Migrating from ChatGPT: what to expect.

A meaningful fraction of LADLE subscribers came from ChatGPT. This post is the honest migration guide, informed by what those users have told us about the transition.

**What'll feel similar:**

The chat surface. It's a chat with an AI assistant. You type, it replies, you type again. You can attach files, ask for code, get long-form writing. The core interaction pattern is basically the same across every major consumer AI product now, and LADLE isn't trying to reinvent it.

The model quality on everyday tasks. Claude Sonnet and GPT-4 (or GPT-5, depending on which OpenAI tier you were on) are close enough on typical assistant work that most users describe the switch as "different feel, similar competence." Claude has a slightly more literary voice; GPT is a bit more matter-of-fact. Preference thing, not a quality thing.

The file support. PDFs, images, code, documents — all handled. Attachment limits are comparable.

**What'll feel different:**

The voice. Claude tends toward more thorough replies, occasionally more cautious framing, slightly more literary phrasing. If you loved ChatGPT's tighter default replies, Claude may feel a bit chatty at first. LADLE's response-style settings let you tune this (concise / thorough / exploratory / precise) — set it to "concise" in Settings if you want shorter replies out of the gate.

The routing transparency. LADLE tells you which model produced every reply and why (kitchen panel, Cmd+K). ChatGPT hides its routing. For most people this doesn't matter; for some it's a delight.

The composer. LADLE's composer has explicit toggles for search, thinking, temporary chat, and model tier. ChatGPT has some of these but bundled differently. You'll relearn the muscle memory in a day.

The meals. Every subscription earmarks $8 to WFP each month. This isn't a feature you interact with day-to-day, but it's the reason LADLE exists as a separate product from Claude.ai (which is same price, same model, no meals attached).

**Two rough patches to expect in week one:**

**Rough patch one: the reply length.** Claude Sonnet's default replies are meaningfully longer than ChatGPT's defaults for the same question. This is a model-family thing, not a LADLE thing. Turn on the "concise" response style in Settings → Behavior for the first week to calibrate. After a week, most users find the more thorough default helpful; a few keep concise forever.

**Rough patch two: the projects behavior.** If you were using ChatGPT Projects heavily, LADLE has projects too but the mental model is slightly different (project instructions apply to every chat in the project; knowledge files are attached at the project level rather than per-chat). Read the docs on projects before you set up your first one — it'll save you two revisions.

**Things to export from ChatGPT before you switch:**

- Your ChatGPT chat history (Settings → Data controls → Export). You can't import it into LADLE, but you'll want it for reference. LADLE does have full chat export the same way. - Any custom GPTs you built or used. LADLE doesn't have a GPTs equivalent yet; projects are the closest analog but they're not the same primitive. - Any Memory items ChatGPT was holding for you. LADLE has memory too, and the "onboarding" step 6 asks about memory preferences — you can seed your own memory items in Settings → Memory.

**What to do the first week:**

Set your response style. Set your theme. Try a few of your normal daily chats and pay attention to the kitchen panel — see how the router decides. Do one design chat if you're curious. Poke at Fast vs Deep. That's about it.

**One thing to NOT do:**

Don't cancel your ChatGPT subscription on day one. Let them coexist for 30 days. Some users find they prefer LADLE for most things and keep ChatGPT for a specific workflow (usually image generation, which LADLE doesn't have, or a specific custom GPT they built). That's a legitimate outcome — the two products aren't perfectly overlapping.

Most people who stick with LADLE beyond 30 days end up canceling ChatGPT within another month. But you don't have to commit on day one, and the meal donation from your LADLE subscription is happening regardless.