Operational Intelligence Studio

Observable Systems · Human-Centered Intelligence · Production Software

Systems That Explain Themselves

We build operational intelligence platforms that turn workflows, telemetry, synchronization, and complex data into visible, understandable experiences.

From live property synchronization infrastructure to AI orchestration, diagnostics dashboards, workflow automation, and signal-based interfaces — App Intelligence builds software that communicates state, not just stores data.

Explore Live Systems Build Operational Intelligence
30+
Apps, Systems & Experiments
16
Intelligence Categories
LIVE
Real Deployed Interfaces
Signals
Data Made Understandable

The Reposition

We Do Not Just Build Apps. We Build Understanding.

Most software displays information. App Intelligence builds systems that help people understand what is happening, why it matters, and where attention should go next.

Operational State

Interfaces that communicate confidence, risk, urgency, health, and momentum at a glance.

Synchronization Trust

Middleware that normalizes, validates, and monitors data across systems and external platforms.

Human-Readable Telemetry

Dashboards that turn raw signals, logs, workflow events, and system behavior into clear stories.

Momentum Energy

Software that reveals friction, engagement, progress, and the emotional rhythm of operations.

Our Difference

Software That Communicates State

App Intelligence focuses on observable software experiences: systems that make complexity visible, workflows understandable, and decision points easier to trust.

We use AI where it creates leverage, but the goal is bigger than AI. The goal is operational clarity.

System State Readable
Confidence
86%
Momentum
Strong
Friction
Low
Attention
Monitor

What We Build

Operational Intelligence, Built End-to-End

Operational Intelligence Platforms

Systems that monitor, interpret, and visualize real operational workflows.

Synchronization Infrastructure

Middleware that connects internal data to external ecosystems with validation and diagnostics.

AI Workflow Orchestration

Agentic systems that route context, preserve state, and make decisions observable.

Data Visualization & Diagnostics

Dashboards that show what happened, why it matters, and what may need attention.

Retention & Relationship Systems

Products like Fan7 that surface loyalty, trust, engagement, and customer momentum.

Production SaaS & Microservices

Full-stack builds with APIs, databases, auth, deployment, monitoring, and real-world operations.

The Human State Layer

Operational Systems Have Emotion — Whether You Visualize It Or Not

Teams rarely fail because they lack information. They fail because friction, uncertainty, escalation, overload, and momentum remain invisible until it is too late.

Confidence

Decision Clarity

Interfaces that communicate certainty, ambiguity, and operational trust in real time.

Momentum

Workflow Energy

Systems that reveal movement, engagement, responsiveness, and operational rhythm.

Friction

Attention Signals

Detecting pressure points before they become outages, churn, escalation, or human fatigue.

Trust

Readable Systems

Making software understandable enough that people feel confident operating inside it.

“The future of operational intelligence is not more dashboards. It is software that communicates health, confidence, friction, and human state clearly.”

Proof Over Promises

We Show the Work

Most agencies show mockups, concepts, or marketing pages. We show real systems.

Every project below is built, deployed, and functional — with real interfaces, real logic, and real users in mind.

Explore live apps. Not concepts.

Signals Across The Portfolio

One Philosophy Across Many Systems

SignalForge

DFIR-inspired anomaly detection and observability dashboarding for threat interpretation.

CareTeam AI

Multi-agent orchestration with observable clinical workflow state and risk-aware routing.

Property Syndicator

Production middleware for data normalization, feed validation, and listing synchronization.

The Technician

Customer retention and service-team momentum through relationship and engagement signals.

Project Snowman

Sensor telemetry, live dashboards, hardware data, and operational state visualization.

Live Systems Menu

Explore Our AI, Operational, and Conventional Apps

Automation

Sonic Syndicator screenshot

Sonic Syndicator

Automation
SaaS React Express MongoDB

Database Integration Operations console for property portfolios. Read-only CMS integration, automated syndication feeds, and agentic AI auditing.

  • Agentic AI Audit Layer
  • XML Export Syndication
  • Multi-Tenant SaaS Core

Brand & Web

Capitals Fundraising screenshot

Capitals Fundraising

Brand & Web ● Live AI
Fundraising Ads Community

A club-focused advertising and donation portal to help supporters contribute and engage with campaigns. Designed to streamline contributions and communicate campaign value clearly to supporters.

  • Campaigns Engaged
  • Donations Collected
  • Live Deployed
Contact Hub screenshot

Contact Hub

Brand & Web ● Live
Contact Leads Forms

Clean contact experience with inquiry routing, validation, and a simple lead capture flow.

