How We Integrate AI Into Real Mobile and Web Apps
Source: Dev.to
Start With the Problem, Not the Technology
Focus on the user’s pain point first. The technology (AI) should be a means to solve that problem, not the starting point.
Don’t Call the AI From the Client
Keep all AI calls on the server side. This protects API keys, reduces latency, and gives you full control over request handling.
Make It Feel Fast
- AI responses are inherently slow (typically 2–10 seconds).
- Users dislike waiting, so stream partial results or show progressive UI feedback to improve perceived performance.
Always Have a Plan B
- AI providers can experience outages.
- Self‑hosted models may crash.
- Network failures happen.
Prepare fallback mechanisms; treat failures as “when,” not “if.”
Caching Saves Real Money
- Many queries are repeats: identical questions, similar product searches across thousands of customers.
- Without caching you pay for the same answer repeatedly.
Implement a cache layer to store and reuse frequent responses.
Log Everything
- AI behavior can change silently after provider model updates.
- Prompts that worked yesterday may produce worse results today.
Comprehensive logging and observability are essential to detect and address regressions quickly.
What AI Features Actually Work
- Highlight a few proven features that Zartek ships regularly and that deliver tangible value to users.
What Usually Goes Wrong
- Summarize common pitfalls Zartek has encountered when integrating AI, based on real‑world experience.
Wrapping Up
AI features are genuinely valuable when they solve a real problem. They become expensive tech debt when bolted on just because “everyone is doing it.”
The principles above—start with the problem, keep AI on the backend, stream responses, plan for failures, cache aggressively, and log everything—hold up across the dozens of AI features Zartek has shipped into production. None of it is revolutionary; it’s simply what works when real users hit the system.
If you’re planning an AI integration, the AI development services team at Zartek talks with founders about these topics every week. Feel free to reach out for a deeper dive.