r/iosapps • u/aceleeeeee • 16h ago
🎁 Freemium Why we spent 8 months building an AI feature when everyone else shipped wrappers in 2 weeks
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In an era where people ship apps in a week, taking 8 months to launch a single feature feels completely out of touch.
If I count from the day the idea first sparked, it’s been nearly a year. In terms of actual development time, we spent 8 full months on it.
CapWords Speak is finally live today.
For us, Speak was never about slapping a voice API onto an app, adding a system prompt, and calling it a day. We chose this slow, heavy path because we were stuck on a problem every existing app seems to ignore:
AI knows almost everything about the world, but it knows nothing about you**.**
AI can do incredible things, but it misses the single most vital context for a language learner: your present, real-world reality. It doesn’t know why you’re exhausted today, what delicious food you had for lunch, the street you just walked down, or who you ran into.
Yet human language never exists in a vacuum. The genuine urge to speak always springs from your actual life—the cup of coffee in your hand, a quiet local shop you stumbled into, the workout you just finished, or a fleeting emotion passing through your mind.
Most speaking apps today force you into rigid, pre-scripted textbook scenarios: ordering coffee at Starbucks, checking in at an airport, or roleplaying a business meeting. They’re useful, but it’s always someone else's life. When I used those apps, I’d constantly freeze up—not because I lacked vocabulary, but because deep down, I felt zero connection to those generic topics.
We realized AI shouldn't fabricate a fake life for you to practice. It should understand your real life and help you express it.
Behind the 8 months: What we actually built (and scrapped)
To get AI to understand people’s real worlds, we did a lot of painstaking, un-glamorous work.
We fully designed UI and interaction flows for several major features—some even made it into early development—only to scrap them entirely. Last December, we had a spec ready for a feature that auto-generated fictional stories based on your day. But right before engineering started, I couldn't convince myself it was right. It made the AI look clever, but it didn't actually reduce the user's anxiety about opening their mouth to speak.
So out of nowhere, I told the engineer, "Let’s drop this. We’re building Speak."
Here is what we spent those months building instead:
- Magic Album: With explicit user permission, CapWords can analyze photos you take each day and instantly turn them into real conversation context.
- Long-Term Memory System: A real friend doesn't have short-term amnesia. For AI to be a worthy companion, it has to remember who you are, the people and objects around you, and your recurring life setups. We spent a massive chunk of time refining this memory distillation system so past conversations flow naturally into the next one.
- Persona Reconstruction: We threw out mechanical, template answers. Choosing a practice partner should feel like choosing a friend—some days you need gentle encouragement; other days you want a fast-paced, direct challenge. Oftentimes, a companion who truly gets you matters far more than a "perfect" answer.
Making the technology fade away
We spent 8 months because we want the technology to fade into the background completely. It should feel like a magician pulling a rabbit out of a hat—you don't query the trick, you just enjoy the pure sense of wonder.
Language learning shouldn't revolve around rigid grammar rules or sterile vocabulary lists; it should revolve around your actual life. A new language shouldn't feel like a foreign world you're trying to break into—it should grow naturally out of the world you already live in.
If you’re learning a language and have ever felt frozen in front of those artificial roleplay scenarios, we built CapWords Speak for you.
Give it a spin, and talk about your world:
https://apps.apple.com/us/app/capwords-ai-language-tutor/id6738896465
Would love to hear your feedback!
Free to download with daily free quota. Premium features start at $5.99/month.