I built Intent Translator for everyone who’s ever stared at a blank page or a prompt box and thought: I know what I want, but I don’t know how to ask for it.
Most AI writing tools assume you already have a clear ask. You’re supposed to know the right prompt, the right structure, the right level of detail. Intent Translator flips that. It starts with a conversation, learns how you think, and then turns that into the document, email, spec, or brief you actually need—without you having to “prompt engineer” anything.
The Problem: Intent vs. Prompt
The gap between what you mean and what you type is where a lot of tools fall short. You have a half-formed idea, a vibe, a “we need something like this but I can’t quite say it.” Classic AI interfaces hand you a single text box and imply: just describe the output. But describing the output is exactly the hard part. You’re still stuck doing the translation from intent to words yourself.
Intent Translator is built around a different premise: intent comes first. You don’t have to know the format or the perfect prompt. You describe the situation, the goal, the audience, and the constraints in whatever way is natural. The app asks follow-up questions, narrows the intent, and only then generates the output. The “translation” from fuzzy idea to clear artifact is the product.
The Idea: Conversation Before Output
The core idea is simple: conversation before generation. Instead of one big prompt, you get a short back-and-forth. The app might ask: What’s the context? Who’s this for? What format do you need—email, doc, spec? Do you have examples or a tone you want? Your answers shape a rich intent profile that’s then passed to the model. So the model isn’t guessing from a single paragraph; it’s working from a structured understanding of what you want.
That structure is also persistent. Intent Translator builds a profile of how you think over time. It remembers the kinds of outputs you ask for, the language you use, the level of detail you prefer. So the more you use it, the less you have to repeat yourself. You’re not starting from zero every time.
How It Works
- Guided discovery — The app drives a short conversation: context, audience, format, constraints. You don’t have to know the “right” prompt. You answer in plain language; it turns that into a precise intent.
- Deep intent profiling — Your answers and past sessions are used to build a profile. Over time, the app gets better at predicting what you mean and how you like output structured. Same idea, less typing.
- Multiple output formats — One flow can produce a doc, an email, a code spec, a brief, or something else. You pick the format when it matters; the rest is shared context.
- 100% local AI — Everything runs on Ollama on your machine. Your ideas, your profile, and the model runs never leave your computer. No API keys, no subscriptions, no data in the cloud.
Use Cases
From “Vibe” to Brief (Founders & Operators)
You have a direction in your head—a product move, a positioning shift, a “we need to do X for customer Y.” Turning that into a brief your team or contractors can execute on is painful. Intent Translator lets you talk through the situation: who it’s for, what success looks like, what’s in and out of scope. The output is a clear brief you can hand off. No more endless doc drafts that don’t quite capture what you meant.
Rough Idea to Structured Spec (Engineers & Product)
You know the feature or the fix; writing the spec or the ticket so someone else can implement it is the bottleneck. Intent Translator takes the rough idea—what should happen, why, and any edge cases you can think of—and turns it into a structured spec or requirements doc. You stay in “thinking” mode; the app handles the formatting and clarity.
First Drafts Without the Blank Page (Anyone Who Thinks Out Loud)
Some people think by talking or bullet-pointing. Intent Translator is built for that. You dump context, constraints, and half-sentences; it asks a few clarifying questions and produces a first draft. Emails, internal docs, short briefs, or longer pieces. The blank page is replaced by a short conversation.
Learning What “Good” Looks Like (Prompting Without the Jargon)
If you’ve never learned to “prompt” well, Intent Translator teaches by doing. You see how your answers get turned into a clear request and then into output. Over time you get a feel for what level of detail and structure works—without having to study prompt engineering. The app does the translation; you get to focus on intent.
Sensitive or Confidential Work
Because everything runs locally with Ollama, you can use Intent Translator on ideas you’d never paste into a cloud chatbot. Strategy, confidential product plans, internal comms, or personal writing. No data leaves your machine.
Why Local?
I care a lot about tooling that respects privacy and stays out of the way. Intent Translator is a one-time purchase. You install it, point it at your local Ollama instance, and you’re done. No recurring billing, no account required after purchase, and no sending your thoughts to someone else’s API.
Local also means no rate limits or usage anxiety. You’re not watching token counts or monthly caps. You run the model you want (via Ollama), and you use the app as much as you need. Your machine, your data, your control.
Who It’s For
- Founders and operators who need to go from “vibe” to a clear brief or spec others can execute on.
- Engineers and product people who want to turn rough ideas into structured requirements or specs without spending an hour formatting.
- Anyone who’s better at thinking out loud than at writing the first draft—and wants a first draft without the blank page.
- Teams or individuals who work on sensitive or confidential material and don’t want that material in a third-party AI service.
Technical Note: Ollama and Models
Intent Translator is an Ollama client. You install Ollama on your Mac, Windows, or Linux box, pull the model you want (e.g. Llama, Mistral, or any Ollama-compatible model), and the app talks to it locally. No API keys, no cloud account. The app handles the conversation, the intent profile, and the request to the model; Ollama runs the inference. You can switch models or try new ones anytime.
Runs Where You Do
Intent Translator is available for Mac (Apple Silicon), Windows 10/11, and Linux. One license covers all platforms—download the build you need and go. You can get it from the shop when you’re ready.