Topic desk 02
Social intelligence
Methods for public community, creator, trend, post, and audience research across Telegram, Reddit, Instagram, and TikTok, with the source caveats that matter.
Social platforms are the easiest place to collect numbers and the hardest place to interpret them. Engagement counts are shaped by the algorithm that distributed a post, not only by the audience that saw it, so two posts with identical view counts can represent completely different realities. The guides in this cluster treat discovery method as part of the data: what you find depends on whether you searched, browsed a hashtag, or followed a creator, and a comparison that mixes those paths is not measuring what it claims. They also take scope seriously. Public means publicly accessible without circumventing a control, and research that stays inside that line is both more defensible and easier to repeat later when someone asks how a figure was produced.
Social guide 05 · 9 min read
Reddit Research APIs Compared: Community, Posts, People, or Search
Reddit exposes four distinct research surfaces — community profile, post feeds, people, and keyword search. Which one answers which question, with field counts.
Social guide 04 · 7 min read
How to Build a Creator Outreach List from Public Data
A repeatable pipeline for influencer and creator outreach: discovering creators by niche, enriching profiles across YouTube, Instagram, and TikTok, and extracting published business contacts responsibly.
Social guide 03 · 8 min read
A Reddit Research Workflow for Communities, Posts, and Viral Signals
How to structure public Reddit research around subreddits, posts, profiles, dates, source links, sampling limits, and reproducible topic analysis.
Social guide 02 · 9 min read
Instagram and TikTok Trend Research Without Vanity-Metric Traps
A source-aware method for comparing public creator and trend signals across Instagram and TikTok while controlling for time, discovery method, and incomplete metrics.
Social guide 01 · 9 min read
Telegram Community Research: Members, Chats, and Public Group Signals
A responsible workflow for Telegram community research using public or legitimately accessible member, chat, and group information with source evidence and scope controls.
The product layer
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Filter the AgentX and TrueFetch directory, open the current Actor page, and prove a narrow sample before scaling.