20+ Best Alternatives to matforge in 2026
AI scientists that discover next-generation semiconductor materials in months instead of a decade.
Looking for an alternative to matforge? 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 →
Deep Principle
UndisclosedAI scientist platform for chemistry and materials discovery
Why it's similar: Shares categories with matforge — Research Assistants, AI Manufacturing.
💵 Enterprise · Contact sales
- 2View alternative →
Lila Sciences
$550MBuilding scientific superintelligence and autonomous AI labs for life, chemical and materials sciences.
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 3View alternative →
Tractian
$180MIndustrial Copilot for predictive maintenance
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 4View alternative →
KoBold Metals
$1.2BAI-powered exploration for critical minerals
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 5View alternative →
NEURA Robotics
$175MCognitive and humanoid robots that work safely alongside people
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 6View alternative →
Periodic Labs
$300MCreating AI scientists and autonomous laboratories to accelerate scientific discovery, starting with physical sciences.
Why it's similar: Shares categories with matforge — Research Assistants.
💵 Enterprise · Contact sales
- 7View alternative →
OpenEvidence
$735MAI medical assistant for clinicians
Why it's similar: Shares categories with matforge — Research Assistants.
💵 Freemium
- 8View alternative →
Augury
$369MAI-driven machine health and production health for industrial reliability
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Free
- 9View alternative →
Harmonic
$295MMathematical superintelligence with hallucination-free, verified reasoning
Why it's similar: Shares categories with matforge — Research Assistants.
💵 Free
- 10View alternative →
AMI Labs
$1.0BYann LeCun's lab building foundational world models for real-world AI
Why it's similar: Shares categories with matforge — Research Assistants.
💵 Free trial
- 11View alternative →
Dexterity
$300MPhysical AI for warehouse and supply chain robots
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 12View alternative →
Axiom Math
$264MAI mathematician that generates and proves new mathematical knowledge
Why it's similar: Shares categories with matforge — Research Assistants.
💵 Free
- 13View alternative →
AI² Robotics
$145MEmbodied-AI humanoid robots and VLA models for industrial automation
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 14View alternative →
Foundation
$36MFull-stack general-purpose humanoid robots with proprietary actuators
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Free
- 15View alternative →
PhysicsX
$175MAI-native engineering simulation that optimizes physical products in minutes.
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 16View alternative →
Edison Scientific
$70MAI scientist that compresses months of research into a single day
Why it's similar: Shares categories with matforge — Research Assistants.
💵 Free
- 17View alternative →
Cognite
$240MDeploy and scale industrial AI to optimize production, reduce downtime, and increase productivity across your enterprise.
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 18View alternative →
Preferred Networks
$160MPreferred Networks develops and provides all four layers of the AI technology value chain: AI semiconductors, computing infrastructure, generative AI foundation models, and AI products/solutions.
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 19View alternative →
Sereact
$136MPhysical AI that delivers real autonomy on the warehouse floor, operating with zero supervision and infinite precision.
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Enterprise · Contact sales
- 20View alternative →
Neara
$165MAI-powered 3D digital twins for grids and critical infrastructure
Why it's similar: Shares categories with matforge — AI Manufacturing.
💵 Free
Frequently asked questions
What are the best alternatives to matforge?
The top-ranked alternatives to matforge on NeuronFeed are Deep Principle, Lila Sciences, Tractian, KoBold Metals, NEURA Robotics. Rankings are based on our Neuron score, which weighs funding, momentum and editorial signal.
Is there a free alternative to matforge?
Yes — Augury, Harmonic, Axiom Math offer a free plans. See the pricing column for each alternative above.
How is this list ranked?
We rank alternatives by shared categories with matforge, then by our proprietary Neuron score (0–100) which combines funding, team quality, momentum, and editorial input. The list refreshes every 30 days.
matforge vs Deep Principle — which is better?
It depends on use case. Deep Principle (AI scientist platform for chemistry and materials discovery) is the #1-ranked alternative. See the full side-by-side at /compare/matforge-vs-deep-principle.
Explore more around matforge
Contextual paths to related AI startups, deals and rankings.