AI App Development
LLM features and internal automation that solve a specific, measurable problem instead of demoing well and dying.
Taking on new projects for this quarterQ3
We build the mobile, web and AI products small teams can't build alone.
Debuggers Edge is a small senior engineering studio. We scope honestly, ship in weeks rather than quarters, and hand over code your own team can pick up and run with.
Fixed scopeFixed priceYou own the code
debuggers-edge · releaselive
$de ship --project acme-mobile
✓ 128 tests passed
✓ bundle 412kb · lcp 1.1s
✓ submitted to App Store & Play
→ handover docs generated
$
Mobile
ios · android
Web
saas · platforms
AI
agents · rag
React NativeNext.jsTypeScriptSwiftKotlinFlutterNode.jsPostgreSQLPythonAWSVercelClaudeOpenAITerraformReact NativeNext.jsTypeScriptSwiftKotlinFlutterNode.jsPostgreSQLPythonAWSVercelClaudeOpenAITerraform
- 2–10
- Senior specialists, no juniors billed as seniors
- 3 weeks
- Typical time from kickoff to first release
- 100%
- Source code and infrastructure you own outright
- 24h
- Maximum response time on active engagements
What we do
Design, engineering and AI from one team that ships them together.
Most products need more than one of these. Having them under one roof is why a feature does not stall for two weeks waiting on an API from another vendor.
SaaS Development
Multi-tenant products with billing, roles and onboarding built in from the first sprint, not bolted on before launch.
Mobile App Development
iOS and Android apps that feel native, pass review the first time and hold up once real users arrive.
Full-Stack Web Development
Marketing sites, dashboards and web apps built on a modern stack that stays fast as the feature list grows.
DevOps & Cloud
Pipelines, infrastructure and monitoring that let a small team release daily without anyone holding their breath.
UI/UX Design
Product design grounded in how people actually use the thing: researched, prototyped and delivered as a system engineers can build.
MVP & Product Development
From idea to a first version in front of paying users: scoped ruthlessly, built properly, ready to grow.
Code Audit & Project Rescue
An honest assessment of a codebase in trouble, and a team that can stabilise it without stopping the business.
Industries
We know the constraints before the kickoff call.
Every sector has rules that shape the software: compliance, connectivity, how money moves. These are the ones we build for most.
Healthcare
Telemedicine, patient portals and clinical tools built around real workflows and a privacy-first architecture.
Fintech
Payments, lending and finance tooling where correctness, auditability and security are the product.
Retail & E-Commerce
Storefronts, apps and back-office tooling that load fast, convert and stay in sync with inventory.
SaaS & Startups
From the first prototype to a platform that holds up under growth: a senior team for founders without one yet.
Education & E-Learning
Learning platforms, course marketplaces and school tools that keep learners engaged and instructors in control.
Logistics & Field Service
Driver and technician apps, dispatch consoles and tracking that work where the signal does not.
How we work
No mystery between the kickoff call and the launch.
Four phases, each with something concrete at the end of it. You always know what is being worked on and what it costs.
Diagnose
A paid discovery sprint. We map the problem, the users and the constraints, then hand you a scoped plan with fixed pricing, yours to keep whether or not you continue with us.
Design
Flows, screens and architecture decided before anyone writes production code. You approve a clickable prototype and a technical plan, so there are no surprises in week six.
Build
Two-week sprints with a working build at the end of every one. A shared board, a weekly call and direct access to the engineers writing the code, with no account manager in between.
Ship & support
Launch, monitoring and a handover that includes documentation and a walkthrough. Stay on a support retainer or take it fully in-house. Both are fine by us.
Why us
A studio built to be easy to work with.
Agencies get a bad name for a handful of specific reasons. We designed the way we work around avoiding each one.
You talk to the builders
The people on your kickoff call are the people writing your code. Small team, no handoffs, no layer of account management translating your requirements badly.
Fixed scope, fixed price
Discovery produces a real estimate. You get a number and a date before you commit, and change requests get priced openly instead of quietly inflating an hourly bill.
You own everything
Repositories, cloud accounts, domains and credentials are in your name from day one. Leaving is a permissions change, not a negotiation.
Built to be handed over
Tests, documentation and readable code, because most of our clients eventually hire an in-house team. We would rather be re-hired than depended on.
Selected work
Problems we have solved recently.
Logistics
An offline-first mobile app for crews with no signal
Technicians filled in paper job sheets that were re-typed into a spreadsheet two days later, so dispatch never knew what had actually been completed.
Job data available same-day instead of after 48h
Software
AI triage that reads the ticket before a human does
A two-person support team was spending most of its day categorising and routing tickets rather than answering the hard ones.
First-response time cut by more than half
Healthcare
Replacing three tools with one booking platform
Scheduling, reminders and payments lived in three disconnected systems, and reconciling them was somebody's entire Friday.
No-shows reduced by automated reminders
Next step
Have something that needs building?
Tell us the problem in a few sentences. We will reply within one business day with an honest read on scope, cost and whether we are the right team for it.