GenAI Cards
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1
Source:
Scoring Formula:
These scores seem reasonable based on Deep Lake’s current position in the AI and data infrastructure space, but here's my take with some added context:
Community - 7 (Growing): The community is active and expanding, but it's not yet as large as established players like Hugging Face. Still, it has strong engagement from ML and AI researchers.
GitHub - 7: The repository is well-maintained with frequent updates, but it's not the most starred or forked project compared to other AI data platforms.
Funding - 7: Activeloop has raised funding and has solid backing, but it's not at the level of major AI infrastructure companies like Weaviate or Pinecone.
Team - 8: A strong team with expertise in AI and deep learning. They are highly technical and innovative.
Exploring - 9: Deep Lake is pushing boundaries with vector databases, multimodal datasets, and efficient ML workflows, making it one of the more exciting tools to watch.
Would you like a deeper comparison with other vector databases like Weaviate, Pinecone, or ChromaDB?
2
Tools 1
Here’s a comparative scoring for 20 AI and vector database tools based on Community, GitHub, Funding, Team, and Exploring:
Tool
Community
GitHub
Funding
Team
Exploring
1. Deep Lake (Activeloop)
7 (Growing)
7
7
8
9
2. Weaviate
8
8
9
8
8
3. Pinecone
9
7
10
9
8
4. ChromaDB
8
9
8
8
9
5. Qdrant
7
8
7
7
8
6. Milvus
8
9
9
9
8
7. Vespa
6
7
7
7
7
8. FAISS (Meta)
9
10
10
9
7
9. Redis (Vector Search)
9
9
9
9
8
10. pgvector (Postgres Extension)
7
8
7
7
8
11. OpenSearch (AWS)
8
8
9
9
7
12. Vald (by Yahoo Japan)
6
7
6
7
7
13. Annoy (Spotify)
7
8
8
8
6
14. ElasticSearch (Vector Search)
9
9
10
9
8
15. ScaNN (Google)
8
9
9
9
7
16. Marqo
7
7
7
7
8
17. AIStore
6
6
6
7
7
18. LanceDB
7
7
7
7
8
19. LlamaIndex
8
9
9
8
9
20. Haystack (Deepset AI)
8
8
8
8
9
Best for Community: FAISS, Redis, ElasticSearch
Best for GitHub Engagement: FAISS, Milvus, ChromaDB
Best for Funding & Backing: FAISS, ElasticSearch, Pinecone
Most Innovative (Exploring New Areas): Deep Lake, ChromaDB, LlamaIndex, Haystack
3
Tool
Community
GitHub
Funding
Team
Exploring
21. Aerospike
7
7
8
8
7
22. AllegroGraph
6
6
7
7
6
23. Apache Cassandra
8
9
9
8
7
24. Azure Cosmos DB
8
7
9
8
7
25. Couchbase
7
7
8
7
7
26. CrateDB
7
7
7
7
7
27. DataStax
7
7
8
7
7
28. Elasticsearch
9
9
9
9
8
29. HDF5 Query Indexing
6
6
6
6
6
30. LanceDB
7
7
7
7
7
31. Lantern
6
6
6
6
6
32. LlamaIndex
7
7
7
7
7
33. MariaDB
8
8
8
8
7
34. Marqo
7
7
7
7
7
35. Meilisearch
7
7
7
7
7
36. Milvus
8
9
9
8
8
37. MongoDB Atlas
9
8
9
9
8
38. Neo4j
8
8
8
8
7
39. ObjectBox
6
6
6
6
6
40. OpenSearch
8
8
8
8
7
Note: These scores are based on general industry observations and may vary depending on specific use cases and developments.
4
Tool
Community
GitHub
Funding
Team
Exploring
21. Actian Vector
7
7
8
8
7
22. Apache Druid
8
8
8
8
7
23. Apache Kudu
7
7
7
7
7
24. Apache Pinot
7
7
7
7
7
25. ClickHouse
8
9
9
8
8
26. CrateDB
7
7
7
7
7
27. DuckDB
7
8
7
7
7
28. Elasticsearch
9
9
9
9
8
29. InfluxDB
8
8
8
8
7
30. MariaDB ColumnStore
8
8
8
8
7
31. MonetDB
7
7
7
7
7
32. OpenSearch
8
8
8
8
7
33. PostgreSQL with cstore_fdw
8
8
8
8
7
34. SAP HANA
9
8
9
9
7
35. Snowflake
9
8
9
9
8
36. Teradata
9
8
9
9
7
37. Vertica
8
8
8
8
7
38. VictoriaMetrics
7
7
7
7
7
39. Weaviate
8
8
8
8
8
40. Yellowbrick Data
7
7
7
7
7
Note: These scores are based on general industry observations and may vary depending on specific use cases and developments
5
Tool
Community
GitHub
Funding
Team
Exploring
1. LangChain
9
9
9
9
9
2. Cohere
8
7
9
8
8
3. Runway ML
8
8
8
8
9
4. EleutherAI (GPT-Neo)
8
9
8
8
8
5. BigGAN
7
8
7
7
8
6. StyleGAN2
8
9
8
8
8
7. ControlNet
8
8
7
7
9
8. OpenAssistant
7
9
8
7
9
9. Replit Ghostwriter
7
7
9
8
8
10. Diffusers (Hugging Face)
9
9
9
9
9
11. MuseNet (OpenAI)
8
8
9
8
8
12. LLaMA (Meta)
8
8
9
9
9
13. Perceiver IO
7
8
7
7
8
14. DreamBooth
8
9
8
8
9
15. ChatGLM (THUDM)
7
8
8
7
8
16. Text-to-Video-Zero
7
8
7
7
9
17. PaddlePaddle (Baidu)
8
8
9
8
8
18. DeepAI
7
7
7
7
8
19. Jasper AI
8
7
9
8
8
20. Flax
7
8
8
8
8
LangChain, Hugging Face Diffusers, and OpenAI projects (Codex, DALL-E, MuseNet) continue to lead the exploration of advanced applications.
