Foundational Intelligence for Deep Tech

What We Do

Silicon Axiom provides scientific intelligence infrastructure for organizations navigating complex, knowledge-intensive domains. We combine deep domain expertise with advanced AI/ML capabilities to deliver insights that would take internal teams months to develop.

Our core offerings:

• Due Diligence & Technical Analysis — Rigorous assessment of technologies, companies, and scientific claims

• ML-Ready Datasets — Curated, structured data for training and benchmarking machine learning models

• AI/ML Workflows & Automation — Custom pipelines, scripts, and intelligent systems for scientific R&D

Our Services

Building the data backbone for scientific breakthroughs

Due Diligence & Technical Deep Dives

Making high-stakes decisions in deep tech requires more than surface-level analysis. We provide rigorous, scientifically-grounded assessments that reveal what's real, what's hype, and what's possible.

What we deliver:

• Technology Assessment Reports — Independent evaluation of scientific claims, technical feasibility, and competitive positioning

• Investment Due Diligence — Deep technical analysis for VCs, corporate investors, and M&A teams evaluating deep tech opportunities

• Competitive Landscape Mapping — Comprehensive analysis of who is working on what, their approaches, stage of development, and differentiation

• Patent Intelligence — Technical interpretation of patent claims, freedom-to-operate analysis, and white space identification

• Literature & State-of-the-Art Reviews — Systematic synthesis of scientific literature, identifying key advances, gaps, and opportunities

How we're different:

We are scientists first. Our analyses go beyond keyword searches and executive summaries — we read the papers, understand the methods, and evaluate the science on its merits. You get the assessment a PhD-level expert would provide, delivered in a format decision-makers can act on.

ML-Ready Dataset Preparation

Machine learning is only as good as the data it learns from. We build the structured, curated, validated datasets that enable scientific AI — transforming scattered knowledge into ML-ready intelligence.

What we deliver:

• Custom Dataset Curation — Extraction, cleaning, and structuring of domain-specific data from publications, patents, and databases

• Benchmark Dataset Development — Properly constructed train/test splits, held-out validation sets, and performance baselines

• Data Quality Assurance — Provenance documentation, quality metrics, outlier analysis, and validation against known standards

• Format Standardization — Consistent schemas, ML-framework compatibility (PyTorch, TensorFlow, scikit-learn), and comprehensive documentation

Our standards:

Every dataset we deliver includes complete provenance documentation, quality metrics, and clear licensing information. We understand that "garbage in, garbage out" is not just a saying — it's the reason most ML projects fail. We refuse to deliver garbage.

Why Silicon Axiom?

Scientific Depth

We hold advanced degrees and have hands-on R&D experience in the domains we cover. We don't just aggregate information — we understand it, evaluate it, and synthesize it into actionable intelligence.

AI-Augmented, Human-Verified

We leverage cutting-edge AI/ML tools to process information at scale, but every deliverable is verified and refined by domain experts. You get the efficiency of AI with the judgment of experienced scientists.

Actionable Deliverables

We don't deliver academic reports that sit on shelves. Our outputs are structured for decision-making — clear conclusions, explicit uncertainties, and practical recommendations.

Confidential & Independent

We work under strict confidentiality. Our analyses are independent — we have no conflicts of interest with the technologies or companies we evaluate.

Our Name

Silicon — the elemental foundation of modern computation, the substrate upon which the digital age is built.

Axiom — a self-evident truth, a foundational principle from which other truths are derived.

Together: foundational intelligence for the computational era of science and technology.

We provide the axiomatic layer — the validated facts, structured data, and rigorous analysis — upon which sound decisions and successful AI systems are built.

Get Started

Ready to build on foundational intelligence?

Whether you need a rapid technical assessment, a comprehensive dataset, or an ongoing intelligence partnership — we're ready to discuss how Silicon Axiom can support your objectives.