The Superlurk blog
Social media search, insights & marketing
Field-tested playbooks and guides on social media search, social media insights, and social media marketing — every one grounded in real, cited research across 24platforms. We lurk so you don't have to.
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Social Listening vs Search vs Monitoring
Social listening, search and monitoring explained — what each means, when to use which, and how to track what changed with Monitors and Radar.
May 12, 2026 · 10 min read
The Social Media Marketing Research Playbook
A repeatable playbook for social media marketing research — demand, creators, hashtags and competitors — that ends in a brief you can actually ship.
Apr 22, 2026 · 10 min read
Social Media Insights: How to Find and Use Them
What social media insights are, where they come from across 24 platforms, and how to turn comments, share of voice and demand into decisions you can act on.
Apr 8, 2026 · 10 min read
Social Media Search: The Complete Guide (2026)
What social media search is, how it works across platforms, and how to turn one question into a cited answer backed by real posts and engagement numbers.
Apr 8, 2026 · 9 min read
Guides
Foundational, end-to-end guides on social media search, insights and marketing research — the pillars everything else builds on.
What Makes Content Go Viral?
Going viral means spreading beyond your audience through sharing and algorithmic push. We cover the mechanics, the common ingredients, and how to stack the odds.
Jun 2, 2026 · 7 min read
What Is UGC (User-Generated Content)?
UGC is content made by customers and fans, not the brand. We define it, separate it from influencer and 'UGC-style' ads, and cover trust, sourcing, and rights.
May 13, 2026 · 7 min read
Social Listening vs Search vs Monitoring
Social listening, search and monitoring explained — what each means, when to use which, and how to track what changed with Monitors and Radar.
May 12, 2026 · 10 min read
Micro vs Macro Influencers
Micro-influencers win on engagement and niche trust; macro-influencers win on reach. We break down the trade-offs, when to pick which, and how to vet either tier.
Apr 22, 2026 · 7 min read
The Social Media Marketing Research Playbook
A repeatable playbook for social media marketing research — demand, creators, hashtags and competitors — that ends in a brief you can actually ship.
Apr 22, 2026 · 10 min read
Social Media Insights: How to Find and Use Them
What social media insights are, where they come from across 24 platforms, and how to turn comments, share of voice and demand into decisions you can act on.
Apr 8, 2026 · 10 min read
Social Media Search: The Complete Guide (2026)
What social media search is, how it works across platforms, and how to turn one question into a cited answer backed by real posts and engagement numbers.
Apr 8, 2026 · 9 min read
What Is Sentiment Analysis?
Sentiment analysis labels social text as positive, negative or neutral to gauge mood at scale. We explain how it works, where it breaks, and how to use it honestly.
Mar 30, 2026 · 7 min read
Reach vs Impressions
Reach counts unique people; impressions count total views. We explain the difference, how frequency ties them together, and why the two rarely match across platforms.
Mar 10, 2026 · 7 min read
Engagement Rate Explained
Engagement rate measures how much of an audience interacts with a post. We explain the common formulas — by followers, reach, and impressions — and why the denominator you pick changes everything.
Feb 25, 2026 · 7 min read
What Is Social Listening?
Social listening means monitoring social platforms for relevant conversations and analyzing them to inform decisions. We give the short, plain definition and explain how it differs from social monitoring.
Feb 4, 2026 · 7 min read
What Is Share of Voice?
Share of voice measures your slice of the conversation against competitors. We define it plainly, show the formula, and explain why social SOV is a proxy for mindshare — not absolute market share.
Jan 21, 2026 · 7 min read
Feature deep-dives
How to use a specific Superlurk capability — creator discovery, trend velocity, comment intel and more — to answer one real question.
Best Hashtags for Tech Content
How to find the best tech hashtags for gadgets, PC builds, AI and dev content using real posts and an honest reach proxy — balanced across sizes so the right buyers find you.
Jun 19, 2026 · 6 min read
How to Find Tech Influencers That Actually Convert
Find tech influencers the right way: search by sub-niche, rank by real engagement instead of subscriber count, and vet reviewers before outreach.
Jun 19, 2026 · 7 min read
Best Hashtags for Crypto Content
How to find the best crypto hashtags using real posts and an honest reach proxy — balanced across sizes and screened for the bot-heavy tags crypto is notorious for.
Jun 18, 2026 · 6 min read
How to Find Crypto Influencers (Without the Scams)
Find crypto influencers the right way: search by sub-niche, rank by real engagement, and vet ruthlessly for credibility and clean disclosure before outreach.