  • Forms Lead Capture
  • Clean UX
Jay Tranberg Portfolio screenshot

Jay Tranberg Portfolio

Brand & Web ● Live
Portfolio Showcase Personal

A centralized portfolio and personal hub showcasing projects, philosophy, and professional story. Built to highlight work across domains — from SaaS and Web3 to experimental tools and creative apps.

  • React Frontend
  • Netlify Hosting
  • All Projects Showcase
JayTranberg.com screenshot

JayTranberg.com

Brand & Web ● Live
Personal Brand Hub Showcase

Primary personal domain and professional hub — a single place to discover projects, writing, and contact pathways. Built as the home base for everything I ship: products, experiments, and client-ready demos.

  • Primary Domain
  • Hub Navigation
  • Live Deployed
Resume Hub (ComeWorkForMe) screenshot

Resume Hub (ComeWorkForMe)

Brand & Web ● Live
Recruiting Portfolio UX

A clean hiring-ready hub that centralizes resumes, role-specific versions, and key links — built to make reviewing and sharing fast. Designed to reduce friction for recruiters and keep everything accessible from one professional landing page.

  • Centralized Resumes
  • Fast Sharing
  • Live Deployed
Tranberg Innovations screenshot

Tranberg Innovations

Brand & Web ● Live
CleanTech IoT Innovation

The parent innovation studio behind Project Snowman and applied clean-tech, IoT, and systems-focused software initiatives. Focused on building practical, retrofit-friendly technologies and real-world systems that survive outside the lab.

  • CleanTech Focus
  • IoT Systems
  • Live Company Site

Civic & Public Interest Tools

Poll-Share screenshot

Poll-Share

Civic & Public Interest Tools ● Live
Data Viz Web Interactive

Broadcast-friendly poll share mixer: interactive sliders constrained to 100%, designed for clean on-screen use and fast discussion. Built and shipped same-day.

  • 100% Hard Constraint
  • Mobile First UI
  • Live Netlify Deploy

Comparative

Ticket Creator React screenshot

Ticket Creator React

Comparative ● Live
Internal Tools Workflows Tracking React

Internal project ticketing system designed to track work progress, approvals, data handling, and sign-offs across complex builds. Built to create accountability, auditability, and clear handoffs throughout a project lifecycle.

  • Sign-Offs Tracked
  • Data Handling Logs
  • React Web App
Ticket Creator vue screenshot

Ticket Creator vue

Comparative ● Live
Internal Tools Workflows Tracking React

Internal project ticketing system designed to track work progress, approvals, data handling, and sign-offs across complex builds. Built to create accountability, auditability, and clear handoffs throughout a project lifecycle.

  • Sign-Offs Tracked
  • Data Handling Logs
  • React Web App
Ticket CreatorAngular screenshot

Ticket CreatorAngular

Comparative ● Live
Angular RxJS Signals Standalone

Angular-based internal ticket tracker built to mirror the React version, focusing on framework fundamentals, state management, and routing. Rebuilt intentionally in Angular to contrast architectural patterns with React — standalone components, signals, and RxJS store.

  • Angular Framework
  • Signals State
  • RxJS Data Flow

Creative & Media

Covercraft screenshot

Covercraft

Creative & Media AI
Music AI Next.js

AI music studio: lyrics, rhyme prediction, album-art upscaling, and sheet-music transcription.

  • Lyrics+Predict Dual Modes
  • FAL+DeepAI Image/Upscale
  • T2V Task Pipeline
Historically Accurate screenshot

Historically Accurate

Creative & Media ● Live AI
Images GenAI

Photoreal historical imagery with advanced prompting and post-processing (FAL AI).

  • FAL Gen Engine
  • Auto Upscale Pass
Soundscapes & Chill screenshot

Soundscapes & Chill

Creative & Media ● Live
Mobile React Native

Relaxation & focus app.

  • Live Google Play
  • RN/Expo Stack
The Interviewer screenshot

The Interviewer

Creative & Media AI
AI Hiring

Scripted AI interviewer that runs consistent, bias-aware hiring flows.

  • Scripted Sequence
  • Bias-Guard Controls
Tour de Force (JamBand) screenshot

Tour de Force (JamBand)

Creative & Media ● Live ⧗ In Progress
Realtime Media

Realtime collab & streaming for live performance; Web3 ticketing/collectibles planned. Ongoing project to be reased in 2026

  • RTC Collab
  • Web3 Tickets (Planned)

Data & Analytics

ProProBets screenshot

ProProBets

Data & Analytics ● Live ⧗ In Progress
Sports Stats Predictions

A live sports analytics dashboard that aggregates stats and betting data to explore trends, probabilities, and matchup insights. Focused on transparency and signal-over-noise — showing how data informs outcomes rather than selling guarantees.

