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Supermemory vs Hopsworks: Which is Better in 2026?

Choosing between Supermemory and Hopsworks comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.

Bottom line: Supermemory is our overall pick for AI agents workflows. Pick Hopsworks if you need data & databases.

··Methodology
Editor reviewed0 verified reviews comparedPricing checked Jun 2026

Short on time? Here's the quick answer

We've tested both tools. Here's who should pick what:

Supermemory

Give AI agents state-of-the-art, dynamic memory and context

Best for you if:

  • • You need AI agents features specifically
  • Provides state-of-the-art memory and context infrastructure for AI agents.
  • Offers dynamic, persistent, and structured knowledge graphs for continual learning and user understanding.

Hopsworks

The unified AI Lakehouse platform for real-time ML feature engineering, deployment, and production.

Best for you if:

  • • You need data & databases features specifically
  • Provides a unified AI Lakehouse for real-time ML, integrating feature engineering, MLOps, and model serving.
  • Features a high-performance Feature Store with sub-millisecond latency powered by RonDB for consistent online/offline data.
At a Glance
SupermemorySupermemory
HopsworksHopsworks
Starts at
FreeFree tier available
FreeFree tier available
Best For
AI AgentsData & Databases
Rating
-4.5/5

Choose Supermemory or Hopsworks?

Supermemory

Choose Supermemory if

Give AI agents state-of-the-art, dynamic memory and context

  • Enables agents to have state-of-the-art, evolving memory beyond simple vector storage.
  • Offers extremely low latency for context retrieval, crucial for real-time agent interactions.
  • Simplifies context management with a single API for ingestion, retrieval, and memory.
  • Your work is AI agents-shaped, not data & databases-shaped
Hopsworks

Choose Hopsworks if

The unified AI Lakehouse platform for real-time ML feature engineering, deployment, and production.

  • Achieves sub-millisecond latency for real-time feature retrieval and inference.
  • Reduces costs and development time by enabling extensive feature reuse across models.
  • Ensures data consistency between training and production environments, mitigating training-serving skew.
  • Your work is data & databases-shaped, not AI agents-shaped
FeatureSupermemoryHopsworks
Pricing ModelFreemiumFreemium
User RatingNo ratings yet
4.5/5
5 reviews
Categories
AI AgentsData & Databases
Data & DatabasesETL & Data Pipelines

In-Depth Analysis

SupermemorySupermemory

Give AI agents state-of-the-art, dynamic memory and context

Strengths

  • +Enables agents to have state-of-the-art, evolving memory beyond simple vector storage.
  • +Offers extremely low latency for context retrieval, crucial for real-time agent interactions.
  • +Simplifies context management with a single API for ingestion, retrieval, and memory.
  • +Provides robust data ingestion and extraction capabilities for various formats and sources.

Weaknesses

  • -Requires technical expertise for integration and development of AI agents.
  • -Pricing is usage-based, which can be unpredictable for very high-volume applications without careful monitoring.

Key features

Persistent and structured knowledge graph memoryHybrid search and reranking for Retrieval Augmented Generation (SuperRAG)Real filesystem mount for semantic search and live profile synthesisCoherent user profiles for consistent agent understanding across sessionsReal-time data synchronization with connectors (Slack, Notion, Drive, Gmail, GitHub, S3)Multimodal extractors for PDFs, web pages, images, audio, and raw files
Starts at Free

HopsworksHopsworks

The unified AI Lakehouse platform for real-time ML feature engineering, deployment, and production.

Strengths

  • +Achieves sub-millisecond latency for real-time feature retrieval and inference.
  • +Reduces costs and development time by enabling extensive feature reuse across models.
  • +Ensures data consistency between training and production environments, mitigating training-serving skew.
  • +Offers flexible deployment models including SaaS, on-premises, and air-gapped for data sovereignty.
  • +Integrates directly with open data formats like Iceberg, Delta, and Hudi without requiring data migrations.

Weaknesses

  • -Requires Kubernetes knowledge for on-premises deployments using the K8s Installer.
  • -The full benefits of the platform are realized with a comprehensive understanding of ML engineering practices.

Key features

Feature Store with sub-millisecond retrieval latency (powered by RonDB)AI Lakehouse supporting Iceberg, Delta, and Hudi tablesPython-native query engine for faster data readsMLOps Platform for experiment tracking, model registry, and deployment pipelinesGPU and compute management for LLMs and ML models (with Ray, KServe/vLLM support)Dual Storage System (Online RonDB for serving, Offline Hudi on HopsFS for training)
Starts at Free

Pricing: Supermemory vs Hopsworks

PlanSupermemoryHopsworks
Tier 1
$0 /mo
Personal Supermemory Free
$0
Free
Tier 2
$19 /mo
Pro
Pay as you go
SaaS
Tier 3
$100 /mo
Max
Contact us
Enterprise
Tier 4
$399 /mo
Scale
N/A
Tier 5
Custom
Enterprise
N/A

Pricing verified from each vendor's public pricing page. Compare in detail on Supermemory pricing and Hopsworks pricing.

Who Should Use What?

On a budget?

Both are freemium. Compare plans on their websites.

Go with: Supermemory

Want the highest-rated option?

Hopsworks is rated 4.5/5. Supermemory has no ratings yet.

Go with: Hopsworks

Value user reviews?

Supermemory: no ratings yet. Hopsworks: 5 reviews (4.5/5).

Go with: Hopsworks

3 Questions to Help You Decide

1

What's your budget?

Both are freemium. Pricing won't help you decide here.

2

What's your use case?

Supermemory is a AI agents tool. Hopsworks is in data & databases. Pick the category that matches your needs.

3

How important are ratings?

Hopsworks is rated 4.5/5; Supermemory has no ratings yet.

Key Takeaways

Supermemory

  • Free tier available
  • Our pick for this comparison

Hopsworks

  • Better fit for data & databases

The Bottom Line

Supermemory is our pick.

Frequently Asked Questions

Is Supermemory or Hopsworks better?

Supermemory is rated in our evaluation. Both are freemium.

What are Supermemory and Hopsworks used for?

Supermemory: Give AI agents state-of-the-art, dynamic memory and context. Hopsworks: The unified AI Lakehouse platform for real-time ML feature engineering, deployment, and production..

What does Supermemory cost vs Hopsworks?

Supermemory is freemium (free tier + paid plans). Hopsworks is freemium (free tier + paid plans). Visit their websites for detailed pricing.

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