Autonomous web information systems frequently have to answer queries by extracting information written in non-constrained natural language. This task is modeled as a planning problem. Elementary document processing modules are organized into query dependent information-processing graphs that are the tools of scheduling and controlling the execution and provide semantic fusion of heterogeneous information chunks.