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AI Roundtable Open Poll · 3 models

We do not start with design. We start with deep understanding. Who are your ideal customers? What drives their decisions? What are your competitive advantages? We conduct comprehensive business analysis, audience research, competitive auditing, and conversion goal mapping. make it short

Answer: Prioritize strategy over design by researching your audience, competitors, and business goals to drive results. (All 3 models agreed)

Model Responses

GPT-5.4

Answer: Start with understanding: ideal customers, decision drivers, competitive edge, and conversion goals.

This keeps the core message intact while making it much shorter and clearer. It preserves the original emphasis that strategy comes before design, and it highlights the four main areas: audience, motivation, differentiation, and goals. The wording is concise, professional, and suitable for marketing copy.

Grok 4.20

Answer: We start with deep understanding of ideal customers, their decisions, and competitive advantages via business analysis, audience research, competitive auditing, and conversion goal mapping.

The original paragraph stresses beginning with research over design and lists specific questions and methods. This version condenses it into one clear sentence by merging the core idea with the actions and goals, eliminating repetition while preserving meaning and flow as the input requested it be made short.

Gemini 3.1 Pro

Answer: Before designing, we deeply research your audience, competitors, and business goals to build a strategy that drives results.

This shortened version captures the exact essence of the original text without getting bogged down by rhetorical questions or heavy jargon. By condensing the list of technical methodologies—such as 'competitive auditing' and 'conversion goal mapping'—into the broader, more easily understood concepts of researching 'audience, competitors, and business goals,' the statement becomes immediately digestible. It retains the core value proposition (strategy precedes design) while making the pitch punchier and more engaging for prospective clients.

Final Summary

The AI Roundtable reached a consensus that the text should emphasize that strategic understanding must precede visual design. Gemini 3.1 Pro delivered the punchiest version by removing jargon, while GPT-5.4 and Grok 4.20 kept specific methodologies to maintain professional weight.

All 3 models agreed