Iosif Merman

Hey StartupBase! Founders keep telling us the same thing: fewer people are clicking through from Google, but more of them mention "I asked ChatGPT first." Findrix tracks where AI engines (ChatGPT, Perplexity, Gemini, AI Overviews) get your brand wrong or skip it entirely, then ships the actual fix straight into WordPress or Shopify — no dev ticket needed. Would love feedback from anyone who's watched their organic traffic shift toward AI search.

Identity resolution is the crux of this, agreed. We run into a similar version of the problem tracking how AI engines describe a brand — the same company gets fused or split differently depending on which sources ChatGPT vs. Perplexity crawl. If Hyperengage keeps the memory graph updating in near real time as you mentioned, that alone would put it ahead of most "unified customer view" tools that are really just quarterly snapshots.

The "competing agents" framing is what makes this different from a single AI giving you one confident opinion. In our own work on AI answer visibility we see the same pattern — asking one model isn't enough, because ChatGPT, Perplexity, and Gemini often disagree on the same question. Curious whether Edge Arena lets you weight which agent's critique matters most for a given decision type.

The recipient-aware drafting is the smart part here — most AI email tools just clone one "voice," but tone actually shifts a lot depending on who you're writing to. Curious how the voice alignment score holds up once you're emailing a mix of clients, teammates, and cold outreach in the same week.