Verified Client OutcomeProduction v2.4 Live

Culinary AIMobile & Web Ecosystem4.5 Months to Production

How Kulyx Unified Recipes, Nutrition & Culinary Careers into One Habit-Forming App.

From fragmented kitchen spreadsheets and clunky calorie trackers to an autonomous multimodal companion. idhyha.ai designed, engineered, and shipped the full-stack consumer application with a sub-second recipe generation engine and tactile voice-assisted prep flows.

Inspect Key Screens

Zero Sprint Delay 100% Client IP Custom Edge LLM

Client Partner

Kulyx Technologies Inc.

4.8 / 5.0 Beta

“idhyha.ai didn’t just build code; they translated high-friction kitchen stress into an addictive, tactile digital experience.”

Simon Árpád — Co-Founder & CPO

Timeline to Beta

18 Weeks

On-Budget Delivery

Core Architecture

Swift + Rust

Local-first Latency

Live System Metric1.2M Recipes Generated

3.5x

Faster Meal Planning

72%

Less Decision Fatigue

+280%

Weekly User Retention

4.8 / 5.0

Beta Satisfaction Score

kulyx.app/engine/cook-mode-live

Voice Engine Connected

Active Cooking Protocol • Step 3 of 604:18 Elapsed

Pan-Seared Black Cod with Miso Dashi Reduction

Gently lay the cod skin-side down into hot grapeseed oil. Maintain medium-high convection. The acoustic sensor detects skin crisping frequency automatically.

“Hey Kulyx, reset timer for 90 seconds”

NLP Latency: 42ms (On-device neural engine)

01:30

Timer Running

48g

Protein

14g

Healthy Fats

18g

Carbs

420

Calories

Kulyx cook-mode recipe and meal planning

Camera Vision ActiveBrown Crust: 88% Optimal

Curated by Chef Marcus Lind

Stockholm • 2 Michelin Stars

System architecture shift

Breaking the 4-App Fragmentation Cycle.

Modern home cooks were juggling disconnected applications: one for discovering saved TikTok recipes, one for rigid nutrition calorie entry, one for kitchen timers, and LinkedIn for hospitality staffing.

The fragmented reality

High Cognitive Overhead & 80% Context Switching

Recipes, nutrition tracking, skill development, and jobs lived in disconnected tools.
Home cooks and culinary professionals were forced through the same fragmented workflows.
Rich kitchen content created decision fatigue instead of a clear, habit-forming path.

The idhyha.ai unified solution

One Kinetic Core: Voice, Vision & Macros

Voice-assisted prep flows with on-device NLP and tactile, glanceable cook-mode UI.
Computer vision for portion, crust, and macro logging without manual calorie entry.
Recipes, nutrition, learning, and culinary careers unified in one consumer application.

Full Architecture Handover In 18 Weeks100% Client IP

Crafted deliverables

Three Pillar Interfaces Shipped to the App Store.

Every screen was prototyped with tactile micro-interactions and validated with 45 culinary students before a single line of backend code was sealed.

01 • Cook Mode

Hands-Free Step-by-Step Cooking

Adaptive dynamic timers sync with live kitchen temperature changes. Large high-contrast typography allows readability from 6 feet away while chopping.

Audio Recognition99.4% Accuracy

02 • Intelligence

Zero-Log Nutrition Engine

Users simply snap a photo of their pantry or select a dish. The computer vision model parses ingredients, portions, and computes bioavailability instantly.

Logging Time Saved14 Mins/Day

03 • Career Engine

Culinary Talent Marketplace

Verified digital portfolios that showcase cook speed, knife certifications, and verified peer testimonials from executive head chefs.

Chef Placement Rate84% in 30 Days

Verified Clutch Review 2025

“Building an AI consumer mobile app is normally plagued by latency lag, hallucinated recipes, and scope creep. idhyha.ai operated like a dedicated co-founder pod. They delivered clean TypeScript, native Swift code, and automated CI/CD pipelines right on our target date.”

Simon Árpád

Co-Founder & Chief Product Officer, Kulyx Inc.

Handover Audit Report

Passed 100%

100% IP & GitHub Repository Transfer Completed
Zero Vendor Lock-in (Self-hosted Mistral-7B weights)
SOC2 & GDPR Compliant Data Schemas
Figma Design System with 180+ Auto-Layout Tokens
Sub-60ms Edge Response Benchmark

Audit Signature:SHA-256 #80f2..c71a

Feasibility check

Planning an AI mobile app or agent system?

Get a transparent feasibility audit, tech stack recommendation, and fixed-cost delivery roadmap in 48 hours.

How Kulyx Unified Recipes, Nutrition & Culinary Careers into One Habit-Forming App.

Zero Sprint Delay 100% Client IP Custom Edge LLM

Pan-Seared Black Cod with Miso Dashi Reduction

Gently lay the cod skin-side down into hot grapeseed oil. Maintain medium-high convection. The acoustic sensor detects skin crisping frequency automatically.

“Hey Kulyx, reset timer for 90 seconds”

NLP Latency: 42ms (On-device neural engine)

01:30

Timer Running

48g

Protein

14g

Healthy Fats

18g

Carbs

420

Calories

Breaking the 4-App Fragmentation Cycle.

The fragmented reality

High Cognitive Overhead & 80% Context Switching

Recipes, nutrition tracking, skill development, and jobs lived in disconnected tools.
Home cooks and culinary professionals were forced through the same fragmented workflows.
Rich kitchen content created decision fatigue instead of a clear, habit-forming path.

The idhyha.ai unified solution

One Kinetic Core: Voice, Vision & Macros

Voice-assisted prep flows with on-device NLP and tactile, glanceable cook-mode UI.
Computer vision for portion, crust, and macro logging without manual calorie entry.
Recipes, nutrition, learning, and culinary careers unified in one consumer application.

Full Architecture Handover In 18 Weeks100% Client IP

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Need an engineering team? We can work alongside yours.

How Kulyx Unified Recipes, Nutrition & Culinary Careers into One Habit-Forming App.

Pan-Seared Black Cod with Miso Dashi Reduction

Breaking the 4-App Fragmentation Cycle.

High Cognitive Overhead & 80% Context Switching

One Kinetic Core: Voice, Vision & Macros

Three Pillar Interfaces Shipped to the App Store.

Hands-Free Step-by-Step Cooking

Zero-Log Nutrition Engine

Culinary Talent Marketplace

Planning an AI mobile app or agent system?

How Kulyx Unified Recipes, Nutrition & Culinary Careers into One Habit-Forming App.

Pan-Seared Black Cod with Miso Dashi Reduction

Breaking the 4-App Fragmentation Cycle.

High Cognitive Overhead & 80% Context Switching

One Kinetic Core: Voice, Vision & Macros

Three Pillar Interfaces Shipped to the App Store.

Hands-Free Step-by-Step Cooking

Zero-Log Nutrition Engine

Culinary Talent Marketplace

Planning an AI mobile app or agent system?

Have an idea?Let's talk.

Have an idea?Let's talk.

Have an idea?
Let's talk.

Have an idea?
Let's talk.