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ENGINEERING & BESPOKE DELIVERY · FLOOR-GRADE SYSTEMS

Bespoke software engineered for the realities of your operations floor.

We don't deliver abstract slide decks or unvalidated prototypes. We embed directly alongside your shift operators to architect, build, and deploy hardened production software that eliminates bottlenecks, automates triage, and runs with zero downtime.

Configure Your Engagement Explore 4 Core Disciplines
100% Floor Adoption Guarantee
4–6 Wks Rapid Alpha to Shift Pilot
0 ms Public Cloud Leakage (VPC/Edge)
24/7 Mission-Critical Production SLA
01 INTELLIGENCE AT THE EDGE

Operational AI & Computer Vision Engineering

Sub-50ms inference at the edge with zero cloud leakage.

We engineer bespoke AI that operates directly inside your physical facilities and daily communication streams. From real-time RTSP/ONVIF computer vision pipelines that monitor shift floor compliance, to quantized natural language models that triage high-stakes inboxes with deterministic routing and human-in-the-loop overrides.

Production Capabilities
  • ✓
    On-Premise & Air-Gapped SLM Deployments: Proprietary models running locally on NVIDIA edge hardware — zero sensitive shift data ever touches external commercial APIs.
  • ✓
    Real-Time CCTV Video Analytics: Multi-stream vision models for PPE adherence, forklift transit safety, hazard detection, and shift productivity analytics.
  • ✓
    Deterministic Inbox & Ticket Triage: Sub-2-second natural language extraction that parses customer intent, tags risk tiers, and auto-routes with active SLA countdowns.
  • ✓
    Cryptographic Decision Lineage: Every automated recommendation is recorded with input hashes, model weights version, confidence intervals, and supervisor audit trail.
Engineered With
PyTorch TensorRT ONNX Runtime FastAPI YOLOv8 Edge pgvector WebSockets
LIVE EDGE PIPELINE AIR-GAPPED READY
📹
Raw Operations Stream
RTSP camera feeds & support mailbox webhooks
1080p @ 30fps
↓
⚡
Quantized Edge Inference Engine
Local SLM / TensorRT vision detector
< 32ms
↓
🛡️
Deterministic Shift Dispatch
Floor alert, ticket claim & supervisor override
100% Audit Log
99.8% Precision Rate
< 35ms Edge Latency
0 byte Cloud Leakage
Contractual Deliverables

Fully compiled containerized edge images, trained model checkpoints, complete Python/C++ integration SDKs, and continuous telemetry monitoring dashboards.

02 HIGH-CONCURRENCY BACKENDS

Mission-Critical Web Platforms & Distributed Systems

Real-time telemetry command consoles that never drop a shift transaction.

We engineer scalable, high-throughput web platforms that run core enterprise operations without lag or downtime. Designed around actual operator ergonomics, these systems synchronize thousands of real-time state changes, provide sub-100ms dashboard refreshes, and gracefully handle network degradations.

Production Capabilities
  • ✓
    Bi-Directional Real-Time Synchronization: Low-overhead WebSockets and SSE pipelines broadcasting state updates to all floor monitors with sub-100ms latency.
  • ✓
    High-Throughput Event Brokers: Redis and PostgreSQL architectures engineered to ingest and process tens of thousands of telemetry events per second.
  • ✓
    Fine-Grained Role-Based Access Control (RBAC): Multi-tier governance matrix mapping executive analysts, shift supervisors, floor clerks, and external auditors.
  • ✓
    Zero-Downtime Blue/Green Deployments: Production updates rolled out smoothly mid-shift without interrupting active transactions or logging out staff.
Engineered With
Go (Golang) Node.js PostgreSQL Redis Streams WebSockets Docker Tailored Vanilla UI
DISTRIBUTED ARCHITECTURE 99.99% AVAILABILITY
🏢
Distributed Shift Terminals
Concurrent web operators & telemetry sensors
10,000+ Conn
↓
⚡
Event-Driven Message Bus & Mesh
In-memory state synchronization & persistence
< 5ms broker
↓
🖥️
High-Fidelity Command Console
Sub-second reactive views & transactional forms
Sub-100ms Sync
99.99% Uptime SLA
< 80ms Sync Latency
10M+ Daily Events
Contractual Deliverables

Full clean-room Git repository, automated Terraform IaC scripts, PostgreSQL schema migrations, OpenAPI 3.0 documentation, and load-test verification suites.

03 OFFLINE-FIRST MOBILITY

Field-Ready Native & Cross-Platform Mobile Engineering

Rugged, ergonomic apps engineered for hands on the floor and teams in the field.

Consumer app patterns collapse on the warehouse floor, in delivery vans, or inside clinical wards. We build rugged, offline-first mobile applications engineered for fast thumb interaction, physical barcode scanners, BLE peripheral connectivity, and resilient store-and-forward sync.

