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Different tools are built for different parts of the problem. These pages say what each is built for, with sources, including where another service is the better choice today.

The landscape

A general picture by category. Individual products differ; the service pages below cite each company's own documentation.

Categories of privacy tools and what they are built for
 Built forUsually outside its scope
Data-removal servicesIncogni, DeleteMe, Optery and othersRemoving listings from data brokers and people-search sites, at scale, available nowFace-search engines, AI datasets, requests to AI providers
Government platformsCalifornia DROPOne free deletion request to registered data brokers, for California residentsAnything that is not a registered broker; other states and countries
Likeness and takedown servicesFor creators and public figuresFinding and taking down unauthorized copies, deepfakes and impersonationPeople-search listings, AI provider requests
Opt-out registries and cloaking toolsGlaze, Nightshade; Spawning's registry was offline when checked on 4 October 2026Signalling do-not-train and making images harder to learn fromRemoval of existing listings; casework
Doing it yourselfEverything, free, with full controlYour time: finding, writing, tracking, following up
UltoPultoPre-launchOne view of exposure across brokers, face search, AI datasets and AI providers, with an evidence record per requestAnything inside an already-trained model; services not yet built (see Transparency)