Should you build your own Wholana?
TikTok research tool that ranks videos against each creator's own baseline and labels what they did
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.
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.
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
- TikTok scraper API (Apify or similar, paid per run)
- LLM API key for hook labeling
- SQLite
- a nightly cron job
- a scrape budget that recurs every month
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.
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
How much does Wholana cost?
- Monthly billing
- $5/mo$5/mo · per person
- Per year
- $60/yr$60/yr
- On a Brazilian card, with 3.5% IOF
- R$26.13/moR$314/yr
Saved to My list. You will see a notice on this site when the price changes.
You complete the purchase on Wholana’s site. Vibe Radar does not handle payments.
| Plan | Monthly | Annual (per month) | What is included |
|---|---|---|---|
| personal | $5≈ $5 | - | 1 creator account for TikTok research and performance labeling |
| plus | $20≈ $20 | - | 1 creator account plus ChatGPT and Claude analysis features |
| team | $20/user≈ $20 | - | 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 ↗
Is it cheaper to build or buy Wholana?
Adjust the numbers: hours to build, your hourly rate, running costs and the subscription price.
Over 24 months, subscribing is cheaper.
Starting hours estimated from the analysis (a weekend). Does not price what you give up (support, integrations, security).
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.