Production Capabilities
  • ✓
    Deterministic Offline-First Architecture: Zero-latency local SQLite persistence — operators can record data for entire shifts without internet access.
  • ✓
    Hardware Scanner & Peripheral Drivers: Native integration with Zebra, Honeywell, CipherLab barcode engines, RFID wands, and BLE diagnostic tools.
  • ✓
    Conflict-Free Delta Synchronization: Intelligent background sync queues that merge edits smoothly upon reconnect without overwriting coworker updates.
  • ✓
    Glove-Friendly & High-Contrast Ergonomics: Large touch targets, vibration haptics, and high-visibility palettes engineered for warehouse lighting and direct sun.
Engineered With
Swift (iOS) Kotlin (Android) React Native SQLite / WatermelonDB BLE Protocol Zebra EMDK
MOBILE TELEMETRY ENGINE 100% OFFLINE CAPABLE
📱
Operator Hardware Trigger
Laser barcode scan / BLE diagnostic probe
Instant < 10ms
↓
💾
Encrypted Local SQLite Cache
Immediate validation & transactional write
Offline First
↓
🔄
Background Delta Sync Engine
Conflict-free batch sync on cellular reconnect
0 Conflict SLA
100% Offline Read/Write
< 12% Shift Battery Drain
0 Dropped Packets
Contractual Deliverables

Signed iOS and Android binaries, MDM deployment scripts, proprietary scanner driver integration code, and field operator quick-start visual guides.

04 ZERO-DOWNTIME MIGRATION

Legacy Core Modernization & Transformation

Replace legacy debt and brittle spreadsheets without stopping active shifts.

You cannot stop your production line or pause patient intake for a two-year ERP migration. We use the Strangler Fig pattern and real-time Change Data Capture (CDC) to surgically carve out fragile legacy modules, replacing them with modern, resilient software while active shifts continue uninterrupted.

Production Capabilities
  • ✓
    Bi-Directional Change Data Capture (CDC): Real-time streaming bridges keeping legacy databases and new engines 100% synchronized during dual-run phases.
  • ✓
    Incremental Strangler Fig Rollouts: Module-by-module cutovers that allow teams to adopt new software in natural chunks rather than dangerous big-bang launches.
  • ✓
    Spreadsheet De-Risking & Migration: Convert fragile multi-tab Excel macros into robust, audited relational databases with multi-user validation.
  • ✓
    Instant Rollback Safety Net: Pre-programmed rollback triggers that allow shifting traffic back to legacy systems within seconds if unexpected edge cases arise.
Engineered With
Apache Kafka Debezium CDC PostgreSQL FastAPI Docker Prometheus
MIGRATION SAFETY BRIDGE ZERO SHIFT DOWNTIME
🗄️
Legacy Host / AS400 / Excel
Current active production databases
Legacy Stack
↓
🔀
Real-Time CDC Synchronization Bridge
Bi-directional event streaming & schema mapping
< 50ms sync
↓
✨
Modern TrendForge Production Stack
Scalable, responsive web & mobile interfaces
100% Parity
0 min Shift Downtime
100% Data Parity SLA
3x Floor Speedup
Contractual Deliverables

Custom CDC connectors, dual-run reconciliation scripts, automated schema validation suites, disaster recovery cutover runbooks, and staff training workshops.

INTERACTIVE SCOPING ENGINE · VALUE CALCULATOR

Configure your operational engagement.

Select your operational challenge, target environment, and rollout scale. Our interactive engine will dynamically assemble the recommended architecture, delivery timeline, and dedicated engineering pod.

01. Primary Operational Domain
02. Target Deployment Environment
03. Facility Scale & Rollout Cadence
RECOMMENDED BLUEPRINT FLOOR PILOT READY

Edge Computer Vision & AI Triage Stack

Air-gapped on-premise deployment optimized for single facility operations. Containerized TensorRT pipelines analyzing multi-camera CCTV feeds with sub-35ms latency and zero public cloud leakage.

Time to Working Alpha
3–4 Weeks
Contractual Floor SLA
100% Adoption
Dedicated Engineering Pod Structure 4 Engineers
Lead Systems Architect Senior Edge/AI Engineer Full-Stack Platform Engineer Shift Operations QA Lead
Lock In This Architecture & Request Review
PROVEN DELIVERY METHODOLOGY · 5 PHASES

From floor shadow to supported production system.

Most enterprise software projects stall because engineers sit hundreds of miles away from shift reality. We spend Day 1 on the floor observing real handoffs, not reading third-party spec documents.

0 Days Shift Downtime During Rollout
100% Code & IP Ownership Transferred
15 Min Critical Production Incident SLA
PHASE 01 · DISCOVERY & SHIFT AUDIT DAYS 1–5 · DISCOVERY & AUDIT

Discover & Map: Floor Shadowing & Stream Ingestion

We embed directly on-site with your team during peak operational shifts. Instead of reading theoretical process diagrams, we observe unlogged workarounds, document real operator pain points, and map the raw data schema directly from your inboxes, cameras, and databases.

