Impact By the Numbers

By prioritizing Time to First Interactive (TTFI), we transformed a slow waiting experience into an engaging, dynamic conversation.

Time to First Interactive

90% Reduction

Perceived Wait Time

Negligible

User Frustration

Reduced

User Satisfaction

Highest

Our Clients at a Glance

AI Engine Requirement

The 'Eighty Days' app relies on complex AI generation (OpenAI APIs) that includes 'thinking' or processing time to generate detailed, structured outputs (like JSON itineraries).

The Core Problem

Traditional API calls require waiting for the entire response to be generated and validated before displaying anything to the user, resulting in a frustrating and lengthy silent wait.

The Roadblock: The Silent Wait

Slow Overall Execution

AI responses required full generation before display.

Response Time

5–10s

Zero Feedback UX

Users saw no output during processing.

TTFB

High

Data Fragmentation Risk

Buffered data risked broken JSON.

Data Integrity

High

The Client's Vision

Minimize Perceived Latency

Show results instantly.

Stream Partial Data

Use buffered responses.

Maintain Integrity

Safely reconstruct JSON.

Our Solutions

Smart, precise solutions for every challenge

Reduced Time to First Interactive

By immediately displaying the first text buffer, we drastically lowered the TTFI, making the app feel responsive and fast, even though the total server time remained the same.

Frontend JSON Reconstruction

Our innovative client-side mechanism ensures that every partial, fragmented data chunk is correctly parsed, validated, and merged into a complete JSON itinerary without breaking the application.

Enhanced Perceived Performance

The flowing, progressive text output turns a period of waiting into a period of engagement, managing user expectations and significantly boosting the perceived speed.

Optimized User Experience (UX)

This solution prioritizes the user's perception over raw execution metrics, delivering a modern, high-quality experience expected from state-of-the-art AI applications.

Project Visuals