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Alternatives to “just ask ChatGPT”

TL;DR

If your workflow ends at a single chat UI, you optimise whichever model that UI uses today—not the mix of assistants, copilots, and search-integrated answers your customers actually see.

What to look for

Demand parallel prompts, mention-level metrics (share of voice, list placement where applicable), competitor co-occurrence, and timestamped reruns. Add at least one Russian-market model if you sell in CIS.

How Getllmspy fits

Getllmspy runs scripted packs across your chosen stack, stores completion time with every report, and keeps niche top-10 and full-audit modes in the same product.