This site uses cookies to improve your user experience. Read our Privacy Policy

Incora logo
Tech Consulting
Expert Advice To Align Tech Strategies With Business Goals
Backend Development
Server-side Architecture And APIs
Frontend Development
Modern, Responsive Frontend Applications
UI/UX Design
Creating Intuitive User Experiences
Software QA & Testing
Ensuring Software Quality And Reliability
DevOps Services
Streamline Your Development Operations
Custom Software Development
Tailored Software Solutions For Unique Business Needs
Legacy App Modernization
Modernize And Transform Legacy Systems
Saas Development
End-To-End Saas Development From Idea To Launch
Business Process Automation
Automate Workflows And Business Operations
Startup Development
Rapid Product Development For Startups To Scale Quickly
MVP Development
Al & Emerging
Al, Voice, And Blockchain Solutions
AI business automationVoice App DevelopmentSmart Contracts
Team Extension
Boost Your Team With Skilled Niche Developers
Dedicated Team
A Full Team Focused Solely On Your Project Needs
Real Estate
Smart Home Systems And Property Management
Software DevelopmentMobile Development
Fintech
Payment Processing And Banking Solutions
Booking Systems
Scheduling And Reservation Platforms
Construction
Site Management And Resource Planning
Management Systems
Workflow Optimization And Reporting Tools
Delivery & Shipping
Order Tracking And Route Optimization
Manufacturing
Production Systems And Quality Control
Supply Chain
Logistics Tracking And Inventory Management
Energy
Monitoring And Sustainable Tech solutions
Healthcare
Patient Portals And Telemedicine Platforms
Edutech
Learning Platforms And Course Management
IT Tools
Developer Tools And Internal Platforms
React.Js Developers
Build Dynamic Uls With React And Next.Js
Three.Js Developers
3D Graphics And WebGL Experiences
Next.Js Developers
Server-Rendered React With Next.Js
JavaScript Developers
Cross-Browser J Development
Vue.Js Developers
Lightweight And Performant Vue Interfaces
Redux Developers
State Management For Complex Apps
Angular Developers
Enterprise-Grade Angular Applications
Node.Js Developers
Scalable Server-Side Javascript Applications
GoLang Developers
High-Performance Microservices in Go
Full Stack Developers
End-To-End Web Application Development
Python Developers
Data-Driven Backends And APIs
NestJS Developers
Progressive Node.Js Framework
Flask Developers
Lightweight Python Web Framework
Express.Js Developers
Fast, Minimalist Web Framework
Django Developers
High-Level Python Web Framework
MERN Stack Developers
MongoDB, Express, React, Node.Js
AWS Developers
Cloud Architecture On Amazon Web Services
DevOps Engineers
CI/CD Pipelines And Infrastructure Automation
Azure Developers
Microsoft Azure Cloud Solutions
Google Cloud Developers
GCP Infrastructure And Services
Cloud Engineers
Multi-Cloud Infrastructure Management
Data Engineers
Data Pipelines And Warehouse Design
Data Engineers
WebRTC Developers
Real-Time Communication Solutions
QA Engineers
Automated And Manual Testing Specialists
Offshore Developers
Cost-Effective Remote Development Teams
ERP Developers
Enterprise Resource Planning Solutions
Saas Developers
Saas Product Development Specialists
About Us
We Are A Talented Software Development Company That Helps Business Build, Launch, And Grow Outstanding Software Products.
Careers
We Welcome Proficient Talents, Who Strive To Do More And Be More. Join The Team Of Diligent Minds!

Vision-Based App Automation

A React Native mobile agent that automates any phone app by reading the screen with an LLM and performing taps like a person.

