Modernize mature software. Add AI that works in production.
For established software teams facing technical debt, aging mobile, or pressure to add AI — shipped without disrupting your current customers.
30 minutes. No pitch — a working session on your roadmap.
Companies we've built products with
The problems every mature product hits.
If your product has been in market for years, you know these four. We're built to fix them.
Releases keep slowing.
Tech debt piles up, mobile ages, every change ships slower.
Customers expect AI.
They want AI that works in the product — not a demo that breaks.
A rewrite is too risky.
A full rebuild risks the customers and revenue you already have.
The team is maxed out.
Senior engineers are booked; the roadmap waits on hiring you can't do fast enough.
None of these needs a big-bang rewrite. Here's how we fix them. ↓
Four problems. Four fixes.
Each fix answers a problem above — no big-bang rewrite.
Modernize the product
Architecture, testing, cloud and mobile — modernized in phases.
Production AIAdd production-ready AI
AI inside your product — with evaluation, governance and monitoring.
Agentic Workflow AutomationRedesign workflows
Slow manual work becomes fast, measurable, governed.
Product Engineering PodRun an engineering pod
A senior, US-led team for the capacity you’re missing.
Start with one. Scale when it's working.
Production AI you can
actually trust.
AI fails in predictable ways — so we design for it. Every workflow ships with human approval, audit trails and rollback.
Inputs
Documents · APIs · Systems · Data
AI Layer
Agents · RAG · Orchestration · Automation
Human Review
A person approves every action
Operations
Monitoring · Evaluation · Production Scale
Nothing reaches your customers without a human saying yes.
Proof, not promises.
Every number here is something a client can vouch for.
Start small. Prove it. Then scale.
Three low-risk ways in — each a paid first step, from a quick assessment to a standing team.
AI Readiness Sprint
Where AI can safely help — a production-readiness scorecard and ranked shortlist.
Modernization Assessment
A read on architecture, testing, cloud and mobile — plus a phased roadmap.
Product Engineering Pod
A standing, US-led team shipping modernization and AI — scale anytime.
Not sure which fits? See a sample assessment outline
What this looks like in practice.
Three engagements: the problem, and what we did. Technology as evidence, not the headline.
Stage Write
A director's staging tool that has to work flawlessly live, on iPad and web — built and run by us across a decade-long partnership.
See the full story →
AnzuConnect
Physicians needed to exchange patient records across systems that don't talk to each other. We built compliant interoperability for a regulated environment.
See the full story →
Revolution Lighting
A catalog site that couldn't keep product data current. We modernized it to pull 40+ live product details per page.
See the full story →Assess. Pilot. Scale.
You commit more only as confidence grows. Start small, see it work, then scale.
Assess
A paid sprint that gives you a prioritized roadmap — no obligation to go further.
Pilot
One scoped build in your real environment — see it work before investing more.
Scale
A standing, US-led pod shipping on a steady rhythm — so progress compounds.
You can stop at any step. Most teams don't.
How we think about this.
Practical writing for product leaders on modernizing without a rewrite, adding AI that lasts, and keeping delivery predictable.
Your AI agent is broken — here's why
Most agents fail the same predictable ways — what separates a demo from production.
Read article → SaaS strategyWhat AI agent PCs mean for your SaaS roadmap
On-device agents are shifting the ground under SaaS. What to plan for now.
Read article → SecurityWhy zero data retention will make or break your AI strategy
For regulated buyers, where your data goes is the deciding question.
Read article →Let's talk about your product roadmap.
Book a 30-minute working session. You'll leave with an honest read on your best next step — modernization, AI, or both.
30 minutes. No pitch, no obligation — just a working session on your roadmap.
Prefer email? sales@mobifilia.com
