AI research assistant for infrastructure markets
Ask questions in natural language. Get answers backed by verified data.
Traditional market research means hours of searching, cross-referencing, and synthesizing information from dozens of sources — with no guarantee that what you find is current, complete, or accurate. Aletheia compresses that process into seconds. Ask a question about infrastructure markets, and Aletheia queries a knowledge graph of 2.8 million entities and 8.5 million relationships to assemble a precise, source-cited answer.
How it works.
Graph-augmented retrieval — not just another chatbot.
Intent Classification
When you ask a question, Aletheia decomposes your query into structured entity targets: company entities, project entities filtered by technology, capacity, and geography. Complex multi-part queries are broken into precise sub-queries.
Structured query decompositionGraph Traversal
Instead of searching a generic text index, Aletheia traverses the GAIA knowledge graph. It identifies the relevant neighborhood of nodes and relationships — verified facts, not statistically similar text passages.
Deterministic fact retrievalContext Assembly
The graph traversal results are assembled into a structured context window — a curated set of verified facts with their provenance metadata: source documents, extraction timestamps, confidence scores.
Full provenance metadataGrounded Reasoning
A large language model generates a natural-language response, but it is constrained to reason exclusively over the assembled context. It cannot invent facts, hallucinate companies, or fabricate project data.
Zero hallucination architectureSource Attribution
Every claim in the response is linked to the specific graph entities and source documents that support it. Confidence scores indicate the strength of evidence behind each statement.
Traceable to sourceQuestions you can ask.
Natural language in, verified intelligence out.
Intelligence you can trust.
Every answer grounded in deterministic facts, not probabilistic guessing.
Grounded Responses
Every answer is backed by real, verifiable data from the knowledge graph. If information is unavailable, Aletheia tells you clearly rather than producing fiction.
Source Citations
Every claim links to underlying data: project records, company profiles, publications, and regulatory documents. Each citation connects to a verifiable entity.
Natural Language Understanding
Handles ambiguity, follow-up questions, and complex multi-part queries. Understands domain shorthand: FID, DRI, gigafactory, green steel.
Cross-Sector Synthesis
Trace connections spanning hydrogen production, ammonia conversion, shipping fuel demand, and port infrastructure in a single query.
What Aletheia knows.
30+ critical infrastructure sectors. 190+ countries. Continuously updated.
Project Intelligence
Query the full project database by sector, stage, geography, technology, capacity, ownership, or timeline. Understands the full lifecycle from concept through operation.
Company Analysis
Analyze portfolios, competitive positions, partnerships, and strategic trajectories. Compare multiple players across a sector with connected data.
Market & Technology Trends
Which technologies are gaining share, where investment is flowing, how regulation is shaping pipelines. Time-series data synthesized into evidence-based answers.
Supply Chain & Relationships
Map supply chains, partnerships, and ownership structures. Trace from a technology component to manufacturers, projects, and end markets.