A Pumex Computing practice

Software that Ships in Weeks & Still Works in Year Three

Studio Pumex builds production software with expert Forward Deployed Engineers: AI-native development inside the delivery discipline we have run for associations, nonprofits, government, and enterprise organisation since 2015.

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On-time, on-budget delivery
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Client retention rate
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Shipping production software since

Speed without Structure, Structure without Speed: Both will Cost You

A founder vibe-codes a prototype over the weekend. Three months later, the app is held together with string, the first real customer breaks it, and fixing it costs more than starting over would have.

A traditional dev shop quotes four months, delivers in nine, and ships something nobody on the original team understands. Studio Pumex sits in the gap. We use AI to compress the build, and a structured delivery process we have run for a decade to make sure what we ship holds up over the long haul.

What breaks software in the AI era

  • Vague specs that get vaguer by month two
  • Scope drift that no one catches because no one wrote it down
  • AI generating code against requirements that were never normalized
  • QA tacked on at the end, when it's there at all
  • Architecture decisions made implicitly, paid for explicitly later

What makes software survive

  • A normalized BRD that locks scope before code ships
  • Architecture mapped across every layer before execution begins
  • AI execution gated by human review at every validated chunk
  • A QA-first process throughout, not bolted on at release
  • A team shipping production software since before AI made it fashionable

Hover Any Dimension to See How
the Three Approaches Compare

AI writes the code, generates the BRD, and builds the test cases. Humans make sure the output matches the expectation.

Speed to productionStudio Pumex · weeks+
Vibe-coded
Fast to demo, slow to ship
Traditional shop
Slow, 4 to 9 months
Studio Pumex
Fast to production in weeks
Scope disciplineStudio Pumex · locked BRD+
Vibe-coded
None
Traditional shop
Heavy process, slow start
Studio Pumex
Locked BRD, then move
ArchitectureStudio Pumex · mapped first+
Vibe-coded
Implicit, discovered later
Traditional shop
Documented upfront
Studio Pumex
Mapped before code ships
QA processStudio Pumex · gated throughout+
Vibe-coded
Bolted on or skipped
Traditional shop
At the end
Studio Pumex
Gated throughout
Survives month three?Studio Pumex · by design+
Vibe-coded
Usually not
Traditional shop
Yes, if ever delivered
Studio Pumex
Yes, by design
Track recordStudio Pumex · since 2015+
Vibe-coded
None
Traditional shop
Varies
Studio Pumex
Since 2015, 95% on-time
The real difference

Vibe Coding Gets You a Demo
We Ship a Product

Same AI speed. Wrapped in a delivery structure that survives the first real user.

Most of Our Work Starts Where Someone Else's Stopped

That's not a coincidence, it's a competence. We have delivered brownfield and greenfield production software for associations, healthcare, government, and enterprise for over a decade. Real platforms that real organizations run on today.

See our case studies

Have a legacy application with no documentation and only a vague idea of how it was built? Ask us how we use AI to backwards-engineer a requirements document from the code, then modernize the solution.

Member management platformsCompliance systems Credentialing toolsOperational platforms AssociationsHealthcare GovernmentEnterprise Member management platformsCompliance systems Credentialing toolsOperational platforms AssociationsHealthcare GovernmentEnterprise

Five Stages
Each One Produces an Artifact the Next is Accountable To

No skipped steps. No implicit handoffs.

01

Guided Product Discovery

Structured sessions that extract goals, users, workflows, and success criteria.
02

BRD Normalization

AI structures discovery into one normalized requirements doc. The source of truth the build executes against.
03

Layered Architecture

Interface, services, data, auth, integrations, analytics, and infra mapped before execution begins.
04

Orchestrated Build

Validated chunks, AI-assisted generation, human review on every chunk before it merges.
05

Test-Gated Delivery

QA-first throughout. AI writes the tests, humans validate them, releases ship to defined criteria.
artifact-preview
→ ARTIFACT · discovery-brief.md
Goals and success criteria
Users and primary workflows
Constraints and edge cases
→ ARTIFACT · normalized-brd.md · SCOPE LOCKED
REQ 1.0 · Authentication and roles
REQ 2.0 · Member directory and search
REQ 3.0 · Billing and renewals
42 requirements normalizedscope locked
→ ARTIFACT · architecture-map
Interface
Services
Data · Auth
Integrations · Analytics
Infrastructure
→ ARTIFACT · build-queue
chunk #128 · auth-flowmerged ✓
chunk #129 · billingmerged ✓
chunk #130 · dashboardin review
chunk #131 · reportingai gen
→ ARTIFACT · release-candidate · ships to criteria
Unit + integration suites green
Discovery edge cases tested
Release criteria validated by humans
stage

Ready to Run Your Build through It?