Execution Checklist & Operational Milestones
  • ✓
    Shift Shadowing: Our engineers sit alongside operators at 4 PM to document exact decision bottlenecks and manual handoffs.
  • ✓
    Friction Audit: Identification of spreadsheet workarounds, lost customer emails, unmonitored camera feeds, or missing SLA alerts.
  • ✓
    Data Stream Ingestion: API discovery, database schemas, and edge network assessment conducted without slowing down live operations.
CORE MILESTONE DELIVERABLE

Operational Friction & Schema Blueprint

A clear, verified document detailing the existing system topology, exact operational friction points, and proposed automation/AI synthesis schema.

TrendForge Lead: Full on-site discovery & schema audit
Client Counterpart: 1 hr shift walk-along
Analytics Audit Floor Transformation
Detailed Governance & Contractual Comparison Matrix All engagements include 100% client code ownership
Governance & SLA Terms 4-Week Alpha Sprint Fixed-Scope Build Embedded Retained Pod
Source Code & IP Ownership ✓ 100% Client Owned ✓ 100% Client Owned ✓ 100% Client Owned
Air-Gapped & On-Premise Readiness ✓ Included ✓ Included ✓ Included
Dedicated Pod Composition Lead Architect + AI Engineer 4–6 Dedicated Engineers Dedicated Squad Scaled to Scope
On-Floor Shadowing & Discovery 3 Days On-Site Full Week 1 & Go-Live Week Continuous Quarterly Audits
Shadow Shift Trial Validation — ✓ 2-Week Parallel Run ✓ Continuous Dual-Run
Post-Launch Support & Incident SLA 14-Day Review Period 90-Day Warranty (4-hr SLA) 24/7 Dedicated (15-min SLA)
Infrastructure as Code (Terraform) Container Manifests ✓ Full Automated IaC ✓ Full Automated IaC
ENTERPRISE HARDENING STANDARDS

Engineered for zero-leakage enterprise reality.

We engineer software for high-stakes operational environments where data breaches, system crashes, or data loss are simply not an option.

🛡️

Air-Gapped & On-Premise Sovereignty

Deploy directly onto bare-metal servers or private VPC clusters. Zero customer data or telemetry ever traverses external commercial cloud APIs.

🔒

SOC2 & HIPAA-Ready Architecture

Every data store features AES-256 encryption at rest, TLS 1.3 in transit, and immutable audit logs designed to pass strict SOC2 Type II and HIPAA compliance audits.

📦

100% Clean IP & Zero Vendor Lock-In

You receive full ownership of Git repositories, Dockerfiles, Terraform scripts, and custom model weights on Day 1. No proprietary licensing fees or lock-in.

⚡

90%+ Automated Test Coverage

Every release candidate is stress-tested against comprehensive automated unit, integration, and End-to-End browser test suites before entering your production environment.

📈

99.99% Production Uptime Standard

Resilient cluster design with automatic failover, database read-replicas, and sub-100ms health checks to keep shifts moving through hardware hiccups.

🔍

Continuous Vulnerability Scanning

Automated static code analysis (SAST) and software composition analysis (SCA) embedded in every CI/CD build pipeline to eliminate dependencies vulnerabilities early.

CLEAR ANSWERS

Frequently asked questions.

Everything you need to know about how we partner, mobilize engineering pods, and guarantee production adoption.

How do you build custom software without disrupting active floor shifts?

We never perform high-risk "big bang" cutovers. During Phase 04 (Shadow Shift Trial), our software runs in parallel with your existing systems using bi-directional Change Data Capture (CDC) bridges.

Operators test the new interface during non-peak windows, allowing us to mathematically verify 100% data parity and gain full floor trust before retiring the legacy system.

Do we own all intellectual property, source code, and AI model checkpoints?

Yes, 100%. From the moment an engagement agreement is signed, all source code, database schemas, architecture diagrams, and fine-tuned AI model weights belong exclusively to you.

We deliver complete Git repositories, Dockerfiles, and Terraform scripts so your internal team can operate, maintain, or extend the system at any time without dependence on us.

Can your systems integrate with our proprietary legacy ERP, PLC sensors, or CCTV hardware?

Yes. Operational reality rarely features clean REST APIs. We regularly integrate with legacy systems including AS400, SAP ECC, custom SQL Server databases, ONVIF/RTSP cameras, and serial/BLE industrial sensors.

We build dedicated middleware adapters and event listeners that translate raw industrial streams into high-speed modern protocols without requiring you to rewrite legacy backends.

What happens after rollout? How do you handle maintenance and urgent shift incidents?

Every Fixed-Scope Build includes a 90-day comprehensive warranty and support SLA covering defect resolution, performance monitoring, and operator onboarding.

For ongoing roadmaps, our Retained Pod model provides 24/7 mission-critical production coverage with a contractual 15-minute response SLA for Severity-1 shift blockers.

How quickly can an engineering squad mobilize on our project?

Because our squads work from standardized, floor-hardened architectural blueprints, we can typically mobilize a dedicated team within 7 to 10 business days of contract finalization.

Floor shadowing begins during Week 1, and your first working interactive alpha sandbox is deployed on actual feeds within 18 to 21 days.

Ready to replace manual workarounds with hardened production software?

Book a 30-minute floor architecture review with our senior systems leads. We'll examine your current bottlenecks and map out a concrete alpha delivery plan.

Book an Architecture Review Email Our Leads