Jun 18, 2026 · 6 min read
How to Find Music Influencers and Curators
Find music influencers the right way: search by genre and sub-niche, rank by real engagement, and vet curators and creators before you pitch a release.
Jun 18, 2026 · 6 min read
Best Hashtags for Music Content
How to find the best music hashtags by genre using real posts and an honest reach proxy — balanced across sizes, and paired with the sounds that actually drive discovery.
Jun 17, 2026 · 6 min read
How to Find Book Influencers (BookTok and Beyond)
Find book influencers the right way: search BookTok, Bookstagram and BookTube by genre, rank by real engagement, and vet creators before you send an ARC.
Jun 17, 2026 · 6 min read
Local Discovery: Find the Places and Posts Driving a City
Find the real venues a niche revolves around in any city — Paris coffee, Tokyo ramen, Lisbon, Mexico City — plus the top TikTok and Instagram posts tagged at each place.
Jun 17, 2026 · 6 min read
Ad Creative Intelligence: Find Winning TikTok Ads
Build a competitive swipe-file from the paid TikTok ads that are actually winning in your niche: the hook, the CTR percentile, the funnel, and a per-second retention curve for the spotlight ad.
Jun 16, 2026 · 7 min read
Best Hashtags for Book Content (BookTok & Bookstagram)
How to find the best book hashtags for BookTok and Bookstagram by genre using real posts and an honest reach proxy — balanced across sizes so the right readers find you.
Jun 16, 2026 · 6 min read
Best Hashtags for Sports Content
How to find the best sports hashtags by sport and team using real posts and an honest reach proxy — balanced across sizes so the right fans find you.
Jun 16, 2026 · 6 min read
How to Find Sports Influencers That Actually Convert
Find sports influencers the right way: search by sport and sub-niche, rank by real engagement instead of follower count, and vet creators before outreach.
Jun 16, 2026 · 6 min read
How to Watch a Competitor's Instagram Stories
Stories vanish in ~24 hours, which is exactly why they're worth catching. Watch a competitor's active Instagram Stories plus their durable Highlights to spot launches, promos and collabs in real time.
Jun 16, 2026 · 5 min read
How to Track a YouTube Channel's Community Tab
The Community tab is a YouTube content type most research misses. Track a channel's posts, polls and announcements — with engagement and real comments — right beside its recent videos.
Jun 15, 2026 · 6 min read
B2B SaaS Competitor Analysis on Social
How to run a B2B SaaS competitor analysis on social — benchmark rivals head-to-head on cited posts, read sampled volume, momentum and sentiment honestly, and find the gaps you can win.
Jun 9, 2026 · 8 min read
Comment Analysis: Mine Your Audience's Voice
How to run a comment analysis that mines your audience's real questions, objections and language from native comments on TikTok, Instagram, YouTube and X.
Jun 8, 2026 · 6 min read
Cited Social Search: How Superlurk Avoids Hallucinations
Cited social search means every claim links to a real post. Here's how Superlurk answers only from retrieved evidence — and never invents engagement numbers.
Jun 6, 2026 · 6 min read
TikTok Live and Live-Commerce Research
TikTok Live moves products in real time — but the stream is gone when it ends. Here's how to research live commerce as an ephemeral, cited signal.
Jun 6, 2026 · 5 min read
Best Time to Post B2B Content
How to find the best time to post B2B content from real performing posts on LinkedIn and X — read honestly as a UTC, survivorship-biased grid you convert and validate.
Jun 2, 2026 · 7 min read
Best Time to Post on Social Media
How to find your real best time to post from performing posts in your niche — read honestly as a UTC, survivorship-biased grid you convert and test.
May 30, 2026 · 6 min read
TikTok Shop Product Research
TikTok Shop is a window into what's selling — read it as a price and popularity signal, not official sales. Here's how to research products before you commit.
May 30, 2026 · 5 min read
From Research to a Content Brief
A content brief turns research into a plan your team can execute — hook, angle, format, talking points and sources — built from real, cited posts, not guesswork.
May 29, 2026 · 6 min read
How to Spot Gaming Trends Early
How to catch a rising game, patch or format before it saturates — and tell whether gaming momentum is still climbing or already fading, read honestly.
May 27, 2026 · 8 min read
Real Estate Content Ideas That Perform
Real estate content ideas pulled from real buyer and seller questions in comments — turned into home tours, market updates and local explainers that perform.
May 27, 2026 · 7 min read
LinkedIn B2B Content Research
LinkedIn rewards a few formats and themes. Here's how to research what works for B2B at the company-page level — with cited, aggregate data, not guesses.
