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Features

What Seenby will do, feature by feature.

What it will do

Continuous Share of AI Voice tracking across ChatGPT and Perplexity, benchmarked against competitors you name, with the methodology shown every time a number…

Seenby is not open yet, so this is what it is being built to do. Nothing a card names is a promise: the pages this site publishes are what it covers today.

A prompt set written for your category

Give us your brand name, a short description, and up to three competitor names.

Seenby: A prompt set written for your category

Mentions, sentiment and position, extracted the same way each week

Every response is parsed for brand and competitor mentions, classified positive, neutral, negative or absent, and given a ranking position within the answer. Consistent parsing is what makes week-over-week comparison worth reading.

Seenby: Mentions, sentiment and position, extracted the same way each week

Thirty days of trend, side by side with competitors

Trend lines for Share of AI Voice, the sentiment breakdown behind them, the prompts where you are named and the prompts where you are not, and a benchmarking view against the competitors you entered.

Seenby: Thirty days of trend, side by side with competitors

One Share of AI Voice score per brand per week

A single headline metric your CMO can hold in their head, computed per brand per week and stored with its methodology caveat text attached to the record itself, so the number and its limits never travel separately.

Model-version tagging that separates drift from news

Every stored response carries the model version that produced it, so a shift after a provider update can be told apart from a shift in how your market actually talks about you.

How it will work

What using it will look like

  1. Describe the brand and name the rivals

    Enter your brand name, a short description, and up to three competitor names. Seenby turns that into 50 to 100 category prompt templates, with a curated fallback set if generation comes up short, and shows you the list before anything runs.

  2. The week's cycle runs your prompts

    The scheduled query engine sends the prompt set to OpenAI and Perplexity through a provider adapter, isolating per-prompt failures and continuing on the remaining provider if one is unavailable.

  3. Responses are scrubbed, then parsed

    A PII-scrubbing step runs in the storage pipeline before any response becomes queryable, and every stored response carries a scrubbed flag and the model version that produced it. Then mentions, sentiment and ranking position are extracted.

  4. The score is computed with its caveat attached

    Share of AI Voice is computed once per brand per week and stored together with the methodology caveat text, so every place the number appears can show what it does and does not support.

  5. You read the digest, then the detail

    The weekly email brings top insights and drift alerts. The dashboard holds the 30-day trend, the sentiment breakdown, the competitor comparison, and the prompts where nobody named you.

Join the waitlist

Leave an email and we will write when access opens, with the surfaces covered, the caveats that come with the score, and the price. No sequence, no drip.

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