A prompt set written for your category
Give us your brand name, a short description, and up to three competitor names.
Waitlist open
Your brand's presence across every AI answer
For brand managers and SEO leads at mid-market companies, Seenby tracks how AI search engines mention, rank and describe your brand next to named competitors every week, so you have an answer the next time your CMO asks.
A look inside
Seenby as it is being built
The problem
Your CMO asks how ChatGPT describes you, and there is no systematic answer
Today the options are manual spot-checking or an agency research project. Both give you one reading on one day from one prompt, which tells you almost nothing about whether you are gaining or losing ground. Crawl-based SEO tools cannot follow the question, because a generated answer is not a page in an index. Seenby is built to close that gap: the same prompt set, run on a schedule, parsed the same way each week, so a change in the number means something you can act on. When a change is more likely a model update than a market shift, we tag it as such rather than let you present it as a win.
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…
For what it covers, see the pages this site publishes.
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.
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.
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.
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
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.
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.
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.
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.
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.
Who it is for
Built for the people who feel the problem
For who it covers, see the pages under Who it is for.
Heads of SEO
Watching a surface your crawl tools cannot reach
You already track rankings and backlinks. Seenby is built to sit beside that work and report where generated answers name you, where they name a competitor instead, and which prompts never mention anyone in your set.
Content and comms leads
Finding the prompts where nobody names you
The dashboard lists the prompts where your brand is absent from the answer, which is a briefing document for the next quarter of content rather than a vanity chart.
Agency principals
Reporting AI presence for client brands
Built for agency teams who need a repeatable weekly reading per client brand and a forwardable digest, with the methodology disclosure travelling alongside every score you pass on.
Questions
Answers before you ask
Which AI surfaces does Seenby query today?
Two at launch: OpenAI and Perplexity. They sit behind a provider adapter interface so a cycle degrades gracefully if one is disabled. Gemini and Claude are not included in the current scope.
How reliable is a Share of AI Voice score?
It is a repeated measurement of a non-deterministic system. The same prompt can return different answers on different days, and provider model updates can move a score without anything changing in your market. Seenby stores the model version behind every response and tags drift where it applies, and the methodology caveat is attached to every computed score rather than kept in a footnote.
How often does it run?
Weekly. The query cycle runs your prompt set, the parser scores the responses, and the digest summarises the week. Real-time alerting outside the weekly cycle is not in scope.
Where do the prompts come from?
Onboarding generates 50 to 100 prompt templates from your brand name, description and competitor names, with a curated fallback template set if generation fails or returns too few. A custom prompt builder is not part of the current scope.
What happens to personal names that appear in AI responses?
A PII-scrubbing step runs in the response-storage pipeline before any response is queryable, and every stored response carries a scrubbed flag. The privacy page documents the basis for processing generated content that references real people.
Does Seenby promise to improve how AI answers describe my brand?
No. Seenby measures and reports. What moves a generated answer is outside any tool's control, and we will not claim otherwise. The value is knowing your position, your competitors' positions, and which prompts leave you out.
Can I benchmark against competitors I choose?
Yes. You name up to three competitors during onboarding, and the parser extracts their mentions from the same responses as yours, which is what makes the comparison a like-for-like reading rather than two separate studies.
What does joining the waitlist involve?
An email address. We will write when access opens, with what is included and what it costs, and nothing in between beyond occasional notes on the category.
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.
One email when it launches, and one now to confirm your address. Unsubscribe any time. Privacy.