What AI recommends for headless cms
When developers ask “What headless CMS should I use?”, this is what Claude, ChatGPT, Gemini and Perplexity answer. The headless CMS market is crowded enough that making an AI model's shortlist is the whole game: a handful of names get recommended and a long tail does not. This board tracks who holds those few slots and who is knocking.
First standings publish soon · methodology · View as Markdown
This board is announced and its first monthly standings are being sampled now. The ranking, the per-model splits, and the developer pulse land here when the month freezes; the published boards show what it will look like.
Frequently asked questions
How is the headless cms ranking computed?
BackTalk asks Claude, ChatGPT, Gemini and Perplexity a fixed set of buyer questions about headless cms, several samples per prompt because answers vary run to run, then extracts which tools each answer recommends. A tool's share of voice is the percentage of all sampled answers that name it. The prompts, sample counts, and models are published on every page; the raw method is the same probe engine BackTalk customers run on their own brands.
How often do the standings update?
Monthly. The current month is a live preview that updates as new answers come in; once the month ends its standings are finalized and never change after that, so a cited number stays exactly what it was when you cited it. Past months keep their own permalink in the archive, and month-over-month deltas track who is rising and falling.
What does the developer pulse column mean?
BackTalk also listens where developers actually talk: Hacker News, Reddit, GitHub, Stack Overflow, Bluesky and more. The pulse column summarises the sentiment of that month's developer mentions for each ranked tool, which is how the board can show AI recommending a tool developers are souring on, or overlooking one they praise.
Is AI recommending your tool?
BackTalk runs these same probes for any product: your prompts, your competitors, your share of voice on your own keys, next to every public developer mention of your brand.
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