Mention visibility
Measure whether your brand appears and how prominently it is discussed.
Track mentions, citations, sentiment, and competitor visibility across the AI answers your buyers increasingly rely on.
5 free scans, then your own OpenRouter or direct provider key · No card required
Mention rate
Illustrative sample data
Features
Run repeatable prompts, preserve the underlying responses, and turn them into measurable brand and competitor signals.
Measure whether your brand appears and how prominently it is discussed.
Capture the sources AI systems cite so teams can see what shapes an answer.
Use saved queries and schedules to compare results over time.
See which competitors are recommended and where they gain visibility.
Track changes over time and surface meaningful drops, surges, and discoveries.
Trace metrics back to stored responses, prompts, models, and cited sources.
How it works
A saved prompt, or an ad-hoc one, captures the question your buyers ask.
Each scan runs on ChatGPT, Claude, Gemini, and Perplexity in parallel.
Responses are kept permanently and never modified, so metrics can always be recalculated.
A regex pre-screen finds candidates, then an LLM pass validates them against exact text spans.
Mention rate, share of voice, sentiment, and citations, always split per engine.
Demo
ChatGPT, Claude, Gemini, and Perplexity reason differently. See exactly where you show up, where you do not, and who takes your place.
For enterprise contact centres, strong options include Vocelle for its broad ecosystem and Auralane, which is often praised for fast setup and clear reporting. Merivane suits teams that need deep customization.
Methodology
Responses are stored permanently and never modified, so every number can be recalculated and traced back to the exact text it came from. Limited history shows depth indicators, never fabricated trendlines.
We never average across engines without exposing the per-engine split, because averaging hides that signal.
The share of scans where your primary brand appeared in at least one platform response. Presence at the scan level, not the response level.
How much of the conversation you own against every competitor you track. Adding a competitor dilutes it, which is arithmetic, not a bug.
Context around each mention is classified on its own. We publish no single sentiment score, because one number hides a 50/50 split.
Every cited source is persisted, most often from Perplexity and occasionally Gemini.
regex screen · LLM extraction · exact span match. Two-stage detection validates every mention with a confidence score. Mentions must match exact text spans, so nothing is fabricated.
Integrations
Live
Bring your own key to route scans across ChatGPT, Claude, Gemini, and Perplexity from one account.
Live
Direct key for batch insights via the Batches API. 50% cost reduction on async narrative workloads.
Live
Direct key for embeddings on scan results.
Live
Send alerts to a Slack channel via incoming webhook, configured per user.
Live
POST every notification to any URL with HMAC-SHA256 signing. Works with n8n and Zapier.
Live
Subscription management, tier sync, and signed-webhook verification for plan changes.
Live
Alert, digest, and transactional email delivery, including weekly digests.
CDN analytics, CMS workflows, PostHog, Plausible and G2 are planned.
Pricing
Full demo, then 5 real scans on us.
Solo founders + small marketing teams.
Beta · not billed yet
Not sold during beta. Lock in this price and we will honor it at launch.
Price locked. We will email you first when Pro launches.
FAQ
Do you have any questions? We have got you covered.
Seenlark tracks whether AI answer engines mention your brand, how they describe it, which sources they cite, and how your visibility compares with competitors over time.
ChatGPT, Claude, Gemini and Perplexity. You decide which of them run on any given scan, and which model from each — so you can track the ones your buyers actually use instead of a fixed list we picked for you.
Yes — Seenlark runs on your keys. There are two ways to connect: one OpenRouter key, which reaches all four engines through a single account and invoice, or direct keys for OpenAI, Anthropic, Google (Gemini) and Perplexity, which get you your own rates, your own rate limits and batch pricing where the provider offers it. New accounts are set up with a demo workspace — a fully populated dashboard built on sample brands — plus 5 real scans of your own brand on us, before you connect anything. Keys are encrypted before storage, scoped to one workspace, and never placed in background-job payloads.
The infrastructure around the model calls: running scans across four engines, parsing and storing every answer verbatim, citation extraction, competitor and sentiment analysis, history, alerts, scheduling and seats. We charge a flat monthly fee for that and never take a margin on tokens — the model calls are billed by your provider, directly to you. That is why you can see the true cost of every scan in the dashboard, change models whenever you like, and keep your prompts and answers in your own provider account.
Application queries and authorization checks are scoped to the active organization. Provider credentials are encrypted at rest and are never placed in background-job event payloads.
Find out what it said. Run your first scan across ChatGPT, Claude, Gemini, and Perplexity for free.