New revenue stream with a supporting AI app for a note taker

E-commerce & Retail
Mobile App
Edge IoT
LLM
Mid-market

Raycon is a consumer electronics titan known for premium audio products

With a dominant direct-to-consumer presence and a loyal customer base, the company had built its reputation on premium audio hardware. Traditionally a hardware business, Raycon saw a massive opportunity to build recurring revenue by entering the smart device market. The goal was ambitious: create an AI Notetaker, a screen-less, magnetic device designed to be a personal AI memory bank. Raycon had deep manufacturing expertise, but needed a software partner to validate market demand and build the digital infrastructure, so they turned to NineTwoThree.

What we delivered

Product Strategy & Validation

Validated market demand through surveys with 2,000+ respondents and live prototype testing.

Native iOS & Android Apps

Built natively on both platforms so background audio transfers stay stable through calls and locked screens.

Generative AI Summarization

Conversations turn into actionable briefs automatically, with auto-tagging that keeps recordings organized.

Hardware-To-App Sync

An invisible sync protocol detects the device and moves large audio files over Bluetooth without user action.

challenges

Raycon faced three main challenges

Moving from hardware sales to a daily-use software product meant solving three problems at once.

Post-purchase engagement gap

Historically, Raycon's relationship with its customers ended at the point of sale. The challenge was to evolve from one-time hardware transactions into a brand that engages users daily through a high-value mobile app.

Hardware-to-software sync problem

The product's core value depended on reliable Bluetooth transfer of large audio files from a physical device to a mobile app, running in the background. A phone call, a locked screen, a brief interruption: any of it could corrupt the transfer and destroy the user experience.

AI power without interface clutter

The AI note-taking market is crowded with tools that overwhelm users with features and jargon. Raycon's customers expect simplicity. Delivering sophisticated transcription and summarization without the cognitive load of competitor apps was a real design and engineering challenge.

How we solved it

NineTwoThree validated, built, and shipped the AI Notetaker companion app

Working as an embedded R&D partner, we replaced assumptions with data and built a workflow that prioritized speed, stability, and simplicity.

Market validation & strategic readiness

We validated the direction through a strategic workshop and two survey rounds, then ran customer interviews and live prototype testing. Subscription analysis, financial modeling and an NPI readiness checklist guided the project end to end.

2,000+
survey respondents across two validation rounds

Native engineering for resilient background sync

We built natively for both iOS and Android with an invisible sync protocol that automatically detects the hardware and initiates secure transfers. If a call comes in or the screen locks mid-transfer, the system continues in the background with no data lost.

0
user actions required to resume interrupted transfers

A simplified AI experience that works on its own

We focused on a minimal design where generative AI automatically summarizes conversations into actionable briefs.  A "Topics" system auto-tags recordings so the app stays useful over time without requiring constant user input.

80%
confidence threshold for auto-tagging recordings

What Raycon gained from partnering with us

22-week launch

A production-ready native app delivered in 22 weeks, protecting the critical launch window. The timeline covered validation, engineering, and deployment across both iOS and Android.

Recurring revenue foundation

A scalable SaaS ecosystem with tiered monthly and annual subscriptions, built to offset cloud processing costs and grow with the product over time.

Simplicity as a competitive advantage

A workflow that outperforms competitors on ease of use, built around automatic actions that match how Raycon's customers actually think about their recordings.

Enterprise-grade security

1:1 hardware-to-account binding and remote cryptographic wiping ensure sensitive voice data stays exclusively in the hands of its owner, meeting enterprise security standards.

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