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Version 0.3.0
- last updated 7 Sept 2026
Explore the Gap Map
Scored products
616
Total products
24,626
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 — 5 leading, 1 strong
a
o
Fine-tuned / chat models
41 assessed — 1 leading, 5 strong
Inference code
39 assessed — 4 leading, 3 strong
r
Fine-tuning code
32 assessed — 1 leading, 3 strong
r
Evaluation code
31 assessed — 3 leading, 8 strong
r
Benchmark / eval datasets
32 assessed — 1 leading, 10 strong
r
d
Training & synthetic datasets
38 assessed — 2 leading, 7 strong
a
Dataset Processing Tools
21 assessed — none scored
Product / UX
Orchestration & agents
51 assessed — 5 leading, 12 strong
r
UI & API
49 assessed — 2 leading, 2 strong
r
Telemetry & observability
33 assessed — 2 leading, 3 strong
a
Safety & Guardrails
26 assessed — none scored
Agent tools & protocols
35 assessed — 8 leading, 4 strong
Infrastructure
Core ML frameworks & libraries
25 assessed — 15 leading, 7 strong
Compilers & Model Optimization
44 assessed — 2 strong
r
Storage & Retrieval
40 assessed — 2 leading, 4 strong
Deployment
27 assessed — 4 leading, 2 strong
c
o
Edge AI hardware
20 assessed — 1 leading, 1 strong
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