May 23, 2026 · 5 min read
How to Find the Best Hashtags for Your Niche
How to find the best hashtags for your niche using real posts and an honest reach proxy — balanced across sizes so the right people actually find you.
May 22, 2026 · 6 min read
Reverse-Engineer Winning Content
Stop guessing what to make. Reverse-engineer the winning content in your niche — the hooks, formats and structures that already perform — and reuse the patterns.
May 21, 2026 · 6 min read
Best Hashtags for B2B SaaS Content
How to find the best B2B SaaS hashtags from real LinkedIn and X posts — category, event, and practitioner tags, balanced across sizes, with reach read honestly as a proxy.
May 20, 2026 · 7 min read
Education and EdTech Trends to Watch
How to spot rising vs fading education and edtech trends — from AI tutors to study-with-me — reading velocity honestly as a sampled proxy, never extrapolated.
May 19, 2026 · 7 min read
Reddit Audience Research for Marketers
Reddit is where people say what they really think. Here's how to research subreddits and threads for honest buyer opinion — cited, and read as a sample.
May 16, 2026 · 5 min read
Is a Trend Rising or Dying? Trend Velocity
How to tell whether a trend is still rising or already fading using trend velocity — a sampled momentum read that helps you time content instead of guessing.
May 14, 2026 · 6 min read
Best Time to Post Gaming Content
Find your real best time to post gaming content from performing posts in your game — evening, late-night and weekend rhythms, read honestly as a UTC grid.
May 13, 2026 · 7 min read
Best Time to Post Pet Content
A way to pin down when pet owners are actually watching, built from real posts in your niche — read as a UTC, survivorship-biased heatmap you translate to local time and put to the test.
May 13, 2026 · 7 min read
How to Spot Fake Followers and Vet Influencers
Fake followers waste budget. Here's how to vet influencers with authenticity indicators — engagement ratios, comment quality and growth — instead of guessing.
May 12, 2026 · 6 min read
Content Ideas from Audience Comments
Your audience already wrote your next month of content. Here's how to turn real questions and complaints from comments into social media content ideas.
May 9, 2026 · 5 min read
Best Time to Post Home Decor Content
How to find the best time to post home decor content from real performing posts — read honestly as a UTC, survivorship-biased grid you convert to your audience and test.
May 6, 2026 · 8 min read
Food Content Ideas from Your Audience's Comments
Your audience already wrote your recipe calendar. Turn substitution questions, measurement asks and "recipe please" comments into food content ideas.
May 6, 2026 · 6 min read
Health and Wellness Competitor Analysis
A repeatable way to run wellness competitor analysis with cited search — benchmark rivals' content, cadence and share of voice against real engagement, not vibes.
May 6, 2026 · 8 min read
Content Gap Analysis for Social Media
How to run a content gap analysis on social media: find the topics your audience is asking for that nobody in your niche is covering well yet.
May 4, 2026 · 6 min read
How Often Should You Post? Posting Cadence
There's no universal posting frequency. Here's how to find a sustainable cadence by studying how real creators in your niche actually post — and perform.
May 4, 2026 · 6 min read
Brand Safety and Creator Fit Checks
Before you sign a creator, check brand safety and fit from their real posts — content, audience, and red flags — so a partnership doesn't backfire.
May 2, 2026 · 6 min read
How to Find B2B SaaS Influencers
How to find B2B SaaS influencers who actually move pipeline — credible practitioners and founders on LinkedIn and X, ranked by real engagement and vetted before outreach.
Apr 29, 2026 · 8 min read
Find Similar Creators (Lookalike Search)
Lookalike search takes one creator you already like and finds more like them — similar audience and content, ranked by real engagement and ready to vet.
Apr 26, 2026 · 6 min read
Social Media Competitor Analysis
A repeatable way to run social media competitor analysis with cited search — benchmark rivals' content and share of voice against real engagement, not vibes.
Apr 24, 2026 · 6 min read
Best Hashtags for Pet Content
A way to build pet hashtag sets from posts that are already performing — mixing huge community tags, breed tags, and niche behavior tags, with reach treated as a directional proxy rather than a promised view count.
Apr 22, 2026 · 7 min read
Best Time to Post Food Content (Mealtime Rhythms)
Find your real best time to post food content from performing recipe posts — built around mealtime rhythms, read honestly as a UTC, survivorship-biased grid.
Apr 22, 2026 · 7 min read
DTC and Ecommerce Product Trends to Watch
How to spot rising DTC and ecommerce product trends from TikTok Shop signals and trend velocity — read honestly as sampled proxies, then validated.
