Compared with
Project databases
Tell you what was announced or what a publisher printed. They do not reconstruct physical state, test capital assumptions, or produce an auditable recommendation.
An LLM can summarize a filing. It cannot manufacture the historical physical world, keep load books honest, or turn a slip into an auditable capital recommendation.
Compared with
Tell you what was announced or what a publisher printed. They do not reconstruct physical state, test capital assumptions, or produce an auditable recommendation.
Compared with
Track selected operational workflows for the people building the asset. They are not an independent read for the capital sitting under it.
Compared with
Turns heterogeneous physical evidence into a time-aware, auditable capital decision — underwrite, re-underwrite, and act.
Every material claim tied to a source, a date, and a quality class — or marked UNKNOWN.
What is actually true about the project today, reconstructed from evidence rather than from the deck.
What must happen for delivery — and which single failure kills the date.
What we knew then. History is never overwritten. The change itself is information.
Change a bind. Propagate through the physical path and into capital consequence.
A report an investment committee, lender, or portfolio manager can act on.