StyleGAN2, ControlNet, and DreamBooth are favorites in image generation spaces.
Tools like Replit Ghostwriter and Jasper AI focus on accessible productivity.
6
Tool
Community
GitHub
Funding
Team
Exploring
1. OpenCog
7
7
7
7
8
2. GPT-J
8
8
7
8
8
3. XLNet
8
8
8
8
8
4. BERT
9
9
9
9
8
5. T5
8
8
8
8
8
6. OpenCV
9
9
9
9
7
7. AForge.NET
7
7
7
7
7
8. Robot Operating System (ROS)
8
8
8
8
8
9. Webots
7
7
7
7
7
10. Apache Lucene
8
8
8
8
7
11. Apache OpenNLP
7
7
7
7
7
12. ChatGPT
10
10
10
10
9
13. Claude
8
8
8
8
8
14. LaMDA
8
8
9
9
8
15. LLaMA
8
8
8
8
8
16. Mycroft
7
7
7
7
7
17. PARRY
6
6
6
6
6
18. SHRDLU
6
6
6
6
6
19. SYSTRAN
7
7
7
7
7
20. DBRX
8
8
8
8
8
7
Here’s another set of 20 Generative AI tools and libraries, evaluated based on Community, GitHub, Funding, Team, and Exploring:
Tool
Community
GitHub
Funding
Team
Exploring
1. Bloom (BigScience)
9
9
9
9
9
2. Hugging Face Spaces
9
9
9
9
9
3. ControlNet
8
8
8
8
9
4. Promptify
7
7
7
7
8
5. Elicit (by Ought)
8
7
8
8
8
6. PromptHero
8
7
8
7
8
7. Gen-1 (RunwayML)
8
8
8
8
9
8. Kaiber AI
7
7
7
7
8
9. Writer (AI Writing)
8
7
8
8
8
10. DeepL Write
7
8
8
8
8
11. Jasper Chat
8
7
8
8
8
12. Polly.ai
7
7
7
7
7
13. Copy.ai
8
7
8
8
8
14. Hypotenuse.ai
7
7
7
7
8
15. Riffusion
8
8
8
8
9
16. Synthesia
8
7
9
8
9
17. Murf AI
8
7
8
8
8
18. Wonder Dynamics
7
7
8
8
9
19. Descript Overdub
8
7
8
8
8
20. ElevenLabs
8
8
9
9
9
Bloom and Hugging Face Spaces are excellent for collaborative and large-scale GenAI projects.
ControlNet and Riffusion push boundaries in multimodal and interactive GenAI tools.
Jasper Chat, Writer, and DeepL Write offer strong applications for text generation, editing, and enhancement.
8
Tool
Community
GitHub
Funding
Team
Exploring
1. Adobe Firefly
8
7
9
9
8
2. Google Gemini
9
8
9
9
9
3. OpenAI Sora
8
7
9
9
8
4. Meta Imagine
7
7
8
8
7
5. Microsoft Veo AI
8
7
9
9
8
6. Runway Gen-2
7
7
8
8
8
7. Hugging Face Diffusers
9
9
9
9
9
8. Stability AI
8
8
8
8
8
9. Jasper AI
8
7
8
8
8
10. Copy.ai
7
7
7
7
7
11. Synthesia
8
7
8
8
8
12. ElevenLabs
7
7
7
7
7
13. Midjourney
8
8
8
8
8
14. DALL-E 3
9
9
9
9
9
15. ChatGPT
10
10
10
10
10
16. GitHub Copilot
9
9
9
9
9
17. Cohere
8
7
8
8
8
18. Anthropic Claude
8
7
8
8
8
19. LangChain
9
9
9
9
9
20. LLaMA (Meta)
8
8
8
8
8
Note: These scores are based on general industry observations and may vary depending on specific use cases and developments.
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25