Apr 22, 2026 · 7 min read
How to Find Trending TikTok Sounds
How to find trending TikTok sounds for your niche, ranked from real posts and engagement, so you ride a sound on the way up instead of after it peaks.
Apr 22, 2026 · 6 min read
How to Find Local Influencers by City
Find local influencers in any city: surface creators tied to a place, confirm their audience is actually local, and rank them by real engagement before you pitch.
Apr 18, 2026 · 6 min read
Share of Voice: Measure Your Brand's Social Presence
Share of voice is your slice of the social conversation about a topic or category. Here's how to measure it honestly from real posts — and read it as a sample, not the whole market.
Apr 18, 2026 · 7 min read
Fashion Competitor Analysis
A repeatable way to run fashion competitor analysis with cited search — benchmark rival labels' hauls, reviews and dupes against real engagement and share of voice.
Apr 15, 2026 · 7 min read
How to Find Influencers for Any Niche
How to find the right influencers for any niche using cited social search — ranked by real engagement, filtered by follower band, and vetted before outreach.
Apr 15, 2026 · 5 min read
Best Hashtags for Home Decor Content
How to find the best home decor hashtags from real performing posts — a balanced mix of broad, style-community and niche tags, with reach read as an honest proxy.
Apr 14, 2026 · 8 min read
Best Time to Post Education Content
How to find the best time to post education content from real posts — after-school and evening study windows, Sunday teacher prep, and a UTC, survivorship caveat.
Apr 14, 2026 · 7 min read
How to See What's Trending on Social Media
How to see what's trending across platforms at once, ranked by real recent engagement instead of whatever your For You page happens to serve up.
Apr 12, 2026 · 7 min read
Finance Content Ideas That Perform
Your audience already wrote your finance calendar. Here's how to mine real questions and comments into finance content ideas that perform — credibly.
Apr 8, 2026 · 7 min read
Best Time to Post Parenting Content
How to find the best time to post parenting content from real posts in your niche — read honestly as a UTC, survivorship-biased grid you convert to your audience and test against nap windows and bedtime scrolls.
Apr 7, 2026 · 7 min read
Best Time to Post Fashion Content
How to find your real best time to post fashion content from performing OOTD, haul and lookbook posts — read honestly as a UTC, survivorship-biased grid you convert and test.
Apr 1, 2026 · 7 min read
Best Hashtags for Gaming Content
The best hashtags for gaming content pair per-game tags with format tags, balanced across sizes and grounded in real posts — with reach read as a proxy.
Mar 31, 2026 · 7 min read
Best Time to Post Real Estate Content
How to find the best time to post real estate content from real performing posts — weekend and pre-open-house windows, read in your local market's timezone.
Mar 31, 2026 · 7 min read
How to Spot Fitness Trends Before They Peak
How to spot fitness trends early and tell whether one is still rising or already fading, using trend velocity read honestly as a sampled volume proxy.
Mar 25, 2026 · 7 min read
Best Hashtags for Parenting Content
How to find the best parenting hashtags from real performing posts — a balanced set across sizes, with reach read as a proxy rather than a guaranteed view count, so the right parents find you.
Mar 24, 2026 · 7 min read
Best Time to Post DTC and Ecommerce Content
How to find your best time to post DTC and ecommerce content from real posts — shopping-intent windows read honestly in UTC and tested against your store.
Mar 24, 2026 · 7 min read
Home Decor Competitor Analysis on Social
How to run a home decor competitor analysis on social with share of voice — your slice of the sampled conversation and the sentiment behind it, every figure backed by cited posts.
Mar 19, 2026 · 8 min read
Best Hashtags for Food Content That Actually Get Found
Find the best food hashtags from real performing recipe posts — balanced across sizes, niche-specific, with reach read honestly as a proxy.
Mar 18, 2026 · 7 min read
Best Time to Post Wellness Content
How to find your real best time to post wellness content from performing posts — early workouts, evening wind-down and Sunday planning, read in UTC and tested.
Mar 17, 2026 · 7 min read
Beauty Content Ideas from Audience Comments
Your beauty audience already wrote your next month of content. Here's how to turn "what shade is that?" and "dupe for...?" comments into ideas that perform.
Mar 11, 2026 · 7 min read
Best Time to Post Finance Content
How to find your best time to post finance content from real performing posts — market open, paydays and commutes — read honestly as a UTC grid you test.
Mar 11, 2026 · 7 min read
Best Time to Post Travel Content
How to find the best time to post travel content from real performing posts — read honestly as a UTC, survivorship-biased grid you convert for a global audience and test.
