Multi-Model Research Analysis

Choose this endpoint when you need independent, unmerged perspectives from multiple open-weight models on the same live-web research task — especially for model benchmarking, bias comparison, or when you explicitly do not want a synthesized or ranked answer. Prefer this over the sibling Multi-Model Research Synthesis endpoint when preserving each model's distinct reasoning matters more than a unified conclusion. It is ideal for researchers, analysts, and agent pipelines that consume per-model outputs downstream.

• Fewer than 2 models selected — request rejected with validation error
• Invalid or unsupported model identifier in the models array — returns error listing valid enum values
• Objective field empty or exceeds 4000 characters — schema validation failure
• num_results outside 1–10 range — rejected with bounds error
• Web retrieval returns no results for given domain filters or date range — models receive empty evidence context, analyses may be low-quality
• Payment failure via x402 protocol — request not processed
• Model timeout or inference error for one or more models — partial results or error flag per model
• Conflicting include_domains and exclude_domains causing empty retrieval pool