  • Live Dashboard
  • Stats Driven
  • Models In Progress

Environmental Intelligence

Be Brave To Breathe screenshot

Be Brave To Breathe

Environmental Intelligence ● Live AI
Weather Air Quality CO2 React Node

Atmospheric intelligence platform that transforms weather, air quality, and global CO₂ data into real-time environmental insights and actionable awareness.

  • Real-Time Weather + AQI
  • Global CO₂ NOAA Data
  • Insight UI Action Driven

Experimental & Explorations

Project Snowman screenshot

Project Snowman

Experimental & Explorations ● Live
IoT Python Env

IoT + predictive Python models + live telemetry and environmental impact logging.

  • TRL-5→6 Stage
  • ESP32-S3 Board
  • x5 DS18B20 Sensors

Finance & Automation

Bank PDF Magic screenshot

Bank PDF Magic

Finance & Automation ● Live
PDF Parsing Excel Budgeting

Upload bank statement PDFs/CSVs and instantly get a zipped budget bundle: cleaned transactions, monthly summaries, and a chart-ready Excel report. Turns messy statements into usable data in one click — built for fast budgeting, audits, and sanity.

  • ZIP Bundle Export
  • Excel Charts + Sheets
  • PDF+CSV Inputs

Gaming

Blaasteroids screenshot

Blaasteroids

Gaming ● Live
Phaser 3 Arcade Asteroids PC & Mobile

Fast, physics-based space shooter playable on desktop and mobile. Features drifting controls, asteroid splitting, debris effects, and escalating difficulty — inspired by classic Asteroids with modern polish and particle effects.

  • PC & Mobile Cross-Platform Play
  • Asteroid Split Dynamic Fragments
  • Particles Debris FX
  • Smooth Drift Ship Inertia
Dodge Bomb screenshot

Dodge Bomb

Gaming ● Live
Phaser Arcade Physics

Fast-paced platform dodger built in Phaser 3. Jump between platforms, avoid rolling bombs, and survive escalating difficulty every 10 clears.

  • Phaser 3 Game Engine
  • Physics Rolling Bombs
  • Endless Scaling Difficulty
Rift Arena screenshot

Rift Arena

Gaming ● Live
Phaser Arcade Web

Fast top-down arena shooter with dashing, portals, escalating rounds, and a boss fight loop.

  • Phaser 3 Engine
  • Rounds +Drag/+Speed
  • Boss Attack Patterns

Healthcare & Diagnostics

Dr. Epidermis screenshot

Dr. Epidermis

Healthcare & Diagnostics ● Live AI
AI TensorFlow Microservices

AI skin diagnosis (triage + 8-class), treatment guidance, and geolocated clinic/doctor suggestions. Microservices prediction backend with dynamic model loading.

  • 3+8 cls Triage + Specialist
  • 80.2% Val. Accuracy (8-cls)
  • Top-3 Prediction Breakdown

Media & Community

The Real Mystery screenshot

The Real Mystery

Media & Community ● Live
Poll Share Interactive Web

Interactive Canadian poll-share mixer built for clean on-screen visuals and real discussion.

  • Live Deployed
  • 100% Hard-Constrained

Public Safety & Travel

Safe Spaces screenshot

Safe Spaces

Public Safety & Travel ● Live
Safety Travel Community

A community-focused web app to help travelers identify safer areas while traveling — designed with women in mind, but useful for anyone navigating unfamiliar places.

  • Community Driven
  • Live Deployed

SaaS & Productivity

Agent Screen Shot screenshot

Agent Screen Shot

SaaS & Productivity ● Live
Automation Web

Screenshot → template builder for content and ads; repeatable capture and layouts.

  • Templated Outputs
  • Repeatable Flows
Color Mixer Pro screenshot

Color Mixer Pro

SaaS & Productivity ● Live
SaaS Stripe Design

AI palette SaaS with Stripe subscriptions, exportable branding kits, and team sharing. Launching as a SaaS in 2026

  • Live Status
  • Stripe Billing
Contractor's littl Black Book screenshot

Contractor's littl Black Book

SaaS & Productivity ● Live
Contractors Mobile Field Tools Expo

Mobile reference app helping contractors navigate difficult client situations, boundaries, and real-world job risks across any trade. Built from lived field experience to support clearer decisions, safer work, and better outcomes on difficult jobs.

  • Expo React Native
  • Field Focused
  • Cross-Trade Use
Technician screenshot

Technician

SaaS & Productivity
SaaS Dashboards Workflows

Gamified client-retention platform for automotive service businesses: role-based dashboards for techs, advisors, admins, and customers. Designed to reduce friction, improve follow-through, and make service workflows measurable.