Mar 11, 2026 · 8 min read
How to Find Home Decor Influencers
How to find home decor and interior design influencers by interior style and budget tier — ranked by real engagement like saves and shares, then vetted before outreach.
Mar 5, 2026 · 8 min read
The Best Time to Post Fitness Content
Find your real best time to post fitness content from performing posts — the early-morning and evening gym rhythms — read honestly as a UTC grid you convert and test.
Mar 4, 2026 · 7 min read
Best Hashtags for Education Content
How to build balanced education hashtag sets from real posts — mixing community, subject, grade and format tags, with reach read honestly as a proxy.
Mar 3, 2026 · 7 min read
Best Hashtags for Real Estate Content
How to build a balanced real estate hashtag set — broad tags plus local city tags — backed by real posts, with reach read honestly as a proxy.
Feb 26, 2026 · 7 min read
Parenting Content Trends to Watch
How to spot rising parenting content trends with trend velocity — a sampled momentum read, so you join family topics and formats early instead of arriving once they're already everywhere.
Feb 25, 2026 · 7 min read
Best Hashtags for Health and Wellness Content
How to find the best wellness hashtags from real posts — balanced across sizes, read as a reach proxy, with the moderated and flagged health tags to avoid.
Feb 24, 2026 · 7 min read
The Best Time to Post Beauty Content
Beauty audiences scroll on their own rhythm — late-night #SkinTok, Sunday reset routines. Here's how to find your real best time to post, not a generic chart.
Feb 24, 2026 · 7 min read
Best Hashtags for DTC and Ecommerce Brands
How to find the best hashtags for DTC and ecommerce brands from real product posts — layered across sizes, with reach read honestly as a proxy.
Feb 17, 2026 · 7 min read
Best Hashtags for Fashion Content
How to find the best fashion hashtags for OOTD, hauls and style content using real posts and an honest reach proxy — balanced across sizes so the right people find you.
Feb 17, 2026 · 7 min read
How to Find Parenting Influencers
How to find parenting and family influencers by sub-niche using cited social search — ranked by real engagement, vetted with authenticity indicators, and checked for family-safe brand fit before you reach out.
Feb 17, 2026 · 8 min read
How to Find Gaming Influencers & Streamers
The gaming creators worth partnering with are the ones whose Let's Plays, clips and reviews actually pull engagement. Here's how to find and vet them.
Feb 13, 2026 · 9 min read
The Best Hashtags for Fitness Content
Find the best hashtags for fitness content: balanced across sizes, grounded in real performing posts, with reach read honestly as a proxy.
Feb 10, 2026 · 7 min read
How to Find Education and EdTech Creators
How to find education and edtech creators by real engagement — separating B2C teachertok and studytok creators from the B2B advocates who reach educators and admins.
Feb 10, 2026 · 8 min read
Pet Content Trends to Watch Right Now
A method for reading what's surging in pet content across platforms — sounds, formats, and topics ranked by recent engagement and treated as a sampled signal, never a forecast.
Feb 10, 2026 · 8 min read
How to Find Food Influencers Who Actually Cook Engagement
Find food influencers by sub-niche — air fryer, meal prep, baking, viral recipes — ranked by real engagement, then vet them on fit before outreach.
Feb 6, 2026 · 8 min read
The Best Hashtags for Beauty, Skincare & Makeup
The best beauty hashtags aren't a copy-paste wall of #skincare and #makeup — they're the balanced set that real performing posts in your exact sub-niche use.
Feb 3, 2026 · 7 min read
Best Hashtags for Finance Content
How to build balanced finance hashtag sets from real, performing posts — across FinTok, Instagram and LinkedIn fintech — with reach read as an honest proxy.
Feb 3, 2026 · 7 min read
Best Hashtags for Travel Content
How to find the best travel hashtags from real performing posts — a balanced set of destination, broad, and niche-community tags, with reach read honestly as a proxy.
Feb 3, 2026 · 7 min read
How to Find Fashion Influencers
Find the right fashion influencers by style sub-niche using cited social search — ranked by real engagement, filtered by follower band, and vetted before outreach.
Jan 28, 2026 · 8 min read
How to Find Health and Wellness Influencers
How to find and vet health and wellness influencers using cited social search — ranked by real engagement, filtered by sub-niche, and checked for credibility before outreach.
Jan 28, 2026 · 8 min read
Travel Content Ideas That Actually Perform
How to find travel content ideas that perform — mined from real audience comments and cited posts, grounded in the questions travelers actually ask.
