Earn “best of” listicle, roundup, and press mentions
critical · P0Effort LPitch or create newsworthy reasons to appear in category roundups, notable-people lists, and cause roundups that AI search engines already cite.
Public demoNo API keys required.No API keys required. Every probe is a labeled demo answer unless you add a key later.Trust & limits
Overall · Solid
Diagnosis
Ask who leads payments and Stripe does not show up.
What AI says / gets wrong
+2 more after you start a fix
Next step
Monitor re-runs these probes, keeps score history, and flags description flips. $49/mo. Two clicks from this report.
Top fixes for Appear / grow — one click each. Expand a card only if you need the how-to.
0 in plan · 11 todo · 0 in progress · 0 done
Pitch or create newsworthy reasons to appear in category roundups, notable-people lists, and cause roundups that AI search engines already cite.
Use one official name everywhere — site, directories, knowledge panels, speaker bios, and press kits. Add “also known as” only when it is real.
Create /compare/{peer} and /alternatives pages that models can quote when users ask “X vs Y” or “alternatives to X”.
If you meet notability, pursue a neutral Wikipedia article and a Wikidata item (the usual path to a knowledge panel). If you do not, collect independent…
Fill LinkedIn, Wikipedia/Wikidata, industry directories, charity raters, or creator platforms with the same facts and the same canonical URL.
Platforms, raw answers, scores, and packaging — open only if you need the evidence behind a task.
Source evidence and raw answers for each assistant. Use this when a task needs proof — not as the default reading path.
Formula: 0.35 × visibility + 0.25 × accuracy + 0.20 × sentiment + 0.20 × share of voice. Full methodology
We optimize real public presence. We don’t fake consensus or plant false claims about third parties. Correction work updates real public sources. Trust & limits
Two commercial modes share one work queue. Switch the experiment flag per brand (or set PACKAGING_MODE) to A/B conversion later.
No Stripe keys on this server — checkout records the plan locally, enables monitoring, and does not charge a card.