USE CASE:

Where title classification differs for growth product manager

Everything below is about one job: title classification for growth product manager, done in a way that survives a list rather than a single lookup. Mamba Labs writes Apify actors for work like this, and Contact Classifier is the one that reads growth product manager.

The situation

Title classification for growth product manager turns into a judgment call nobody wanted. Growth product manager sit in one function and one seniority band, and both move with company size, which shapes title classification. Worth knowing about growth product manager, since title classification inherits it: the same title means three different jobs at a startup, a scaleup and an enterprise. We keep 1 preconfigured task for title classification on growth product manager, across 1 tool.

Traditional Search Tools

  • The job advert itself, for growth product manager. Free, and the responsibilities section says what the title actually means there.
  • A spreadsheet of keyword rules. Contains and does not contain, in order. Fragile, free, and completely transparent when it goes wrong, which counts for a lot.
  • Your CRM's picklist. Forces structure at intake and only works when the person entering the record picks honestly. In practice they pick the first option.
  • An LLM prompt over the column. Handles the odd ones a rule list cannot. Costs a call per row and gives a different answer on a rerun unless you pin the temperature.
  • Build a lookup. Export the distinct titles, map the top 300 by hand, treat the tail as unknown. Two hours, and it covers most of the list because titles follow a power law.

Preconfigured tasks

A task is one of these actors with the inputs already filled in for a specific version of this job. Open one, swap in your own list, and run it without setting anything up from scratch.

Mamba Labs Apify Actors

These are the actors we built for this job. If yours is not covered here, search from the bar at the top of the page or contact us here and tell us what you need.