Semantic market intelligence for critical infrastructure
Purpose-built for industrial markets. Designed for the AI era.
NewCCUS Quarterly Report available→
Industrial markets are drowning in data.
Yet starving for intelligence.
Industrial data is everywhere — but nowhere useful
Markets generate massive volumes of information, yet it remains trapped across incompatible systems and isolated silos. Teams waste time reconciling data instead of acting on it.
Delphidata builds the semantic infrastructure that solves this
One market model connecting companies, assets, projects, and supply chains into a unified graph. Fragmented data becomes structured intelligence — ready for AI and enterprise workflows.
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Work from facts, not fragments.
A semantic market model turns scattered industrial data into operational intelligence.
Diversify supply chains
Full visibility into alternative suppliers, capacity constraints, and regional dependencies across your markets.
Track competitive movements
Monitor rivals across projects, partnerships, technology deployments, and market positioning in real-time.
Power AI workflows
Feed systems with reliable, structured market context that eliminates hallucination and enables confident automation.
Accelerate critical decisions
Make faster, more confident calls on complex, high-stakes opportunities with complete market context.
Deep coverage across critical infrastructure.
30+ sectors. One unified intelligence platform.
Strategic
Defense, space, AI infrastructure, and critical minerals powering tomorrow's economy.
Energy Generation
From solar and wind to nuclear and fusion — the full spectrum of power generation.
Energy Carriers & Fuels
Hydrogen, ammonia, SAF, and the fuels enabling global decarbonization.
Industrial Decarbonization
Green steel, cement, CCUS, and storage technologies for heavy industry.
Choose your access point.
Same underlying data infrastructure, four ways to consume it.
Streams market intelligence into your systems
A real-time enterprise API delivering structured, asset-level data for analytics, workflows, and AI.
Maps decarbonization markets at asset level
An interactive dashboard for exploring assets, competitors, and market dynamics for decarbonization pathways.
Monitors market signals as they happen
AI-curated feed delivering clean, duplicate-free market signals across 30+ critical infrastructure sectors.
AIC Mines Intersects Mineralisation at Jericho Copper Project in Queensland
11hAIC Mines has intersected mineralisation at its Jericho copper project through an access drive from the Eloise mine. The project hosts a resource of 19.2Mt at 2.0% Cu and 0.4 g/t Au.
NASA to Retire International Space Station by 2030, Shifting Focus to Private Stations
6hNASA announced ISS retirement in 2030 after 25 years in orbit, redirecting ~$3B annually toward the Artemis program. SpaceX pivoting to lunar development ahead of Mars settlement.
Global AI Infrastructure Spending Reaches $86 Billion in Q3 2025, IDC Reports
3hProjected spending for 2025 is $334B, with over $902B anticipated by 2029. Servers comprise ~98% of AI-related expenditures. Cloud implementations represent over 86%.
AIC Mines Intersects Mineralisation at Jericho Copper Project in Queensland
11hAIC Mines has intersected mineralisation at its Jericho copper project through an access drive from the Eloise mine. The project hosts a resource of 19.2Mt at 2.0% Cu and 0.4 g/t Au.
NASA to Retire International Space Station by 2030, Shifting Focus to Private Stations
6hNASA announced ISS retirement in 2030 after 25 years in orbit, redirecting ~$3B annually toward the Artemis program. SpaceX pivoting to lunar development ahead of Mars settlement.
Global AI Infrastructure Spending Reaches $86 Billion in Q3 2025, IDC Reports
3hProjected spending for 2025 is $334B, with over $902B anticipated by 2029. Servers comprise ~98% of AI-related expenditures. Cloud implementations represent over 86%.
Answers market questions with verified facts
A grounded AI chat that retrieves insights from connected market data — with full traceability.
From global noise to ground truth.
Our platform is built on a transparent, 3-stage data engine that transforms global chaos into your strategic advantage.
The Ingestion Engine
Custom transformer models perform named entity recognition on raw text. Vector embeddings cluster millions of data points to deduplicate with >99% precision.
The Knowledge Graph
A schema-enforced graph database built on proprietary taxonomy. Companies, technologies, projects, and their relationships mapped into one unified structure—the common language industrial markets need.
The Reasoning Layer
Tackles the “black box” problem. The engine traverses the graph to inject verified context into LLMs, ensuring every answer is grounded in deterministic facts, not probabilities.
Trusted by organizations moving markets.
“Delphi Data Labs’ Green Hydrogen Dashboard allows us to monitor the development of the global green hydrogen market in a very detailed and dynamic way.”
“Delphi Data Labs boosts the implementation of our group strategy 2030 by identifying new targets and offering rapid, standardized analysis via their intuitive dashboard.”
“With standout knowledge in both – technology and markets – Delphi was the ideal partner to support B&B’s circular economy strategy.”
A reliable European market intelligence layer is required to maintain strategic autonomy.
Recent highlights
Aletheia: What We're Building and Why
We built a dashboard for exploring data visually. We built an API for integrating it programmatically. But the most common thing clients do is ask questions. So we're building Aletheia — an AI assistant that answers them, grounded in our knowledge graph, with sources attached.
Tracking the Global Hydrogen Project Pipeline: What the Data Actually Shows
Everyone publishes hydrogen project counts. Few explain what those numbers actually mean. Here's what we've learned structuring data on 4,000+ projects across the full value chain — and why most headline numbers are misleading.
Defense and Space Intelligence: Why Industrial Markets Need a Different Data Model
Energy transition intelligence focuses on project pipelines and capacity additions. Defense and space markets run on different logic: procurement cycles, prime-subcontractor networks, program timelines, and supply chain depth. The data model needs to match.