A cutting-edge startup developing next-generation voice agent testing platforms for mobile/assistant ecosystems (Google Assistant, Pixel) in a hyper-competitive AI landscape.
Challenges Faced
This section outlines the core difficulties and pain points the client was experiencing. It provides context on the hurdles that needed to be overcome before achieving the successful outcome.
Integration Bottlenecks:
Fragmented STT, LLM, and TTS systems caused 30% latency spikes.
Developer Overload:
Senior engineers spent 40% time on code reviews/refactoring.
Resource Constraints:
Small team struggled with scaling, multi-vendor compatibility, and 99.9% uptime.
Onboarding Delays:
New engineers took 6+ weeks to navigate complex codebases.
Akraya’s Strategic Solution
Akraya took over the complete transportation planning team and implemented a robust supply chain solution to streamline logistics operations. Key interventions included:
