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| Capability | AssembleAI | Gemini 3 Pro | OpenAI Deep Research |
|---|---|---|---|
| Transparency | |||
| Confidence Scores | ✔️ Ensemble confidence breakdown | ❌ | ✔️ Basic internal metrics |
| Alignment Scores | ✔️ Expert-alignment scoring | ❌ | ❌ |
| Knowledge Strength Scores | ✔️ Weighted RAG similarity per expert | ❌ | ❌ |
| Explainability | ✔️ Chunk-level provenance | ❌ | ◑ Partial trace |
| Trust | |||
| Real-Time Fact Checking | ✔️ Expert debate verification | ❌ | ✔️ Internal checks |
| Hallucination Control | ✔️ Consensus + retrieval grounding | ❌ | ✔️ Strong internal systems |
| Reasoning | |||
| Multi-Step Reasoning | ✔️ Ensemble multi-step debate | ❌ | ✔️ Multi-stage pipeline |
| Multi-Parallel Perspectives | ✔️ Independent expert agents | ❌ | ❌ |
| Cross-LLM Capability | ✔️ Multiple models per expert | ❌ | ❌ |
| Knowledge | |||
| Tools / APIs | ✔️ Agentic tool router | ✔️ | ✔️ |
| Expert Twin Creation | ✔️ | ❌ | ❌ |