Custom fit
The edge case defines the product.
Generic software flattens the workflow that makes your operation different.
AI + product engineering for complex operations
Build the edgeyou can't buyoff the shelf.
Senior product and AI engineering for operations that generic software cannot hold.Aurix is the product engineering partner for operationally complex businesses. We build and evolve owned software when off-the-shelf tools—or the capacity of an internal team—no longer fit the operation.
operations@aurixtech.comoperation.signal live
/01Map
/02Build
/03Operate
20+
production tools
3
expertise paths
Yours
code + IP
/01
Localization + AI data
Models, reviewers, and content in one traceable flow.
Faster delivery · defensible quality
/02
Software + platforms
A credible route from product intent to production.
Working slices · owned architecture
/03
Workforce operations
People, delivery, and control without spreadsheet handoffs.
One operating view · fewer reconciliations
Swipe to choose a path
Expertise / three operating environments
Start with the operation, not a service catalogue.
Choose the statement closest to the problem in front of you. Each chapter brings together the product, AI, data, and production work that environment actually requires.
/01We run multilingual content and AI-data operations.Aurix builds the operating layer between content, models, linguists, reviewers, vendors, and customers—when generic tools no longer fit the service you need to deliver.Aurix expertiseLocalization & AI Data/02Our software product needs to launch, modernize, or scale.Aurix becomes the product engineering partner behind a new platform, a critical modernization, or the next production stage—when the ambition is clear but internal capacity is not enough.Aurix expertiseSoftware & Digital Platforms/03Our business coordinates a distributed workforce.Aurix builds the software that connects demand, people, delivery, performance, and payment for businesses whose operation depends on a distributed workforce.Aurix expertiseDistributed Workforce Operations
One Aurix team / domain-shaped deliveryExplore all expertise
The gap / where standard tools stop
The hard part starts at the edge case.
Dedicated capacity
The internal team is carrying production.
Important new systems still need senior ownership and protected delivery capacity.
Production AI
The proof of concept met operating reality.
Latency, cost, permissions, recovery, quality gates, and human judgment are product requirements.
Your edge cases are the operating model—not exceptions.
The gap
The hard part starts where the software catalogue ends.
Complex operations break in the handoffs: between systems and people, models and decisions, customer promises and production constraints. That is the territory Aurix is built for.
/01
Off-the-shelf software stops at the edge case that defines you.
Your customers, approvals, data, economics, and exceptions form an operating model no generic product was designed to preserve.
Software shaped to the operation
/02
The internal team is already carrying the live business.
A strategic product, modernization, or AI initiative can be clear and valuable while still competing with production support and the committed roadmap.
Dedicated capacity with senior ownership
/03
AI proofs of concept collapse under operating reality.
Production introduces latency, cost, permissions, quality gates, exceptions, observability, and human decisions. Those are product requirements, not a hardening phase.
Production architecture, not demo theatre
Our point of view
Your edge cases are not exceptions. They are the operating model—and the software should understand them.
Au.
Why Aurix / four signals
One accountable product system.
Product, AI, data, infrastructure, and operations stay connected around one production outcome.
Operation-native
Start inside the workflow.
AI-native
Evaluate the outcome.
Production-first
Build for day two.
Owned end-to-end
Keep the asset.
Why Aurix / 04 signals
Product judgment on one side. Operational depth on the other.
Aurix joins product, AI, data, infrastructure, and domain expertise around one production outcome. The work starts inside the operation, not from a catalogue of technologies.
Talk directly to engineering01 / operation-native
Discovery starts inside the operation.
We map the workflow, customer promise, unit economics, data, permissions, and exceptions together. The architecture starts from what the system must change in real work.
workflowunit economicspermissionsAI gatesintegrationsobservabilityhandoffsaudit
02 / AI-native
01
accuracy
02
latency
03
cost
Models are components. Outcomes are the architecture.
We select and evaluate AI on your content, constraints, and unit economics — never on hype.
