╭────────────────────────────────────────────╮
│ TECHNICAL KNOWLEDGE GRAPH │
│ Nodes: 47 │ Connections: 156 │
╰────────────────────────────────────────────╯
┌─────────────────┐
│ TRANSFORMERS │
│ attention │
└────────┬────────┘
│
┌───────────────┼───────────────┐
│ │ │
▼ ▼ ▼
┌─────────┐ ┌─────────┐ ┌─────────┐
│ NEURAL │◄───│ AI/ML │───►│ NLP │
│ NETS │ │ │ │ │
└────┬────┘ └────┬────┘ └────┬────┘
│ │ │
│ ┌─────────┴─────────┐ │
│ │ │ │
▼ ▼ ▼ ▼
┌─────────────┐ ┌─────────────┐
│ COMPUTER │ │ CONTENT │
│ VISION │ │ MODERATION │
└──────┬──────┘ └──────┬──────┘
│ │
└──────────┬───────────┘
│
▼
┌─────────────┐
│ SOFTWARE │
│ SYSTEMS │
└──────┬──────┘
│
┌─────────┴─────────┐
│ │
▼ ▼
┌─────────────┐ ┌─────────────┐
│ CYBERSECURE │ │ CLOUD │
│ │ │ INFRA │
└─────────────┘ └─────────────┘
ADJACENCY MATRIX (similarity)
─────────────────────────────
AI CV NLP SEC SYS
AI ─ .87 .94 .42 .78
CV .87 ─ .56 .33 .61
NLP .94 .56 ─ .38 .69
SEC .42 .33 .38 ─ .91
SYS .78 .61 .69 .91 ─
┌─ NODE: ai-ml ─────────────────────┐
│ Type: Primary Domain │
│ Connections: 12 │
│ Patents Analysed: 847 │
│ Related: transformers, neural │
│ Expertise: ████████████ 98% │
└───────────────────────────────────┘
┌─ NODE: cybersecurity ─────────────┐
│ Type: Primary Domain │
│ Connections: 8 │
│ Patents Analysed: 423 │
│ Related: encryption, auth │
│ Expertise: ███████████░ 92% │
└───────────────────────────────────┘
┌─ NODE: software-systems ──────────┐
│ Type: Foundation │
│ Connections: 15 │
│ Patents Analysed: 1,247 │
│ Related: apis, distributed │
│ Expertise: ████████████ 99% │
└───────────────────────────────────┘
┌─ NODE: computer-vision ───────────┐
│ Type: Specialty │
│ Connections: 6 │
│ Patents Analysed: 312 │
│ Related: cnn, detection │
│ Expertise: ██████████░░ 85% │
└───────────────────────────────────┘
┌─ NODE: nlp ───────────────────────┐
│ Type: Specialty │
│ Connections: 9 │
│ Patents Analysed: 534 │
│ Related: transformers, llm │
│ Expertise: ███████████░ 94% │
└───────────────────────────────────┘
┌─ NODE: content-moderation ────────┐
│ Type: Applied │
│ Connections: 7 │
│ Patents Analysed: 189 │
│ Related: classifiers, ml │
│ Expertise: ████████████ 97% │
└───────────────────────────────────┘
╭────────────────────────────────────────────╮
│ TECHNICAL KNOWLEDGE GRAPH │
│ Nodes: 47 │ Connections: 156 │
╰────────────────────────────────────────────╯
┌─────────────────┐
│ TRANSFORMERS │
│ attention │
└────────┬────────┘
│
┌───────────────┼───────────────┐
│ │ │
▼ ▼ ▼
┌─────────┐ ┌─────────┐ ┌─────────┐
│ NEURAL │◄───│ AI/ML │───►│ NLP │
│ NETS │ │ │ │ │
└────┬────┘ └────┬────┘ └────┬────┘
│ │ │
│ ┌─────────┴─────────┐ │
│ │ │ │
▼ ▼ ▼ ▼
┌─────────────┐ ┌─────────────┐
│ COMPUTER │ │ CONTENT │
│ VISION │ │ MODERATION │
└──────┬──────┘ └──────┬──────┘
│ │
└──────────┬───────────┘
│
▼
┌─────────────┐
│ SOFTWARE │
│ SYSTEMS │
└──────┬──────┘
│
┌─────────┴─────────┐
│ │
▼ ▼
┌─────────────┐ ┌─────────────┐
│ CYBERSECURE │ │ CLOUD │
│ │ │ INFRA │
└─────────────┘ └─────────────┘
ADJACENCY MATRIX (similarity)
─────────────────────────────
AI CV NLP SEC SYS
AI ─ .87 .94 .42 .78
CV .87 ─ .56 .33 .61
NLP .94 .56 ─ .38 .69
SEC .42 .33 .38 ─ .91
SYS .78 .61 .69 .91 ─
┌─ NODE: ai-ml ─────────────────────┐
│ Type: Primary Domain │
│ Connections: 12 │
│ Patents Analysed: 847 │
│ Related: transformers, neural │
│ Expertise: ████████████ 98% │
└───────────────────────────────────┘
┌─ NODE: cybersecurity ─────────────┐
│ Type: Primary Domain │
│ Connections: 8 │
│ Patents Analysed: 423 │
│ Related: encryption, auth │
│ Expertise: ███████████░ 92% │
└───────────────────────────────────┘
┌─ NODE: software-systems ──────────┐
│ Type: Foundation │
│ Connections: 15 │
│ Patents Analysed: 1,247 │
│ Related: apis, distributed │
│ Expertise: ████████████ 99% │
└───────────────────────────────────┘
┌─ NODE: computer-vision ───────────┐
│ Type: Specialty │
│ Connections: 6 │
│ Patents Analysed: 312 │
│ Related: cnn, detection │
│ Expertise: ██████████░░ 85% │
└───────────────────────────────────┘
┌─ NODE: nlp ───────────────────────┐
│ Type: Specialty │
│ Connections: 9 │
│ Patents Analysed: 534 │
│ Related: transformers, llm │
│ Expertise: ███████████░ 94% │
└───────────────────────────────────┘
┌─ NODE: content-moderation ────────┐
│ Type: Applied │
│ Connections: 7 │
│ Patents Analysed: 189 │
│ Related: classifiers, ml │
│ Expertise: ████████████ 97% │
└───────────────────────────────────┘
Expertise
Built from first-hand.
We don't just analyse patents — we've designed the architectures, filed the applications, and prosecuted them through to grant.
We've been through global prosecution, expert witnesses, office action responses — and we're still in it. Actively designing, filing and enforcing our own patents.
Our knowledge section exists because we wished something like it had when we started. Years of research, distilled into what we actually use.
Learn it yourself, or let us guide you.
Where we go deep
AI & Machine Learning
Neural architectures, transformers, world models, training pipelines
Cybersecurity
Network detection, encryption, authentication, threat analysis
Computer Vision
Image classification, CNNs, object detection, visual AI systems
Natural Language
LLMs, embeddings, transformers, text classification
Content Moderation
Real-time classification, filtering systems, safety pipelines
Software Systems
Distributed architecture, APIs, cloud infrastructure, source code
How we work
1
Read the claims
Element by element. What does it actually require?
2
Map to implementation
Source code, architecture, technical documentation
3
Build the evidence
Claim charts, technical analysis, expert declarations
4
Support the case
From early assessment through to testimony
Jurisdictions
United Kingdom
United States
European Union
Global via PCT
Proceedings
District Court Litigation
ITC Section 337
PTAB / IPR
UK Patents Court & IPEC
EPO Opposition