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How to Migrate from Tool A to Tool B (Step-by-Step)

Last updated: March 2026

Migrating from ElevenLabs to Play.ht can be driven by several factors: Play.ht's extensive voice library with global accents, potentially more competitive pricing for high-volume usage, or specific integration needs with content platforms. This guide covers the complete migration process, from evaluating your current ElevenLabs setup and exporting data to setting up Play.ht, mapping features, and transferring your workflows. We'll address key considerations like voice equivalency, API transition for developers, and how to ensure a smooth switch without disrupting ongoing projects.

Feature Mapping

Tool ATool B EquivalentNotes
-Both offer high-quality voices, but the specific voice characters and names differ. Play.ht may have a larger library with more accent variety.
-Core functionality is similar. However, the output voice character from the same source samples will differ due to distinct underlying AI models.
-Both allow previewing voices with custom text. Play.ht's interface for browsing and filtering voices by language/accent/gender may be more extensive.
-Both provide RESTful APIs for developers. The request/response formats, parameters (e.g., for emotion/speed), and pricing per character will differ significantly.
-Both platforms allow saving and organizing audio generations. Project metadata and history do not transfer; you must recreate projects manually in Play.ht.
-Both support SSML for fine control. Play.ht offers an additional visual Pronunciation Editor for customizing how specific words are spoken, which can be more user-friendly.
-ElevenLabs has strong multilingual support. Play.ht often emphasizes a wider range of regional accents within languages (e.g., various English, Spanish accents).

Frequently Asked Questions

Can I transfer my data from ElevenLabs to Play.ht?+
You cannot directly transfer project data or voice models. You must manually download audio files and use original samples to recreate custom voices in Play.ht. It's a recreation process, not a direct import.
How long does migration take?+
For a solo user, expect 4-8 hours of active work, plus processing time for voice cloning. For teams with integrations, it can take several days to weeks to fully test and deploy all changes.
Will I lose any features switching to Play.ht?+
Core TTS and cloning features have direct equivalents. However, you may notice differences in voice character, specific API parameters, and the emotional range of certain voices. Play.ht may offer unique features like enhanced accent libraries.
Can I use both tools during migration?+
Yes, and it's highly recommended. Run a parallel workflow for 1-2 weeks to compare output quality and ensure your Play.ht setup meets all requirements before canceling your ElevenLabs subscription.
Is Play.ht cheaper than ElevenLabs?+
Pricing depends on your usage tier and volume. Play.ht's subscription plans may offer more characters per dollar at certain tiers, but you must compare based on your specific monthly usage and required features like voice cloning.