Metric to validate
Higher retention
We will establish a baseline for higher retention and measure the change using pilot data before treating it as an outcome.
Product scenarios
Concept visual, not a client application screen
Education · Industry: Consumer
Language learning app with AI
Speaking practice, correction, drills and plan
The AI tutor runs conversations, corrects mistakes and builds an exercise plan. Before work starts, we agree the scope and the measures that will show whether it works for your business.
01What is not working todayLack of speaking practiceThe situation that costs the team time, sales or control of the process.
Users learn theory but don’t speak - motivation and retention drop.
- 01No speaking practice
- 02No personalization
- 03Low retention
- 04No feedback
02How the solution could workAI language coach and personalizationThe key parts of the system and the role each one plays in daily work.
The AI tutor runs conversations, corrects mistakes and builds an exercise plan.
- 01AI speaking practice
- 02Correction and feedback
- 03Personalized drills
- 04Goals and learning streaks
- 05Reviews
03What our work provesExperience from a related areaSee what a related delivery proves and what should not be inferred from it.
This project demonstrates experience in a related area. We do not present it as proof that we delivered this exact scenario.
04What to measureWhat we will validate in your businessThe metrics to define before work starts and review after a pilot.
These are areas to measure, not promised outcomes. We will agree the baseline and target before work starts.
Metric to validate
Personalization
We will establish a baseline for personalization and measure the change using pilot data before treating it as an outcome.
Metric to validate
Scalability
We will establish a baseline for scalability and measure the change using pilot data before treating it as an outcome.
05How we define the scopeFrom the problem to an agreed planFrom a clear problem to an agreed scope, price and delivery plan.
Define the problem
We examine the process, users, data and constraints, then agree which problem is worth solving first.
Map and test the flow
We design the key product journey and test it with the people who will actually use it.
Build and integrate
We build the product, integrations and tests together. Progress and decisions stay visible throughout.
Launch and measure
We release in stages, measure the agreed indicators and use the evidence to plan what comes next.
06What needs to connectSystems and integrations behind the solutionThe systems, data and integrations required for a safe launch.
Backend
- Node.js
Mobile
- React Native
- Expo
Cloud
- DigitalOcean
AI
- LLM
- Speech-to-text
A service matched to this scenario
Mobile applications
Mobile product design and development from discovery to maintenance.
Next step
Tell us which process you want to improve
During workshops we align the goal, users, data and risks. Once the scope is agreed, you receive a fixed-price delivery proposal.
Contact
Let's talk
about the project.
Have an app idea or need technological support? Write to us — we'll prepare a preliminary analysis and estimate within 48h. Projects that go through our DDT process (Discovery, Design & Technology) come with a price guarantee and a fixed-price agreement — a key differentiator for us.
Write to us[email protected]
Visit us
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80-890 Gdansk, PolandNearshore product delivery across EU, UK and US time zones.
80-890 Gdansk, PolandNearshore product delivery across EU, UK and US time zones.
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