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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    AI21 Maestro

    Score6.5 out of 10
    N/AAI21 supports the development of enterprise AI Systems and foundation models, stating their mission is to supply cutting-edge deep tech research into enterprise-ready AI systems. AI21 offers privately deployed models with tailored solutions for organizations.

    $0

    per 1k tokens

    Astra DB, now part of IBM watsonx.data

    Score8.8 out of 10
    N/AAstra DB is a vector database for developers. In 2025 Datastax, the developer and supporter of Astra DB, was acquired. Astra DB is now available as a component of the IBM watsonx.data Multicloud offering.N/A
    Pricing
    AI21 MaestroAstra DB, now part of IBM watsonx.data
    Editions & Modules
    No answers on this topic
    No answers on this topic
    Offerings
    Pricing Offerings
    AI21 MaestroAstra DB, now part of IBM watsonx.data
    Free Trial
    YesYes
    Free/Freemium Version
    NoYes
    Premium Consulting/Integration Services
    NoYes
    Entry-level Setup FeeNo setup feeNo setup fee
    Additional Details
    More Pricing Information
    Community Pulse
    AI21 MaestroAstra DB, now part of IBM watsonx.data
    Considered Both Products
    AI21 Labs
    No answer on this topic
    Discontinued Products
    No answer on this topic
    Key User Insights
    Would buy again
    No answers on this topic
    100%
    Would buy again
    46 Answers
    Delivers good value for the price
    No answers on this topic
    100%
    Delivers good value for the price
    45 Answers
    Happy with the feature set
    No answers on this topic
    98%
    Happy with the feature set
    45 Answers
    Lived up to sales and marketing promises
    No answers on this topic
    98%
    Lived up to sales and marketing promises
    40 Answers
    Implementation went as expected
    No answers on this topic
    98%
    Implementation went as expected
    44 Answers
    Features
    AI21 MaestroAstra DB, now part of IBM watsonx.data
    Vector Database
    Comparison of Vector Database features of AI21 Maestro and Astra DB, now part of IBM watsonx.data
    Feature
    AI21 Maestro
    -
    Ratings
    Astra DB, now part of IBM watsonx.data
    8.0
    12 Ratings
    1% above category average
    Vector Data Connection00 Ratings8.212 Ratings
    Vector Data Editing00 Ratings8.56 Ratings
    Attribute Management00 Ratings7.710 Ratings
    Geospatial Analysis00 Ratings8.26 Ratings
    Geometric Transformations00 Ratings8.06 Ratings
    Vector Data Visualization00 Ratings8.07 Ratings
    Coordinate Reference System Management:00 Ratings7.96 Ratings
    Data Import/Export00 Ratings8.011 Ratings
    Symbolization and Styling00 Ratings8.35 Ratings
    Data Sharing and Collaboration00 Ratings7.69 Ratings
    Best Alternatives
    AI21 MaestroAstra DB, now part of IBM watsonx.data
    Small Businesses
    Saturn Cloud
    Score7.8 out of 10
    No answers on this topic
    Medium-sized Companies
    DataRobot
    Score8.2 out of 10
    No answers on this topic
    Enterprises
    DataRobot
    Score8.2 out of 10
    No answers on this topic
    All AlternativesView all alternativesView all alternatives
    User Ratings
    AI21 MaestroAstra DB, now part of IBM watsonx.data
    Likelihood to Recommend
    -
    (0 ratings)
    8.7
    (46 ratings)
    Usability
    -
    (0 ratings)
    7.8
    (4 ratings)
    Support Rating
    -
    (0 ratings)
    8.9
    (4 ratings)
    Product Scalability
    -
    (0 ratings)
    8.6
    (44 ratings)
    User Testimonials
    AI21 MaestroAstra DB, now part of IBM watsonx.data
    Likelihood to Recommend
    AI21 Labs
    No answers on this topic
    Discontinued Products
    We've been super happy with Astra DB. It's been extremely well-suited for our vector search needs as described in previous responses. With Astra DB’s high-performance vector search, Maester’s AI dynamically optimizes responses in real-time, adapting to new user interactions without requiring costly retraining cycles.
    Incentivized
    Read full review
    Pros
    AI21 Labs
    No answers on this topic
    Discontinued Products
    • We need to be able to process a lot of data (our biggest clients process hundreds of milions of transactions every month). However, it is not only the amount of data, it is also an unpredictable patterns with spikes occuring at different points of time - something athat Astra is great at.
    • Our processing needs to be extremaly fast. Some of our clients use our enrichment in a synchronous way, meaning that any delay in processing is holding up the whole transaction lifecycle and can have a major impact on the client. Astra is very fast.
    • A close collaboration with GCP makes our life very easy. All of our technology sits in Google Cloud, so having Astra in there makes it a no-brainer solution for us.
    Incentivized
    Read full review
    Cons
    AI21 Labs
    No answers on this topic
    Discontinued Products
    • Need better fine-grained Security options.
    • The support team sometimes requires the escalate button pressed on tickets, to get timely responses. I will say, once the ticket is escalated, action is taken.
    • They require better documentation on the migration of data. The three primary methods for migrating large data volumes are bulk, Cassandra Data Migrator, and ZDM (Zero Downtime Migration Utility). Over time I have become very familiar will all three of these methods; however, through working with the Services team and the support team, it seemed like we were breaking new ground. I feel if the utilities were better documented and included some examples and/or use cases from large data migrations; this process would have been easier. One lesson learned is you likely need to migrate your application servers to the same cloud provider you host Astra on; otherwise, the latency is too large for latency-sensitive applications.
    Incentivized
    Read full review
    Usability
    AI21 Labs
    No answers on this topic
    Discontinued Products
    It's a great product but suffers with counters. This isn't a deal breaker but lets down what is otherwise a good all round solution
    Incentivized
    Read full review
    Support Rating
    AI21 Labs
    No answers on this topic
    Discontinued Products
    Their response time is fast, in case you do not contact them during business hours, they give a very good follow-up to your case. They also facilitate video calls if necessary for debugging.
    Incentivized
    Read full review
    Alternatives Considered
    AI21 Labs
    No answers on this topic
    Discontinued Products
    Graph, search, analytics, administration, developer tooling, and monitoring are all incorporated into a single platform by Astra DB. Mongo Db is a self-managed infrastructure. Astra DB has Wide column store and Mongo DB has Document store. The best thing is that Astra DB operates on Java while Mongo DB operates on C++
    Incentivized
    Read full review
    Scalability
    AI21 Labs
    No answers on this topic
    Discontinued Products
    We are well aware of the Cassandra architecture and familiar with the open source tooling that Datastax provides the industry (K8sSandra / Stargate) to scale Cassandra on Kubernetes.
    Having prior knowledge of Cassandra / Kubernetes means we know that under the hood Astra is built on infinitely scalable technologies. We trust that the foundations that Astra is built on will scale so we know Astra will scale.
    Incentivized
    Read full review
    Return on Investment
    AI21 Labs
    No answers on this topic
    Discontinued Products
    • Better uptime due to the managed service having no outages
    • Less technical debt because we don't need to worry about upgrading our Cassandra clusters
    • Lower cost on infrastructure as a whole
    • Quick and easy to integrate vector search into our tech stack
    Incentivized
    Read full review
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