Jan 28, 2026 · 7 min read
How to Find DTC and Ecommerce Influencers
How to find DTC influencers and UGC creators for your products using cited social search — ranked by real engagement and vetted before outreach.
Jan 21, 2026 · 8 min read
How to Find Fitness Influencers That Actually Convert
Find fitness influencers the right way: search by sub-niche, rank by real engagement instead of follower count, and vet creators before outreach.
Jan 21, 2026 · 8 min read
How to Find Pet Influencers and Petfluencers
A repeatable way to surface pet influencers and petfluencers by species and breed, rank them on real engagement, and confirm their audiences are genuine before you make contact.
Jan 21, 2026 · 7 min read
How to Find Beauty & Skincare Influencers
The beauty creators worth partnering with are the ones whose skincare routines, GRWMs and tutorials actually pull engagement. Here's how to find and vet them.
Jan 14, 2026 · 8 min read
How to Find Finance Influencers and Creators
How to find and vet finance influencers using cited social search — ranked by real engagement, filtered by sub-niche, and screened for credibility before outreach.
Jan 14, 2026 · 8 min read
How to Find Travel Influencers for Your Brand
How to find travel influencers by destination and sub-niche using cited search — ranked by real engagement, matched to your region, and vetted before outreach.
Jan 14, 2026 · 8 min read
How to Find Real Estate Influencers
How to find real estate influencers using cited social search — ranked by real engagement, filtered to your local market, and vetted before outreach.
Jan 7, 2026 · 8 min read
Platform guides
Platform-by-platform playbooks: how search, insights and creator research actually work on TikTok, Instagram, YouTube, Reddit and X.
X (Twitter) Search and Social Listening
How to search X (Twitter) and turn it into real-time social listening — track the conversation, share of voice and trend velocity, every claim cited to a real post.
May 28, 2026 · 6 min read
Twitch Streamer Discovery
Twitch is live-first, with unusually tight communities. Here's how to find streamers by game and niche, read real-time signals, and vet them with cited, web-sourced data.
May 19, 2026 · 7 min read
Reddit Search for Marketers
How marketers can search Reddit for honest, unfiltered opinion — find the right threads and subreddits, ranked by upvotes and discussion, in one cited answer.
May 15, 2026 · 5 min read
Facebook Audience Research
Facebook's audience skews older and lives in Groups. Here's how to listen, measure share of conversation, and research communities with cited, web-sourced signals.
May 8, 2026 · 7 min read
YouTube Content Research
How to use YouTube for content research — search by question, rank videos and channels by real engagement, mine comments, and size what audiences search for.
May 7, 2026 · 5 min read
Threads Growth Guide
Threads is text-first, tied to Instagram, and built around conversation. Here's how to find what's trending and grow with real, native engagement signals.
Apr 27, 2026 · 7 min read
Instagram Creator Search and Insights
How to get Instagram insights without a dashboard — search by question, rank creators by real engagement, mine native comments, and read hashtags honestly.
Apr 26, 2026 · 5 min read
TikTok Search and Analytics
TikTok is a native platform in Superlurk, so a single question returns cited videos with real engagement, native comments, trending sounds and Shop signals.
Apr 18, 2026 · 6 min read
Pinterest Trend Research
Pinterest is a visual search engine where people plan ahead, so demand shows up early. Here's how to read rising trends and seasonal interest with cited, web-sourced signals.
Apr 16, 2026 · 7 min read
Cross-Platform Social Search (24 Platforms)
How cross-platform search covers 24 platforms in two lanes — 8 native, 16 web-backed — and dedupes the overlap into a single cited answer you can trust.
Apr 12, 2026 · 6 min read
LinkedIn Thought Leadership Research
Thought leadership is a credible point of view, not a posting habit. Here's how to research the topics, formats and angles that resonate on LinkedIn.
Apr 5, 2026 · 8 min read
X (Twitter) Trend Tracking
X moves in minutes. Here's how to track velocity rather than volume, separate a passing spike from a durable shift, and act before a trend peaks.
Mar 25, 2026 · 8 min read
Reddit Marketing Guide
Reddit rewards contribution and punishes self-promo. Here's how to read subreddit culture, find real pain points, and market without getting banned.
Mar 14, 2026 · 8 min read
YouTube Keyword Research
YouTube is a search engine first. Here's how to find the queries viewers actually type, read real engagement, and turn demand into titles, topics and gaps.
Mar 3, 2026 · 8 min read
YouTube Shorts Trends
How to track YouTube Shorts trends with evidence: spot rising formats and topics, read velocity instead of size, and decide when a trend belongs in a Short or long-form.
