Enosis Outsourcing logo
EndorsedendorsedCompleted

React Native POC for Voice-based Inventory Management

Services Covered:

Custom Software Development • Mobile Application Development
Project hero — replace with case study imagery
Industry
Industry

Information Technology

Duration
Duration

2 months

Budget
Budget

Less than 10K

Start Date
Start Date

1 July 2025

Team Size
Team Size

1-5

Engagement Model
Engagement Model

Offshore

Project Capability Score (PCS)

gauge meter
80/100
Strong

Project Capability Score (PCS) estimates how capable Software Mansion is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS

Client

Stoq

mapSeattle, United States of America

Project Summary

Software Mansion built a React Native proof of concept for a voice-based inventory management startup (Stoq) that implemented on-device LLM management and real-time speech-to-text. The vendor delivered the work but the platform remained unfinished and lacked GPU acceleration, resulting in poor performance; project management was described as decent but sometimes requiring prompting.

Key Challenges

  • On device LLM management
  • Real-time speech-to-text

Project Deliverables

  • Proof of concept based on React Native Executorch for real-time speech-to-text transcription.

Project Solution

The vendor built a proof of concept implementing real-time speech-to-text using their React Native Executorch implementation. They assigned 2-5 team members to the engagement and delivered an MVP/proof-of-concept for on-device LLM management and speech transcription.

Project Outcome

  • Work was delivered but the platform was unfinished and lacked GPU acceleration, leading to poor performance.
  • Project management was decent but sometimes required prompting for completion.

Platforms

  • MobileMobile
  • AI/ML PlatformAI/ML Platform

Tech Stack

  • React NativeReact Native

Client Endorsement

Overall Review Rating

1star

Timeliness

Cost Rating

Willing to Refer

Quality of Deliverables

“Software Mansion delivered the project, but the platform was unfinished and did not implement GPU acceleration, leading to poor performance. The team had decent project management, but sometimes needed to be pushed for completion. Software Mansion communicated via virtual meetings.”

Wesley Mitchell

CTO

Note: This endorsement is based on publicly available client feedback from external review sources.

More Projects by Software Mansion

See All Projects by Software Mansion