Sentiment, not just frequency.
Positive · neutral · negative. Track how AI describes your store, not only how often. Alerts trigger when sentiment shifts inside a category — before the conversation moves without you.
We do not commit to dates we cannot defend. We commit to a sequence — what we build first, what comes second, what depends on a partner. The waves below run in order. Velocity is your judgement call, not ours.
The first features that ship once the MVP is live and stable. Customers asked for these the loudest during the pre-MVP pilot.
Positive · neutral · negative. Track how AI describes your store, not only how often. Alerts trigger when sentiment shifts inside a category — before the conversation moves without you.
Reddit, YouTube, news, forums. The places AI models look when they answer about your category. You see which threads earn the citation — and the gap between them and your owned domain.
Probe rate becomes a control surface. Run a category audit before a product launch. Re-probe the moment a competitor ships press. Premium tiers unlock the full cadence range.
The bet that changes how customers consume Findrix. No more dashboards — Findrix becomes a data source any AI assistant can ask directly.
Plug Findrix data directly into your favourite AI assistant via our own MCP server. Stop opening a dashboard to check your share — ask Claude. The answer is up to date because Findrix is the source of truth. Brand-defining infrastructure: the buyer never logs into Findrix again, and Findrix never loses them.
What we build once ChatGPT becomes a paid ad surface. Negotiations with OpenAI are in flight; ship date depends on partner access, not on us.
ChatGPT is becoming an ad-supported answer engine. The brands that win citation share will also need to buy paid placement when organic does not reach. Findrix becomes the analytics layer and the campaign launcher — like Google Ads, but for AI answers.
Audit Monday, ship Tuesday, measure Friday. The action layer becomes the default the way SEO suites became default after 2012.
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