A separate synthesizer model reviews and merges the parallel outputs to highlight agreements and conflicts.

Once the three independent models finish their work, a fourth model acts as the council's chair. This synthesizer carefully compares the three drafts. It looks for common ground where the models agree and flags the friction points where they diverge. Instead of hiding these contradictions, the synthesizer displays them side-by-side in a structured comparison table, letting the human researcher see exactly where the machines hesitate.