Book a discovery call and walk out with a normalized BRD, a layered architecture map, and a phased plan.

Unlock Growth Plan

Embrace Its Strengths
Structure around Its Weaknesses

AI handles execution, fast and getting faster. What it cannot do yet is decide whether a spec is coherent, whether an architecture will scale, or whether the thing that compiles is the thing the customer asked for. Scroll through the four gates every chunk passes.

01The spec

A normalized spec it has to satisfy

Generated code is checked against the one normalized BRD. If it does not match the requirement, it does not move forward.

02The architecture

An architecture it has to fit

Every chunk slots into the layered architecture mapped upfront. No mid-build discoveries, no accidental complexity.

03The reviewer

A human reviewer with production experience

An engineer who has shipped real systems reviews the output before it merges. Judgment that AI cannot replace yet.

04The QA gate

A QA gate before it merges

Tests run before the chunk lands. Clients only ever experience the upside of AI speed, never the failure modes.

gate-preview
01

Checked against the normalized BRD

matches requirement 4.2
scope confirmed, no drift
02

Slots into the layered architecture

Interface
Services · placed here
Data · Auth
03

Reviewed by a production engineer

approved to merge
04

Tests pass before it lands

unit + integration green
edge cases covered
merged to main

One Method across Every Product Type

Start Where You Are

1–2 WEEKS

Discovery Sprint

Guided discovery, normalized BRD, architecture map, and a phased execution plan with effort estimates.

Right fit: you have a concept and need to know what it actually takes to ship.
SCOPED TO COMPLEXITY

Platform Build

Full layered architecture, phased milestones, production deployment with monitoring. Integrations, role logic, AI, scale.

Right fit: this is not an MVP. Real operations will run on it.
MONTHLY RETAINER

Ongoing Execution

Enhancements, QA, optimization, and a prioritized backlog.

Right fit: you've shipped and need to keep momentum.

You Don't Have to Bet on a Brand-New AI Shop

Studio Pumex is built on Pumex Computing's decade of delivering production systems. AI execution is layered on top of a proven app development shop that has been successfully deploying enterprise applications for over ten years.

You can have AI speed and a delivery track record. You can have both.

0%
On-time, on-budget delivery rate
0%
Client retention rate
10+ yrs
Production software since 2015

Questions, Answered

How is this different from Lovable, Cursor, or Bolt.new?+

Those are tools. They generate code fast, and that's genuinely useful. Studio Pumex brings structured software delivery, scope discipline, architecture planning, and a QA-first process that makes the output survive contact with real users. It's the difference between a prototype and a product.

What if I already have a half-built product?+

Most of our work starts exactly there. Bring us the repo, the story of what stalled, and what you need it to do. We'll assess, plan, and take it from there. Some of our best work is brownfield rescue.

How much does it cost to build an MVP?+

Pricing is scoped to your requirements. Book a product discovery call and you'll get a build-ready BRD, architecture map, and phased estimate, so you know exactly what it takes before committing to a build.

Who owns the code?+

You do. Full source, full repo access, clean handoff.

What happens after delivery?+

Hand off completely, or stay engaged through Ongoing Execution for enhancements, QA, and a prioritized backlog.

Do you work with regulated industries, nonprofits, or government-adjacent organizations?+

Yes. Pumex Computing has been doing exactly that since 2015: Regulatory Affairs Professionals Society, National Federation of the Blind, International Association of Ironworkers, NIC, Serco, and BoardSource.

Have something to build, fix, or finish?

Bring Us a Concept, a Brief,
or a Product that's Stuck

We'll turn it into a build-ready plan and ship something that holds up.