03 / production-first
Built for the day after launch.
Observability, permissions, failure recovery, edge cases, and real load belong in the first architecture — not a later hardening phase.
04 / owned end-to-end
The system becomes your asset.
Architecture through deployment and support, with code, infrastructure, documentation, and IP owned by you.
Composable architecture
Production support
Code + IP transferred
Capabilities / six connected disciplines
Compose what the outcome needs.
CAP / 01
Strategy + design
Product strategy + system design
Frame the boundary, architecture, roadmap, and business case.
Explore capability
CAP / 02
Applied intelligence
AI engineering + human feedback
Retrieval, evaluation, agents, and human gates as one product.
Explore capability
CAP / 03
Product engineering
SaaS + digital platforms
New products and critical subsystems from first slice to production.
Explore capability
CAP / 04
Operational systems
Workflow + operations software
Connect intake, decisions, delivery, quality, and finance.
Explore capability
CAP / 05
Connected data
Data platforms + integrations
Versioned data, APIs, events, and durable integrations.
Explore capability
CAP / 06
Beyond launch
Production ownership + evolution
Deployment, observability, security, support, and iteration.
Explore capability
Swipe through all six capabilities
Capabilities
One senior team across product, AI, data, and operations.
Start with one product decision, one broken handoff, or a platform the business needs to own. We compose only the layers the outcome requires.
Match capabilities to real workCAP / 01
Product strategy + system design
Turn an operational opportunity into a product boundary, architecture, delivery path, and business case the team can act on.
product framingworkflow mapsarchitectureroadmap
Start with discoveryCAP / 02
AI engineering + human feedback
Model orchestration, retrieval, evaluation, agents, quality controls, and human judgment designed as one reliable product system.
LLM systemsevaluationHITLcost control
See AI in operationsCAP / 03
SaaS + digital platforms
New multi-tenant products, customer experiences, internal platforms, and critical subsystems carried from first slice to production.
0→1multi-tenantproduct UX
Explore platform engineeringCAP / 04
Workflow + operations software
Role-specific systems that connect intake, decisions, delivery, quality, exceptions, and operational finance.
workflowautomationoperations
Explore operations systemsCAP / 05
Data platforms + integrations
Versioned data, APIs, event flows, background processing, and system integrations that make operational logic durable.
data modelsAPIseventsmigration
See systems in contextCAP / 06
Production ownership + evolution
Deployment, observability, performance, security boundaries, support, and iteration so the product remains useful after launch.
productionobservabilityscalesupport
See partnership modelsSelected systems / anonymous by design
Proof lives in the pipeline.
Three real operating environments. Client identities stay protected; the system and outcome remain visible.
Localization + AI data/01
A defensible quality operating system.
DetectReviewDecide
Outcome focusReview time + cost of quality
Software + platforms/02
An investigation platform from signal to evidence.
SignalConnectEvidence
Outcome focusTime to evidence + analyst effort
Workforce operations/03
A delivery and performance hub for global work.
DemandDeliverControl
Outcome focusAdmin time + reporting cost
Swipe through the proof
Selected systems / anonymous by design
Proof lives in the pipeline, not the pitch deck.
One relevant system from each operating environment. Client identities stay protected; the problem, response, and operational outcome stay visible.
Localization & AI Datacase / 01
A defensible quality operating system for high-volume review.
A multi-stage quality platform with model-assisted detection, reviewer routing, arbitration, resumable processing, and segment-level evidence.
- fewer handoffs
- faster review
- traceable decisions
lqa.flow
2 ai · 4 human · 1 score
AI Layer
Finds
errors
Validates
verdict
Human Gate
R1
Reviewer 1
edit · reject
TR
Translator
accept · reject
R2
Reviewer 2
reconcile
AR
Arbitrator
final call
AI Layer
Finds
errors
Validates
verdict
Human Gate
R1
Reviewer 1
edit · reject
TR
Translator
accept · reject
R2
Reviewer 2
reconcile
AR
Arbitrator
final call
Software & Digital Platformscase / 02
An investigation platform designed to move from signal to evidence.
