Atomik Panda Labs

When your operations break between systems, I build the missing layer

Your team is stuck bridging gaps between systems that don't integrate cleanly. Critical workflows depend on manual workarounds, and legacy software still runs the business even though it blocks everything around it. I build the internal systems and automation that close those gaps — without forcing a rip-and-replace.

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$120k/year in operational savings identified and recovered
Systems deployed in 250+ employee organizations
Legacy integration solutions still running 5+ years later
Founder-led delivery from diagnosis through deployment

Critical workflows depend on one person who knows the workaround

Your systems don't talk to each other and your team bridges the gap manually

Your legacy software can't be replaced, but it's holding everything back

Most operational bottlenecks aren't technology problems — they're gap problems. The software exists, but the workflow between the software doesn't. That's what I build: the missing layer between your systems, your processes, and your people. Not a rip-and-replace. Not a consulting deck. Working software that closes the gap.

Multi-Location Ops Teams

With legacy line-of-business systems that don't integrate with anything modern

Internal IT / Identity / Asset Teams

Where onboarding, offboarding, asset tracking, or ticket routing is still partially manual

Logistics / Warehouse / Fulfillment

Where software and physical operations meet and the workflow between them is held together by spreadsheets

High-SKU Catalog Businesses

Where manual data entry is the bottleneck between inventory, listings, and operations

Cross-System Workflow Automation

Eliminate the manual reconciliation work your team performs between disconnected systems — when something changes in one place, everything else updates automatically.

Legacy System Integration

Extend business-critical legacy software without forcing a costly rip-and-replace. I build bridge layers that make unsupported or closed systems work with everything modern.

Workflow-Specific Internal Software

Build internal software around your real workflow — when generic SaaS creates more friction than it removes and your team resorts to spreadsheets and workarounds instead.

Intelligent Routing and Triage

Automatically classify and route incoming work — tickets, requests, orders — so your team focuses on exceptions, not queue management.

  • Broken internal workflows between disconnected systems
  • Legacy constraints that block modern operations
  • Systems with no clean API path
  • High-context operational bottlenecks too specific for SaaS
  • Marketing websites or landing pages
  • Generic app builds or MVPs
  • Commodity staff augmentation
  • Teams looking for the cheapest offshore dev shop
1

Diagnose the Bottleneck

We walk through your operations — where workflows break, what's manual, and which systems aren't connected.

2

Design the Right Intervention

I define the right intervention — architecture, scope, timeline, and engagement structure — based on the actual problem, not a generic template.

3

Build and Deploy Into the Live Workflow

I build it, test it, and deploy it into your real environment — with full documentation and a recorded architecture walkthrough.

4

Handoff and Stabilize

I train your team so they can run it without me. Every project includes 30 days of support, with optional monthly retainers after that.

Diagnostic

Workflow Diagnostic — $1,500

Includes workflow review, bottleneck map, intervention recommendation, and implementation scope.

Implementation

Implementation engagements typically start at $10,000

Most projects run 4–8 weeks, with smaller automations delivered faster and larger legacy integrations scoped in phases.

Legacy System Rescue

Saved a System Everyone Said to Rip Out

Systems IntegrationLegacy SystemsCost Savings
Problem

A business was running on an outdated, closed system that couldn't connect to anything modern. The vendor had stopped supporting it, and the only advice they were getting was 'replace the whole thing' — at massive cost and disruption.

Solution

Instead of ripping it out, I figured out how the old system worked under the hood and built a bridge to connect it to three modern platforms. The business kept what was already working and gained the integrations they needed.

Outcome

Avoided a costly full replacement, preserved business continuity, and connected a dead-end system to three modern platforms. Still in production 5+ years later.

High-SKU Retail Operation

Eliminated Hours of Daily Manual Data Entry

Workflow AutomationManual Process EliminationOperational Efficiency
Problem

A retail business with hundreds of unique SKUs was stuck in a manual loop — every new product required someone to hand-enter titles, descriptions, tags, and copy across multiple fields. Hours of repetitive data entry per batch, inconsistent results, and no way to scale without adding headcount.

Solution

Built an automated system that takes raw product photos and generates complete, publish-ready listings — no manual entry, no copy-pasting, no formatting. The workflow went from hours of data entry per batch to a single upload step.

Outcome

What used to take an entire afternoon of manual work now happens in minutes — at any volume.

Who's behind Atomik Panda Labs?

I'm Bailey — I've spent over a decade building internal systems, integrations, and automation for IT operations, logistics, identity management, and asset workflows. I work on the kinds of high-context operational problems that standard dev shops are not structured for and large consulting firms often overcomplicate: legacy constraints, unsupported systems, and workflows that bridge software and physical operations. Founder-led, senior-only delivery from diagnosis through deployment. No project managers, no handoffs to junior devs. Every project ships with documentation, a recorded walkthrough, and training so your team owns the system, not me.

Let's talk about what's breaking

30-minute discovery call. Bring the broken workflow — we'll diagnose the bottleneck and map out exactly how to fix it.

Book a Free Consultation

Don't have time for a call? Drop a screenshot or a quick loom video of the failing process into this secure form. I'll review your architecture and send back a pragmatic action plan within 48 hours.

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