Feb 20, 2026 · 7 min read
Instagram Hashtag Guide
How Instagram hashtags really work in 2026 versus the old myths — niche vs broad tags, caption SEO, and reading hashtag reach honestly as a proxy for momentum.
Feb 9, 2026 · 7 min read
Instagram Reels Strategy
An Instagram Reels strategy built from real performing posts: sharpen your hook and format, post when your audience is active, learn from winning patterns, and read reach honestly.
Jan 28, 2026 · 7 min read
TikTok Hashtag Strategy
A TikTok hashtag strategy built from real performing posts: mix broad and niche tags, read hashtag momentum honestly as a proxy, and time your entry before a topic saturates.
Jan 14, 2026 · 8 min read
Playbooks
Repeatable workflows for teams and agencies — influencer programs, competitive intelligence, trend forecasting and market research.
Product Research from Social Signals
How to run product research from social signals — validate demand, surface winning products, and read real buyer objections from cited posts, comments, and TikTok Shop.
Jun 6, 2026 · 5 min read
How to Measure Brand Sentiment
A grounded guide to measuring brand sentiment: sample the conversation, read what people actually say, track the shift over time, and benchmark rivals — all cited.
Jun 4, 2026 · 6 min read
Social Media Research on a Small Budget
How to do credible social media research for free — five cited searches a day across all 24 platforms in Quick mode, plus when it's actually worth paying for depth.
May 30, 2026 · 5 min read
Market Research Using Social Media
How to run market research using social media — surface real demand, objections and the exact words buyers use, straight from cited posts and comments instead of a survey.
May 21, 2026 · 6 min read
Build a Content Calendar from Social Data
Stop filling a content calendar from a brainstorm. Source ideas from trends and comments, turn them into briefs, and schedule by engagement-weighted times — all cited.
May 19, 2026 · 5 min read
Trend Forecasting for Content Teams
A practical trend-forecasting playbook for content teams: read velocity, demand gaps and rising sounds early, so you ship on a trend while it's climbing — not after it peaks.
May 14, 2026 · 6 min read
Competitive Intelligence from Social Media
How to build competitive intelligence from social media — read a rival's share of voice, momentum and messaging from cited posts, not guesswork or a press release.
May 7, 2026 · 6 min read
How to Measure Social Media ROI
A grounded approach to social media ROI: define goals, map metrics to them, benchmark against the market with cited data, and stop reporting vanity.
May 6, 2026 · 5 min read
Social Media Research for Agencies
A playbook for agencies that need credible social media research fast: cited competitive readouts, share-of-voice reports, and vetted creator lists clients can trust.
Apr 27, 2026 · 6 min read
An Influencer Marketing Workflow That Works
A field-tested influencer marketing workflow built on cited social search: discover, vet, fit-check, brief, and measure creators in one loop instead of guessing.
Apr 17, 2026 · 6 min read
How to Find Trending Audio for Video
A practical guide to finding trending audio for short video: surface surging sounds, validate the momentum, match them to your niche, and post before the window closes.
Apr 15, 2026 · 5 min read
Social Insights for Product Marketers
A social-insights playbook for product marketers: validate positioning, mine feature requests from comments, watch competitor launches, and read sentiment — all cited.
Apr 8, 2026 · 5 min read
Audience Research for Community Managers
An audience-research playbook for community managers: find where your people gather, surface what they actually ask, and turn their voice into content — all cited.
Mar 18, 2026 · 6 min read
How to Find UGC Creators
A step-by-step way to find UGC creators worth paying: search by real engagement, vet for fake followers, check brand fit, then shortlist and expand — all cited.
Mar 11, 2026 · 6 min read
Social Media Monitoring for PR Teams
A monitoring playbook for PR and comms: track brand mentions, read sentiment honestly, benchmark share of voice, and catch a crisis early — on cited social search.
Mar 4, 2026 · 5 min read
How to Find Your Audience on Social Media
A practical method to find your audience on social media: pinpoint the communities they gather in, learn what they discuss, and see which creators they already trust.
Feb 27, 2026 · 5 min read
How to Track Competitors on Social Media
A repeatable way to track competitors on social media: pick the rivals that matter, measure share of voice, compare head-to-head, and get alerted to moves — all cited.
Feb 23, 2026 · 5 min read
A Content Strategist's Trend Workflow
A repeatable trend workflow for content strategists: catch rising topics early, validate momentum, find the content gap, and turn it into a brief — all cited.
