Flag and auto-filter accounts that misuse topic tags

Where this came from

Bluesky

The pain

Stop tag spam without broad blocks. Let users flag/tag-abuse, auto-mute misuse, and crowd-moderate tag relevance across social feeds for cleaner discovery and less collateral blocking.

Who it is for

Independent creators and small brands with 5k-500k followers across one or more social platforms who rely on social reach for discovery and revenue. Typical firms are bootstrapped, use social for marketing, have 1-3 person teams or small agencies managing accounts, and are comfortable installing browser extensions or using third-party clients. Technographically they use Twitter/X, Bluesky, Mastodon, or third-party clients and often use tools like Hootsuite, Buffer, or custom client apps. Behaviorally they complain about irrelevant tag spam, value lightweight tooling that preserves relationships, and participate in creator communities.

Source pains

• Risk — platform policy changes or API restrictions could limit integration options; mitigate by building browser extensions and client-side SDKs that work across protocols.
• Risk — model costs can scale with usage and content volume; mitigate with on-device inference, batching, and lightweight models plus usage caps for free tiers.