Branch from any node
Edit or fork a previous step without overwriting the original path. The graph preserves both.
Ontology
The structure underneath every analysis.
Ontology
Most AI in finance produces a single thread. One question, one answer, one path forward. Sibel’s Ontology treats analysis as a directed graph. Every step is a node. Any node can branch. Competing assumptions run in parallel, and every output stays traceable to the data and reasoning that produced it. The result is not a conversation. It is a persistent, inspectable research structure that accumulates over time.
Directed graphBranchingScenario comparisonFull provenance
Compare in parallel
Run alternative assumptions side by side. Navigate between scenarios without rebuilding context.
Read it both ways
Follow the conversation linearly or move through the full structure visually.
Provenance by default
Every conclusion is connected to the source data, the tools used, and the reasoning chain that produced it. Nothing is orphaned.
Why a graph, not a thread.
Financial analysis is not linear. A thesis branches into scenarios. A macro view forks on rate paths. A risk case splits into shocks. The tools that analysts use should reflect how analysis actually works. Sibel’s Ontology does not force work into a single conversation. It gives it the shape it already has.