Services
Custom Mobile App Development ServicesUI/UX Design ServicesTeam Extension services
Client
Under NDA
Location
USA
Industry
Results
20x
smaller screenshot payload per request
70%
lower cloud infrastructure cost
15x
15x less training and inference data
Current thumbnail
Team
React Native DeveloperAI / LLM Engineer
Technologies
React Native
React Native
Python
Python
Neo4j
Neo4j

Vision-Based Automation

The agent operates any installed app by reading the screen and simulating human actions.
  • Scans installed apps to target automations
  • LLM analyzes screenshots to decide the next action
  • Executes taps and gestures through LADB on-device
  • Works across any app with no API needed
Vision-Based Automation

Image Preprocessing Pipeline

A preprocessing stage prepares each screenshot before it reaches the LLM.
  • Strips a channel to reduce image weight
  • Upscales frames to preserve LLM detection accuracy
  • Cuts payload from 2MB to 100KB per frame
  • Reduces training and inference data 15 times
Image Preprocessing Pipeline

Train-Then-Infer Lifecycle

Each automation moves from supervised training to autonomous execution.
  • Users describe each automation with a text prompt
  • Training mode lets users confirm, edit, or reject actions
  • Inference mode runs automations autonomously and faster
  • LangGraph and Neo4j store learned automation steps
Train-Then-Infer Lifecycle

Composable Automations

Simple automations combine into multi-step cross-app workflows.
  • Chain up to 10 automation blocks per workflow
  • Reuse simple automations as building blocks
  • Combine actions across separate apps in one run
  • Example: food ordering linked to calorie logging
Composable Automations

Kanban

  • Visual board organizing tasks by workflow status
  • Five stages from upcoming through testing to completed
  • Story points estimate task complexity and time
  • Task cards hold specifics, assignees, and details
Kanban

Have a similar challenge? We can help!

Discover a solution

Challenges & Solutions

During our work on this project, we've faced a lot of complicated challenges. We believe that each challenge has a solution. See yourself!
challenge #1
Every app behaves differently
solution #1

A vision-based engine that reads each screen with an LLM and simulates human taps, removing the need to integrate with any app's API.
challenge #2
Heavy images slowed the engine
solution #2

An image preprocessing pipeline that strips a channel and upscales each frame, cutting payload from 2MB to 100KB and reducing data volume 15 times.
challenge #3
Some actions needed native code
solution #3

Native Kotlin modules powering the on-device overlay widget and system-level actions outside React Native's reach.

Clients say

Once we showed designs (e.g. Figma) of what we needed, along with aggressive deadlines, Incora always delivered on time and in many cases when above and beyond to build beautiful, robust UI interfaces for us. In addition to the high skill level of their engineers, I am very impressed with how personable and kind every employee, including their leadership, is. Their values and professionalism stand out, and they make it easy to partner with and communicate with them!

David Park

David Park

CEO & Co-Founder, Narada AI

More cases like this

View All Cases
CampCruisers
Management Software Development ServicesBerlin, Germany

CampCruisers

A web booking platform for renting motorhomes, RVs, boats, and houseboats, and for reserving campsites and RV parking spots.

SmartAgent
Management Software Development ServicesCalifornia, USA

SmartAgent

An agentic AI platform that automates business processes by turning natural language requests into multi-step actions across connected business tools.

LockUp
Real estate software development servicesMassachusetts, USA

LockUp

A transaction management platform for real estate businesses that digitizes closing, loan modification, and document workflows with real-time collaboration and e-signature.

Heal
HealthTech Software Development ServicesAustralia

Heal

A cross-platform medical records platform that gives doctors and clinical staff secure access to complete patient histories across web, desktop, and mobile.

SmartHome App
Real estate software development servicesTexas, USA

SmartHome App

A cross-platform mobile app that centralizes Smart Home hardware, linking IoT sensors to one platform for property management and monitoring.

VoiceOrder.AI
Ecommerce Marketplace Development ServicesCalifornia, USA

VoiceOrder.AI

A voice-first mobile app that places restaurant orders, applies discounts, and hosts video reviews from a single spoken request.

NVB Architecture
Real estate software development servicesUkraine

NVB Architecture

A centralized management platform for a design and construction firm that unifies client, financial, sales, and project data with customizable KPIs and real-time dashboards.

Get in touch!

Let's discover how we can help you reach your goals.
🌐
Danylo Karpa
Danylo Karpa
Head of Strategic Partnerships

Just pick a time. No forms.

30 minGoogle MeetNo commitment
chat photo