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Version 0.5.0
- last updated 4 Oct 2026
Explore the Gap Map
Scored products
1,099
Total products
59,149
5
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How to read the map
Open source
Open-ish
Score
c
Capability gap
a
Adoption gap
r
Resiliency gap
o
Openness gap
d
Disclosure gap
How to read the map
Model components
a
o
Base / pretrained models
32 assessed — 4 leading, 3 strong
a
o
Fine-tuned / chat models
41 assessed — 1 leading, 5 strong
c
Embeddings & retrieval models
35 assessed — 9 strong
a
c
Scientific AI models
34 assessed — none scored
c
o
Multimodal models
28 assessed — 2 leading, 3 strong
a
o
Speech & audio
40 assessed — 1 leading, 5 strong
r
Image, video, 3D & music generation
36 assessed — 2 leading, 1 strong
Robotics & embodied AI
28 assessed — 2 strong
d
r
Training & synthetic datasets
39 assessed — 2 leading, 8 strong
r
Benchmark / eval datasets
32 assessed — 1 leading, 10 strong
a
Dataset Processing Tools
20 assessed — none scored
r
Document conversion & OCR
20 assessed — 2 leading, 2 strong
r
Language-specific datasets
97 assessed — 1 leading, 3 strong
r
Fine-tuning code
32 assessed — 1 leading, 3 strong
a
Federated learning
19 assessed — none scored
Inference code
39 assessed — 4 leading, 3 strong
r
Evaluation code
33 assessed — 3 leading, 8 strong
Product / UX
r
UI & API
49 assessed — 2 leading, 2 strong
Orchestration & agents
54 assessed — 5 leading, 12 strong
Agent protocols & SDKs
20 assessed — 7 leading, 1 strong
c
Agent tools & connectors
21 assessed — 4 strong
a
c
o
Search & retrieval
21 assessed — 2 strong
a
Safety & Guardrails
26 assessed — none scored
r
Telemetry & observability
32 assessed — 1 leading, 4 strong
a
Assurance & compliance evidence
22 assessed — none scored
Infrastructure
Core ML frameworks & libraries
24 assessed — 15 leading, 7 strong
Classic ML & computer vision
50 assessed — 13 strong
a
Compilers & Model Optimization
44 assessed — 3 strong
r
ML orchestration
29 assessed — 1 leading, 2 strong
r
Deployment
26 assessed — 3 leading, 2 strong
r
Storage & Retrieval
41 assessed — 1 leading, 3 strong
a
o
Model hubs & registries
15 assessed — none scored
c
o
Edge AI hardware
20 assessed — 1 leading, 1 strong
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