Network & dependency analysis
Trace how load, failure and knowledge propagate through a graph of teams, services or components.
14 of 388 tools.
Audit commercial resilience claim integrity
Audit resilience ROI claims against a unique commercial-source to technical-component graph: recompute each action's avoided loss under joint failure scenarios, cap support at graph-derived value, detect duplicate effects, probability drift and weak evidence, and prevent overlapping component benefits from being sold twice.
Construct calibration shared evidence graph
Discover stable candidate relationships for shared calibration design by correlating standardized held-out loss improvement across common environments, resampling whole environments, stability-selecting practical edges, controlling sign discoveries with Benjamini-Hochberg FDR and returning connected components without claiming parameter transfer.
Estimate coordination network percolation
Estimate organizational network tipping points under random versus targeted aggregate-unit loss, with weighted connected-component curves, Monte Carlo intervals, and structural-hub diagnostics.
Estimate systemic portfolio contagion
Estimate nonlinear financial distress propagation across a directed portfolio network under coherent joint shocks, separating direct from contagion loss and reporting CVaR, convergence, spectral instability, tail attribution, and finite-round loss influence.
Infer stability selected temporal metric graph
Infer a compact aggregate temporal dependency graph with a chronologically held-out ridge VAR, moving-block coefficient bootstrap, practical-effect stability selection, and false-discovery control.
Optimize AI workflow design portfolio
Select one governed AI workflow graph per use case, maximizing risk-adjusted business value under hard control, success, latency and scenario-availability gates plus shared model/tool/review capacity, dependencies, implementation budget and economic-regret CVaR.
Optimize capability transition network
Plan training and hiring as integral capacity flows through a time-expanded skill network, maximizing multi-period demand value net of transition cost and lead time.
Optimize commercial resilience portfolio
Select a budgeted, capacity-feasible technical resilience portfolio directly on a deduplicated commercial exposure graph, combining simultaneous failures and multiple mitigations multiplicatively, enforcing CVaR and critical-loss gates, returning a cost-loss-tail Pareto frontier, and disclosing exact or deterministic beam search.
Optimize cyber control portfolio
Find a budget-, capacity-, availability- and defense-depth-feasible cyber-control portfolio on a nonlinear attack-path graph, recomputing unique-asset expected loss and CVaR under dependencies, exclusions and multiplicative effects.
Optimize queueing network capacity
Choose minimum-cost integer capacity additions across a routed open queueing network using traffic equations, M/M/c waits, and exact budget dynamic programming.
Optimize shared platform investment
Choose a shared-platform option and adopter coalition under budget, capacity, joint scenarios, pairwise network value, CVaR, and individually rational Shapley-informed cost allocation.
Optimize team topology
Partition the collaboration graph into bounded teams while balancing preserved working relationships, skill coverage, membership stability, and fixed assignments.
Simulate delivery flow digital twin
Simulate delivery as a network of finite queues with stochastic arrivals, lognormal service, rework, WIP limits, and policy economics.
Simulate dependency cascade risk
Stress-test correlated baseline failures and directed dependency cascades with portfolio loss VaR/CVaR and risk contributions.