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RE: How to choose the best digital marketing agency and understand LLM Seeding?

I completely understand your interest, as I recently delved into LLM Seeding and the integration of generative models into marketing campaigns. For me personally, it was crucial to find an agency that doesn't just use buzzwords, but actually demonstrates the effectiveness of implementing such technologies. The key criteria by which I evaluate agencies include the transparency of their approach—how openly they disclose how their models are trained and how the results are measured; the depth of their analytics—do they have the ability to measure the impact of LLM Seeding on conversions, engagement, and ROI; and the quality of their strategy—how seamlessly the integration of generative AI fits into the client's overall marketing strategy, rather than feeling like an isolated experiment. My agency has these elements in place, and I've seen a noticeable increase in campaign effectiveness: content generation has become more accurate, audience segmentation is deeper, and user interactions are more personalized. Thanks to this approach, I've seen tangible improvements in metrics and understand that LLM Seeding technologies work when implemented wisely and supported by analytics.