple agents at Pinhome. Not forget to mention they also have a very supportive developers and great community!
Jina has been an invaluable tool for our startup, allowing us to quickly and efficiently implement cutting-edge AI technology into our products and services.
Jina AI provides a groundbreaking, multi-modal content-serving machine learning production and solution; for many enterprises dedicated to developing intelligent creation tools, Jina makes complex models ready to use out of the box, and even supports low-threshold construction of customized models. Jina AI has unique potential in the field of multimodal artificial intelligence, providing the possibility of agile development of end-to-end AIGC technology in the future.