Theme
AI Native Engineering

AI Native Engineering
for mission‑critical software.

We help regulated, high-trust businesses build, modernize, test and operate complex software — using supervised AI agents, integrated engineering teams, and audit-ready quality discipline.

~10 yrs
Team cohesion
3–4×
Delivery velocity
−70%
Post-merge defects
12+
Privacy regimes
Audit-aligned ISO 13485· ISO 14971· IEC 62304· FDA 21 CFR 820· EU MDR· FDA & TÜV audited· HIPAA· GDPR
Why Outrix

AI is no longer a feature.
It is the operating layer for modern engineering.

Outrix.ai brings AI into the engineering lifecycle as a governed delivery system — combining agentic SDLC workflows, code & test intelligence, release governance, quality automation, privacy controls, and domain-aware engineering teams.

Four Pillars

A capability stack purpose-built for regulated software.

01

AI-Driven Engineering

Accelerate delivery without losing control. Outrix embeds AI across the SDLC with human checkpoints and measurable quality gates.

3–4× delivery velocity
02

Integrated Teams

One team across product, mobile, cloud, SDK and firmware — cohesive for nearly a decade in the exact regulated domains our clients operate in.

~10 yrs · one cadence
03

Privacy by Design

Consent, residency, retention, DSAR and PII flow control are treated as system capabilities — not legal afterthoughts.

12+ regimes · full DSAR
04

Regulatory Excellence

Audit-ready delivery for ISO 13485, ISO 14971, IEC 62304, FDA, EU MDR, HIPAA, GDPR & CAPA — by construction.

FDA & TÜV audited
Agentic SDLC

Eight supervised agents.
Human control at every critical gate.

A coordinated chain across knowledge, product ownership, requirements, architecture, development, testing, experience and review — with human checkpoints where decisions matter.

01
Research &
Discovery
02
Requirements
& Analysis
03
Architecture
& Design
04
UI / UX
Design
05
Implementation
06
Code
Review
07
Test Planning
& Generation
08
Test Execution
& Validation
ARCHITECTURE SIGN-OFF COVERAGE GATE MERGE GATE RELEASE-RISK REVIEW
3–4×
Feature-delivery speed
−70%
Post-merge defects
~100%
iOS / Android parity
+65%
Developer focus time
Industries

Built for ecosystems where trust, quality and uptime are non-negotiable.

01

Medical Devices

Connected medical software with IEC 62304, ISO 13485 & 14971 woven into delivery.

02

Healthcare

Secure, patient-aware platforms with HIPAA / GDPR-aware architecture and audit logging.

03

Legal

Contract intelligence, matter management and review workflows — governed AI for high-trust legal operations.

04

Life Sciences

Governed software for research, compliance, evidence and operational workflows.

05

Hospitality

Guest experience, operations and loyalty platforms — AI-assisted service and reliable, scalable engineering.

06

Banking & Finance

AI-assisted operations for high-control workflows where auditability and integrity rule.

07

Retail

Customer, commerce and service operations modernization with AI-driven engagement.

08

Defence

Disciplined delivery for secure, mission-sensitive systems with traceable control.

09

Connected Platforms

Multi-device, multi-brand product ecosystems sharing one platform backbone.

Engineering Services

Eight disciplines.
One integrated delivery system.

01

Product Engineering

Build products that scale across users, brands, markets and devices — mobile, web, cloud, SDK and connected ecosystems.

02

AI Engineering

Move from AI experiments to governed AI execution — agentic SDLC, RAG assistants, code & test intelligence.

03

Quality Engineering

Quality engineered into every change — shift-left, regression automation, release evidence, HIL/SIL strategy.

04

Platform Harmonization

Turn fragmented portfolios into shared backbones — design systems, SDK boundaries, common data contracts.

05

DevOps & Release

Reliable pipelines for complex ecosystems — CI/CD architecture, rollout governance, rollback playbooks.

06

Automation

Test, build, deployment, monitoring and compliance evidence — engineered as reusable workflow capability.

07

Firmware Engineering

Embedded behaviour, device communication, DSP-aware software and firmware-to-cloud workflows.

08

SDK Development

Reusable SDKs that abstract device protocols, unify product behaviour, and support multi-platform delivery.

Compliance & Quality

Quality is not a downstream checkpoint.

We treat quality and regulatory readiness as part of engineering execution — not a separate activity after the build. Every decision, change and release carries the evidence, risk classification and traceability it needs, by construction.

Request a Compliance Briefing
ISO 13485 Quality Management Design control, CAPA, supplier control, post-market surveillance.
ISO 14971 Risk Management Hazard analysis, risk controls, residual risk, risk-benefit evaluation.
IEC 62304 Software Lifecycle Safety classification, architecture, integration, problem resolution.
FDA · 21 CFR 820 Submission Ready Software quality, traceability and evidence readiness for FDA review.
EU MDR Technical Documentation CE marking support, post-market surveillance, clinical evidence flows.
HIPAA · GDPR Privacy & Trust Consent, retention, access controls, breach response, auditability.
CoE — Quality & Release

Continuous quality,
anchored in physical infrastructure.

A Centre of Excellence operating as a delivery service: shared HIL/SIL fleet, instrumented benches, acoustic-isolated booths, and AI initiatives that make every project's quality investment compound across the portfolio.

  • 10+ active HIL/SIL setups running 24×7 with live health dashboards.
  • Test Intelligence — RAG grounded in your test corpus.
  • Agent Health Monitor — automation OS, CPU, RAM, disk, online state.
  • ESW Parameter Assistant — embedded-software ramp-up accelerator.
Engagement

Start with one measurable outcome.
Scale into an AI-native operating layer.

A · Pilot

Outcome Pilot

An 8–12 week engagement to prove one measurable AI-native outcome — defined baseline, quality floor, attribution rules and audit trail.

8 – 12 WEEKS
B · Pod

AI Workflow Pod

A 6–12 month pod for support, service desk, onboarding, procurement, finance ops or sales ops — baseline-plus-outcome pricing.

6 – 12 MONTHS
C · Partnership

AI-Native Transformation

A strategic 12–24 month partnership where Outrix becomes the AI-native engineering and operating layer across critical workflows.

12 – 24 MONTHS
What Happens Next

A practical path from conversation
to measured outcome.

01

Discovery Call

We understand your product, platform, workflow, quality or compliance challenge.

02

Baseline Definition

Cycle time, defects, release metrics, cost, compliance effort — the current state, quantified.

03

Opportunity Map

Where AI agents, automation or workflow redesign can safely create measurable value.

04

Pilot Proposal

Focused engagement with scope, governance, quality gates, success metrics and commercials.

05

Measured Execution

Delivered with dashboards, audit trails and outcome measurement — start to verified result.

Contact

Let's define your first AI-native outcome.

Whether you need to accelerate engineering delivery, modernize a platform, improve quality, automate workflows, or build audit-ready AI systems — Outrix.ai helps you move from idea to measurable outcome.