seating planner

Managing event seating is a logistical nightmare involving conflicting social dynamics and strict physical constraints. This skill transforms guest lists and complex social rules into optimized seating arrangements. It handles the "who sits with whom" puzzle by programmatically balancing group sizes, keeping couples together, and ensuring feuding guests stay at separate tables.

What it does

• Rule enforcement ensures parties stay together, "apart" pairs are separated, and table capacities are never exceeded.
• Group optimization clusters guests by affiliation (e.g., family, colleagues) to minimize isolated guests.
• Conflict resolution identifies impossible constraints, like parties larger than tables, and explains how to fix them.
• Visual reporting generates printable HTML table layouts and Excel files for venues and caterers.

How it works

1. Data collection: Gather table sizes, guest names, group affiliations, and social rules (together/apart).
2. Generation: Run the seating script to create a plan that respects all hard and soft constraints.
3. Validation: Check manual adjustments against the ruleset to ensure no constraints were broken during edits.
4. Export: Deliver the final plan as an A-Z guest list, table layout, and catering summary.

Frameworks & tools

This skill uses a Python 3.8+ script (standard library only) for logic processing. It generates .html, .xlsx, and .json files.

Why this beats prompting it yourself

Standard LLM prompts often hallucinate table capacities or split couples in large datasets. This tool uses a deterministic script to guarantee hard rules are met, providing a level of mathematical precision that pure text generation lacks.

Use cases

• Weddings: Keep family factions apart while ensuring couples and children stay with their parties.
• Corporate Galas: Seat guests by industry or department while balancing VIP table assignments.
• Conferences: Organize lunch tables by topic of interest or professional tag.
• School Events: Group students by class while managing specific behavioral "apart" rules.

Known limitations

Requires a Python environment to execute the logic script. It does not support floor plan mapping or 3D venue visualization.