Feb 16, 2026 · 5 min read
Social Media Research for DTC Brands
A repeatable social research loop for direct-to-consumer brands: source UGC creators, read customer sentiment, scan commerce signals, and benchmark rivals — all cited.
Feb 9, 2026 · 6 min read
Social Media Research for Startups
A scrappy, low-cost social research playbook for startups: validate demand, find where your audience gathers, and watch competitors — mostly on the free plan.
Jan 27, 2026 · 5 min read
A Social Media Manager's Research Workflow
A week-by-week research workflow for social media managers: spot trends early, post at the right times, and mine comments for content — all on cited social search.
Jan 19, 2026 · 6 min read
How to Do a Social Media Audit
A practical, repeatable social media audit: inventory your presence, benchmark share of voice, check timing and content patterns, and leave with a prioritized action list.
Jan 13, 2026 · 6 min read
Comparisons & AI SEO
Honest comparisons of tools and approaches, plus how cited social data shows up in AI answer engines.
A Brandwatch Alternative for Lean Teams
Brandwatch is built for enterprise listening programs. If you want cited answers across 24 platforms without a sales call or a dashboard build, here's an honest alternative.
Jun 19, 2026 · 6 min read
A Sprout Social Alternative for Research
Sprout Social is a full management suite. If the part you actually need is cited research and competitive insight — not scheduling — here's a focused, cheaper alternative.
Jun 19, 2026 · 5 min read
A Brand24 Alternative That Answers, Not Just Alerts
Brand24 is a mentions-and-alerts monitoring tool. If you want cited answers and insight — not just a feed of mentions — here's an alternative built around evidence.
Jun 18, 2026 · 5 min read
A socialcrawl Alternative for Marketers, Not Developers
socialcrawl sells social data to developers via an API. If you want cited answers and no-code workflows instead of endpoints to build against, here's the alternative.
Jun 18, 2026 · 5 min read
A Hootsuite Alternative for Insight, Not Just Scheduling
Hootsuite is a scheduling-first dashboard with listening bolted on. If what you really need is cited research and competitive insight, here's a focused alternative.
Jun 17, 2026 · 5 min read
Perplexity for Social Media: A Cited Answer Engine for the Social Web
Perplexity answers questions from the open web with citations. Superlurk does the same for the social web — ranking by engagement and returning creators, videos and comments, all cited.
Jun 17, 2026 · 5 min read
A Meltwater Alternative for the Social Web
Meltwater is an enterprise media-intelligence suite spanning PR and listening. If you want cited social answers without an enterprise contract, here's a focused alternative.
Jun 16, 2026 · 5 min read
Owned vs Earned vs Paid Media
Owned, earned, and paid media each play a different role in a marketing mix. We define the three, show how they reinforce each other, and how cited research feeds all three.
Jun 9, 2026 · 6 min read
Answer Engines and Social Data (AI SEO)
Answer engines like ChatGPT and Perplexity increasingly cite the open web. Here's how social data feeds them — and how to make your content the source they quote.
Jun 8, 2026 · 7 min read
Free vs Paid Social Media Research
What you actually get from free social research tools, when paying is worth it, and how Superlurk's Free, Pro, and Power plans really differ.
Jun 2, 2026 · 6 min read
Nano vs Micro vs Macro Influencers
Nano, micro, and macro influencers trade reach for trust in different ratios. We compare the tiers on engagement, cost, and fit, and show how to find and vet each.
May 25, 2026 · 6 min read
Social Media Analytics vs Insights
Analytics measures your own channels; insights explain the wider market. We break down the difference and how cited social search turns raw data into decisions.
May 22, 2026 · 7 min read
Social Listening vs Monitoring
Social listening and monitoring sound alike but do different jobs. We break down the difference, when to use each, and how cited search and monitors cover both.
May 13, 2026 · 5 min read
AI vs Manual Social Media Research
Manual research is slow but grounded; raw AI is fast but invents. Cited social search gives you AI speed with manual-grade evidence you can verify.
May 12, 2026 · 8 min read
Best Social Media Search Tools (2026)
A buyer's guide to social media search tools — the capability categories that matter, the questions to ask, and an honest look at where Superlurk fits.
May 6, 2026 · 5 min read
TikTok vs Reels vs Shorts
TikTok, Reels, and Shorts look alike but reward different things. We compare audience, discovery, sound culture, and where your short video actually performs.
Apr 21, 2026 · 6 min read
Organic vs Paid Social Media
Organic builds trust slowly; paid buys reach instantly. We break down where each wins, where each fails, and how cited research sharpens both.
Mar 26, 2026 · 6 min read