The bestiary · The Token Vampire
Haunting 2 data teams
Specimen · catalogued monster
The Token Vampire
Drains your credits overnight
2Data teams haunted
7 of 21On the leaderboard
A courteous aristocrat of the cloud, it glides in through any open endpoint and dines quietly while the office sleeps. By the time finance switches the lights on, it has vanished, leaving only an invoice with a suspiciously elegant signature.
Symptoms
- LLM or GPU invoices that jump month to month
- Agents or jobs looping unattended
- No cost attribution by team, product or use case
- Warehouse credits burned by runaway queries
- Budgets exhausted before month end
Weakness
Daylight. Per-team cost attribution, budgets and alerts, plus right-sized models, caching and batching: once every token has an owner, the vampire starves.
Overheard in the corridor
- “Who left the agent running all weekend?”
- “Our token spend tripled and I can't tell you why.”
- “Finance wants a forecast and I can't even explain last month.”
- “We used the biggest model for everything because it was easiest.”
Share this monster
Spotted in a Halloween data bestiary: The Token Vampire. I know at least one team it's haunting. Which monster is lurking in yours? Confess and find out below. #WhatHauntsYourData #DataMonsters https://data-monsters.fun/m/token-vampire