  • 4 Roles Dashboards
  • QR Fast Check-In
  • Metrics Retention Signals
Tenant Portal screenshot

Tenant Portal

SaaS & Productivity ● Live
Docs Web

Share paperwork and communications with tenants (integrates with Wall ST. Portal).

  • Linked Wall ST.
  • Secure Exchange
The In and Out App screenshot

The In and Out App

SaaS & Productivity ● Live
SaaS Node MongoDB

Asset & logistics tracker for teams.

  • JWT Auth
  • QR Check-In/Out
Travel Checklist Plus screenshot

Travel Checklist Plus

SaaS & Productivity ● Live
PWA Mobile

Smart packing lists, reminders, and offline-first storage — Google Play closed testing.

  • Closed Play Testing
  • Offline Storage
Vidocq screenshot

Vidocq

SaaS & Productivity AI
Failure Analysis AI Testing Systems

Failure-first analysis platform for testing software, APIs, and AI systems by intentionally provoking edge cases, timing faults, and misuse. Designed to surface failure modes before users do — stress, break, investigate, learn.

  • Fail-First Methodology
  • Edge-Cases Focus
  • Signals Diagnostics

Web3 & Blockchain

Blockchain Voting DApp screenshot

Blockchain Voting DApp

Web3 & Blockchain ● Live
Voting Smart Contracts DApp

A decentralized voting application demonstrating how blockchain can be used to record votes transparently and immutably. Built as an educational and technical exploration of trust, verification, and on-chain state — not a production election system.

  • On-Chain Votes
  • Immutable Records
  • Live Demo
ERC-4337 Smart Wallet screenshot

ERC-4337 Smart Wallet

Web3 & Blockchain
ERC-4337 Solidity Ethers.js

Custom EntryPoint, modular validation, account abstraction (Sepolia).

  • Sepolia Network
  • Custom EntryPoint
Frontend Contract screenshot

Frontend Contract

Web3 & Blockchain ● Live
Smart Contracts Web3 Frontend

A frontend interface for interacting with smart contracts, focusing on clarity, safety, and predictable user flows. Designed to make contract interactions understandable and reduce user error at the UI layer.

  • Web3 Integration
  • UI Safety Focus
  • Live Deployed
Universal Wallet screenshot

Universal Wallet

Web3 & Blockchain ● Live
Wallet React Solidity

ERC-20/721 compatible wallet; account abstraction; React dApp UI.

  • AA Flow
  • ERC-20/721 Tokens

Youtube App Connector

The 11-Minute Ticket screenshot

The 11-Minute Ticket

Youtube App Connector ● Live
Cooking Content Timers

A fast, no-nonsense cooking site built around the idea that great food doesn’t need to take all night — clear steps, smart timers, and real meals. Designed for busy people who want reliable results without overthinking recipes.

  • Fast Workflow
  • Timers Built-In
  • Mobile First

The Team

About App Intelligence

App Intelligence is an independent operational intelligence studio. We build shipped software — SaaS, web apps, mobile systems, AI workflows, microservices, observability dashboards, and synchronization platforms — with a focus on making complex systems understandable.

Jay Tranberg

Jay Tranberg — Team Lead and Lead Full-Stack Contractor

Team Lead · Lead Full-Stack Contractor

App Intelligence
Location: Canada · Remote

Jay leads technical and product delivery for client platforms end-to-end: discovery, architecture, frontend and backend implementation, API integration, cloud deployment, CI/CD, observability, and production operations. Available for contract engagements, operational intelligence builds, and senior technical leadership roles.

Art Szabo

Art Szabo — Brand Architect and AI Strategist Contractor

Brand Architect & AI Strategist Contractor

App Intelligence
Location: Canada · Remote

Art leads brand and AI strategy for client builds end-to-end: positioning, messaging systems, AI use-case design, prompt architecture, and product narrative. Collaborates with engineering and design to align brand, UX, and AI into cohesive platforms.

Abdul Ghani

Abdul Ghani — QA Engineer, Frontend Tester, and IT Network Consultant

QA Engineer, Frontend Tester &
IT Network Consultant / Contractor

App Intelligence
Location: Pakistan · Remote

Abdul supports client platforms through quality assurance and frontend testing, validating UI behavior, cross-browser compatibility, accessibility, and release readiness. Provides IT and network consulting to ensure deployments, integrations, and environments are stable, secure, and production-ready.

Custom App Builder in Canada

AI App Development · SaaS · Web Apps · Mobile Apps

App Intelligence helps founders, startups, and businesses turn ideas into real products. We build AI-powered apps, SaaS platforms, web apps, and mobile apps with a focus on speed, clarity, and production-ready delivery.

From MVPs to scalable platforms, we build software that solves real problems and gets shipped.

App Intelligence