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.
Der Moat
Ein Moat ist der Burggraben um ein Produkt: alles, was ein Nachbau nicht einfach mitkopieren kann, etwa Nutzer, Daten, Verträge oder Vertrauen. Je tiefer der Graben, desto eher lohnt sich das Abo trotz KI-Agent.Indizes, Archive oder Live-Daten lassen sich nicht einfach nachbauen.
Globaler Betrieb und hohe Verfügbarkeit sind schwer selbst zu tragen.
Der 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.
Lies, was Entscheider lesen.
Jeden Sonntag das Wichtigste aus der KI-Welt. Kompakt, verständlich, praxisnah. Schließe dich über 4.500 Lesern an.
100 % kostenlos. Jederzeit mit einem Klick abmeldbar.
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.
Für den Eigenbedarf reicht der Eigenbau oben meistens.
| Plan | Monatlich | Jährlich (pro Monat) | Enthalten |
|---|---|---|---|
| Personal | 4,31 € / flat | n. a. | 1 creator account for TikTok research and performance labeling |
| Plus | 17,25 € / flat | n. a. | 1 creator account plus ChatGPT and Claude analysis features |
| Team | 17,25 € / user | n. a. | Agency/team access; minimum 2 seats |
Geprüft am 31.07.2026 · Quelle · aus USD umgerechnet, der EUR-Preis beim Anbieter kann abweichen
Preis, Nachbau und Ersparnis von Wholana auf einen Blick.
Wholana kostet im Plan „Personal" 4,31 € pro Monat (geprüft am 31.07.2026). Gratis-Version: no free tier
Jein, Wochenendprojekt: 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.
Beim Eigenbau verzichtest du auf: 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.
Das Abo kostet 4,31 € pro Monat — aufs Jahr gerechnet sparst du rund 51,72 €.
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