Universe/Retrieval/Embeddings/NeuML
Venture candidateEditorially verified

NeuML

Company behind txtai, an open-source all-in-one embeddings database for semantic search, LLM orchestration and workflows.

Visit website ↗
Rising signal81.3
Rising rank#2
Profile completeness79%
Last public activitySep 2, 2026
01

PUBLIC TRACTION

Usage, audience and developer pull

980.9KHF model downloads11.7K per model
173HF followers756 total likes
18.6KGitHub stars1.3K forks
84Model portfolio19 datasets · 7 Spaces

WHY IT IS ON THE RADAR

Developer distribution advantage

  • Usage outruns audience
  • High reach per model
  • Shipping now
02

MODEL FOOTPRINT

What it publishes

Retrieval/EmbeddingsLanguage/Text
Most popular HF repositoryNeuML/pubmedbert-base-embeddings815.7K downloads · 195 likes ↗
Top tasks
sentence-similarity (35), text-generation (1), token-classification (1), text-ranking (1), text-classification (1)
Model sizes
<0.5B (55); Unknown (27); 0.5-3B (1); 3-10B (1)
Base families
BERT, Llama, Gemma
Libraries
transformers, txtai, sentence-transformers, staticvectors, gliner, PyLate, litert-lm, litert
03

DEVELOPER ACTIVITY

How it ships

Original repositories27
Forked repositories4
Pushed in 90 days10
Archived share35%
Most-starred repositoryneuml/txtai12.9K stars · 888 forks ↗
Languages
Python, JavaScript, Jupyter Notebook, TeX, Go, Java, Rust
Topics
search, nlp, python, txtai, ai, machine-learning, artificial-intelligence, large-language-models, llm, medical
Latest release
neuml/txtai.rs · Aug 27, 2026
04

ACTIVITY TIMELINE

Latest observed moves

  1. GitHub pushRepository activity ↗
  2. GitHub releaseRelease v9.13.0 ↗
  3. HF modelModel published or updated ↗
  4. HF datasetDataset published or updated ↗
  5. HF SpaceSpace published or updated ↗
05

THE NEOLAB STACK

Publicly evidenced tooling

Training
Transformers
Compute
Not disclosed
Hardware
Not disclosed
Tracking
Not disclosed
Bottlenecks
Not disclosed

“Not disclosed” means no evidence was found in the sampled public metadata or top model card—not that the lab does not use the tool.

06

COMPARABLE LABS

Nearest modality peers

LightOn AI
Signal 69.4 · 968.3K downloads · 2.5K stars
Sentence Transformers - Cross-Encoders
Signal 68.8 · 98.6M downloads · Not resolved stars
Nomic AI
Signal 50.9 · 23.4M downloads · 84.8K stars
Mixedbread
Signal 72.6 · 4.1M downloads · 5.2K stars
Qdrant
Signal 62.4 · 4.8M downloads · 46.4K stars

INVESTOR DILIGENCE

Validate developer-to-model conversion, enterprise usage, and repeat adoption.

  • HF member count is only a public-profile proxy

MISSING FROM THIS RECORD

foundedYearemployeeCountfunding

Completeness: 11 of 14 tracked field groups. Unknowns are explicit so an analyst can close them.

DATA PROVENANCE

Every claim should be auditable.

Platform counters are a point-in-time public snapshot. Editorial facts are only promoted after source review.

NeuMLcompany.leadership, business.summary, business.businessModel, business.products ↗Hugging Face organizationObserved 2026-09-03 ↗GitHub organization APIObserved 2026-09-03 ↗

NEOLAB TRACKER PRO

Know when the thesis changes.

Weekly deltas, funding and team alerts, portfolio watchlists, CSV exports and an analyst-ready API turn a static profile into a sourcing system.

See tracker plans →