Social media

Should you build your own Wholana?

TikTok research tool that ranks videos against each creator's own baseline and labels what they did

With trade-offs · the basics, with limitations
Price $5/moEstimated savings $60/yrEstimated time a weekendCategory Social mediaCatalog votes 0

The core idea is simple arithmetic: a video's views divided by that creator's own median. An agent can build that for a watchlist of creators you pick, over a weekend, on top of a paid scraper API. What it cannot hand you is the corpus, hundreds of thousands of videos already scraped, deduped, and labeled against a curated craft taxonomy, which is what makes search across creators useful instead of a list of your own bookmarks. So: yes for watching 25 creators you already know, no for finding the ones you don't.

ENOriginal research content in English. Original prompt preserved in English.

The complete prompt
Build me a personal TikTok outlier tracker to replace Wholana. Requirements:

- A nightly Node script (node-cron) that pulls recent videos for up to 25 handles listed in
  handles.txt, using a TikTok scraper actor on Apify, token in .env. Do not scrape TikTok
  directly, you will be blocked inside a day.
- Store videos in SQLite via better-sqlite3: handle, video id, url, caption, posted date,
  views, likes, comments, shares, date first seen. Upsert on video id so a re-scrape
  updates metrics instead of duplicating rows.
- Per creator, keep a rolling median of views over their last 30 videos and score each
  video as views divided by that median. 3x or higher is a breakout. Skip creators under
  10 videos, the median is noise below that.
- Label each breakout with one LLM call (Anthropic or OpenAI, key in .env): caption plus
  the first 15 seconds of subtitles from yt-dlp, returning one hook type from a fixed list
  of 12 in hooks.json. Fixed list, not free text, or nothing groups.
- A page on localhost:3000 (Express, server-rendered HTML, Chart.js): last 7 days of
  breakouts sorted by score, filterable by handle, each row showing score, views, hook
  type, and a link, plus a per-creator sparkline of views over time.
- A save button per row that writes the video into a swipe collection and appends it to
  swipe.md, so my picks survive the database.
- Localhost only. No accounts, no telemetry, everything on my machine except the Apify and
  LLM calls.
- Out of scope: search across creators I am not already tracking, and a shared craft
  taxonomy. Do not build auth, multi-user workspaces, or hosting config.
- README: Apify token and actor id, the cron entry, and the cost per 1,000 videos scraped.
  The scraper bill, not the code, is what makes people quit this build.

The prompt opens pre-filled in your agent. Review it before running.

Original prompt preserved in English.

What would building your own look like?

Scrape a watchlist of creators nightly, compute each creator's rolling median views, and surface the videos that beat their own baseline.

What you will need

Why paying can still make sense

The arithmetic is free, the data is not. A personal build only ever knows about the creators you thought to add, and you pay the scraper bill every month to keep even that fresh. The subscription is renting a corpus that was already collected and labeled, plus the discovery that only exists once videos from creators you have never heard of are sitting in the same index.

What you lose

xthe cross-creator corpus

xsearch across videos you never chose to watch

xa curated craft taxonomy instead of labels you invented

xsemantic and hybrid search

xsubject classification

xcreator equity and track-record views

xsomeone else absorbing the scrape cost and keeping it running

prior art · use these instead of building, if you’d ratherTikTokApiUnofficial Python wrapper for TikTok's web endpoints; gets you raw metrics, not a corpus, and breaks when TikTok changes↗
Share on X ↗"I just replaced Wholana ($5/mo) with one prompt"
Plans and pricing

How much does Wholana cost?

In your currency · US DollarChecked on 10/20/2026
Monthly billing
$5/mo · per person
Per year
$60/yr
Buy on the official site

You complete the purchase on Wholana’s site. Vibe Radar does not handle payments.

PlanMonthlyAnnual (per month)What is included
personal$5-1 creator account for TikTok research and performance labeling
plus$20-1 creator account plus ChatGPT and Claude analysis features
team$20/user-Agency/team access; minimum 2 seats

Free tierno free tier

Billing termsmonthly only, no annual plan published; card-backed first month free

Additional costsTeam has a 2-seat minimum ($40/month). The free month converts to paid unless cancelled; no annual discount or overage schedule is published.

verified 2026-08-14 · source ↗

Build or buy

Is it cheaper to build or buy Wholana?

Adjust the numbers: hours to build, your hourly rate, running costs and the subscription price.

Subscribe
Build it yourself
Horizon
Subscribe$120
Build it yourself$2,360

Over 24 months, subscribing is cheaper.

Starting hours estimated from the analysis (a weekend). Does not price what you give up (support, integrations, security).

Frequently asked questions
Can I rebuild Wholana?

Kinda. The core of Wholana is buildable in a weekend with the prompt on this page, but there are real gaps: the cross-creator corpus, search across videos you never chose to watch. Read the honest list above before committing.

How much does Wholana cost?

Wholana costs about $5/mo (Personal, checked 10/20/2026), which is $60 per year.

What do I lose by replacing Wholana?

Honestly: the cross-creator corpus; search across videos you never chose to watch; a curated craft taxonomy instead of labels you invented; semantic and hybrid search; subject classification; creator equity and track-record views; someone else absorbing the scrape cost and keeping it running. If any of those are load-bearing for you, keep paying.

Is there an open-source alternative to Wholana?

Yes: TikTokApi (Unofficial Python wrapper for TikTok's web endpoints; gets you raw metrics, not a corpus, and breaks when TikTok changes). Using prior art is also vibecoding; the prompt is for when you want it exactly your way.

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