A multi-tenant product with guided investigations, evidence relationships, role controls, and production-ready service boundaries.
- one workflow
- controlled access
- production scale
product.release
one product · working production slices
Frame
outcome
Architect
system
Ship
slices
Operate
evolve
Frame
outcome
Architect
system
Ship
slices
Operate
evolve
Distributed Workforce Operationscase / 03
A delivery and performance hub for a global workforce.
A role-based operating platform connecting workforce records, engagements, delivery signals, time, invoice cycles, and administrative controls.
- one operating view
- fewer reconciliations
- faster decisions
workforce.operation
demand · delivery · reconciliation
Demand + People
Intake
request
People
skills
Allocate
capacity
Onboard
access
Delivery + Control
Work
delivery
Quality
review
Time
approve
Finance
reconcile
Demand + People
Intake
request
People
skills
Allocate
capacity
Onboard
access
Delivery + Control
Work
delivery
Quality
review
Time
approve
Finance
reconcile
Need the technical layer?
Explore all nine anonymous problem, system, and outcome stories.
How we work / four moves
Fast enough to matter. Built to last.
Week 1
Map the operation
Workflow + scope brief
Weeks 1–2
Design the system
Approved architecture
Weeks 2–8+
Ship in the open
Weekly production slice
Ongoing
Operate + evolve
Monitored release plan
How we work / 04 moves
Fast enough to matter. Structured enough to last.
Senior people stay in the room from discovery through production. No sales-to-delivery handoff and no black-box build phase.
Explore partnership modelsstep / 01
Map the operation
We work with operators, product owners, and technical leaders to capture how work really moves, where it fails, and what success must change.
Workflow + scope brief
step / 02
Design the system
Data model, integrations, AI strategy, human gates, infrastructure, and risk — made visible before the build accelerates.
Approved architecture
step / 03
Ship in the open
Weekly working software, tested against real files and real scenarios. Decisions stay inspectable, and feedback reaches the product fast.
Weekly production slice
step / 04
Operate + evolve
Deployment, observability, support, and iteration. We own the result beyond launch while your team owns the asset.
Monitored release plan
Engagement shape follows the problem
Build, embed, or evolve — without forcing the wrong commercial model.
01Discovery project
02Defined product build
03Dedicated retainer
04Product partnership
Technology / composed, never prescribed
A stack shaped by reality.
Model, cloud, and framework choices stay replaceable. Your domain logic stays durable.
Experience/01
ReactNext.jsTypeScriptWebRTC
Systems/02
DjangoPythonPostgreSQLCelery
Intelligence/03
OpenAIAnthropicvLLMVision
Operations/04
AWS / GCPDockerCI/CDObservability
4
layers
0
forced lock-in
Yours
code + IP
Technology / composed, never prescribed
The right stack is the one that survives your reality.
We work inside your constraints or compose a new platform. Model, cloud, and framework choices remain replaceable. Your domain logic stays durable.
operation.corealways loaded
workflow logicunit economicsrole controlshuman reviewmodel evaluationfailure recovery
20+
tools across the stack
0
forced vendor lock-in
4
connected layers
Yours
code + IP
Experience
01- React01
- Next.js02
- TypeScript03
- Canvas04
- WebRTC05
Systems
02- Django01
- Python02
- PostgreSQL03
- Redis04
- Celery05
Intelligence
03- OpenAI01
- Anthropic02
- vLLM03
- Vision04
- MT APIs05
Operations
04- AWS / GCP01
- Docker02
- CI/CD03
- MinIO04
- Observability05
Open a conversation / start here
Bring us the operation your current software cannot hold.
In 30 minutes, we'll map the hard part and tell you plainly where Aurix can help.In 30 minutes, we'll map the hard part, pressure-test whether custom software is justified, and tell you plainly where Aurix can help.
Book a 30-minute callDirect to the senior teamReply within one business day