20+ Best Alternatives to Modular in 2026
A unified AI inference platform for high-performance, portable compute, enabling full optimisations from GPU kernel to API endpoint.
Looking for an alternative to Modular? Below are 20 AI startups working in the same space — ranked by our Neuron score so the most credible options come first. Each card shows what makes the tool a viable substitute, pricing signals, and funding stage.
- 1View alternative →
Nebius
$700MFull-stack AI cloud with large-scale GPU clusters for training and inference
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free trial
- 2View alternative →
Celestial AI
$515MPhotonic Fabric optical interconnect for AI infrastructure
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Custom
- 3View alternative →
Hugging Face
$970MThe AI community building the future of machine learning.
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free · From $9/mo
- 4View alternative →
d-Matrix
$385MDigital in-memory compute (DIMC) chiplet-based hardware purpose-built for AI inference in the
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
- 5View alternative →
Mythic
$260MAnalog compute-in-memory chips for power-efficient edge AI
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Custom
- 6View alternative →
Chainguard
$256MSecure, minimal container images for software and AI supply chains
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
- 7View alternative →
Zilliz
$113MFully managed vector database for AI, built by the creators of Milvus
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
- 8View alternative →
Alcatraz AI
$100MAI facial authentication that replaces the access badge with your face
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Hardware + subscription (contact sales)
- 9View alternative →
Ricursive Intelligence
$300MFrontier research lab building a full-stack AI platform for semiconductor design, founded by
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
- 10View alternative →
Ayar Labs
$155MOptical I/O chiplets that replace electrical interfaces with light to move data in and out of
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
- 11View alternative →
Fractile
$235MUK-based semiconductor startup building in-memory compute chips that radically accelerate
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
- 12View alternative →
Airia
$100MEnterprise platform for discovering, securing and governing AI agents
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Enterprise · Contact sales
- 13View alternative →
Nota AI
$70MAutomatic AI model optimization for any device
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Custom
- 14View alternative →
Tigris Data
$31.7MGlobally distributed, S3-compatible object storage built for AI
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
- 15View alternative →
SiliconFlow
$294MOne platform for all your AI inference, with 200+ models via one API
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free trial
- 16View alternative →
Quantinuum
$2.6BWorld's largest integrated quantum computing company
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Enterprise · Contact sales
- 17View alternative →
Rebellions
$850MRebellions provides high-performance AI inference infrastructure, enabling efficient and scalable AI deployment for real-world applications.
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Enterprise · Contact sales
- 18View alternative →
Lila Sciences
$550MBuilding scientific superintelligence and autonomous AI labs for life, chemical and materials sciences.
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Pricing not listed
- 19View alternative →
Hailo
$120MIsraeli AI chip company building energy-efficient processors that bring deep learning and
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
- 20View alternative →
Retym
$75MSemiconductor startup building programmable coherent digital signal processor (DSP) chips that
Why it's similar: Shares categories with Modular — AI Infrastructure.
💵 Free
Frequently asked questions
What are the best alternatives to Modular?
The top-ranked alternatives to Modular on NeuronFeed are Nebius, Celestial AI, Hugging Face, d-Matrix, Mythic. Rankings are based on our Neuron score, which weighs funding, momentum and editorial signal.
Is there a free alternative to Modular?
Yes — Hugging Face, d-Matrix, Chainguard offer a free plans. See the pricing column for each alternative above.
How is this list ranked?
We rank alternatives by shared categories with Modular, then by our proprietary Neuron score (0–100) which combines funding, team quality, momentum, and editorial input. The list refreshes every 30 days.
Modular vs Nebius — which is better?
It depends on use case. Nebius (Full-stack AI cloud with large-scale GPU clusters for training and inference) is the #1-ranked alternative. See the full side-by-side at /compare/modular-vs-nebius.
Explore more around Modular
Contextual paths to related AI startups, deals and rankings.