AI · Cloud · Platform Engineering

We build products that actually ship

Focused on AI, cloud and platform engineering. Shipped across healthcare, retail, hospitality, finance and AI — the hard part is after launch: reliability, data validation, and integration with existing systems.

15+YEARS CROSS-INDUSTRY DELIVERY
8DOMAINS
30+PROJECTS SHIPPED
Selected Work

What we shipped beats what we claim

Selected recent work from our own products.

Healthcare

Patient engagement platform

ProblemChronic-care engagement is hard to sustain — and the data has to stand up to audit.
DeliveredEngagement and incentive design built compliance-first, with an auditable, traceable data trail.
Compliance-firstRBAC · audit trail
ProductCloudCompliance
Quant Finance

Quant screening & strategy tool

ProblemRetail traders lack discipline and backtestable entries and exits.
DeliveredBacktestable screening and strategies, wired through to live execution.
BacktestablePYTHON · broker API
ProductPythonAPI
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AI · Agent

Zero-hallucination rules engine

ProblemRaw LLM output isn’t reliable enough to bet a critical flow on.
DeliveredMulti-source cross-checking and rule validation that stops uncertainty before it reaches output.
Verified outputVerification-first · data checks
ProductAPITDD
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Track record

Cross-industry delivery: regulated systems, operations integration, AI workflows

Cross-industry delivery experience the team has accumulated (de-identified: sector and approach only).

Healthcare tech

Regulated platform rebuild + AI

DidPlatform re-architecture, applied AI, data infrastructure, containerized cloud.
OutcomeSet module boundaries and a clear handoff path.
RebuildAICloud
Omnichannel retail · OMO

Platform modernization + GenAI

DidMicroservices, cross-scenario expansion, GenAI brought into operational workflows.
OutcomeConsolidated scattered flows into deployable services.
Cloud-nativeMicroservicesGenAI
Smart hospitality

Hospitality operations & device integration

DidDevice connectivity, operations-system and payment integration, end-to-end delivery.
OutcomeConnected devices, operations and payment flows.
DeviceIntegrationPayments
Digital entertainment

Large-scale platform architecture

DidArchitecture and core modules for high-traffic platforms, multi-service integration.
OutcomeSplit core modules into observable services.
ScaleArchitectureConcurrency
Commerce · Membership

Membership & transactions

DidMembership and transaction platforms, payments, promotions and loyalty, monitoring.
OutcomeBrought transactions and reconciliation into monitored flows.
CommercePaymentsLoyalty
Digital transformation

Advisory & engineering governance

DidArchitecture and security planning, technical advisory, delivery process and cross-functional teams.
OutcomeSet architecture decisions, delivery cadence and ownership boundaries.
AdvisoryArchitectureSecurity
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About

An independent technical brand

MAXDOTS is an independent technical brand focused on AI, cloud and platform engineering, running around its own products and a few technical collaborations. Kept deliberately lean — the point is systems that ship, stay auditable and keep running, not a big team.

FAQ

You might be wondering

What does MAXDOTS do?

MAXDOTS is an independent technical brand focused on AI, cloud and platform engineering. It builds its own products and takes on a few technical collaborations, across healthcare, retail (OMO), hospitality, digital entertainment, quant finance and AI.

Can we work together?

Yes. From technical decisions and PoC to full delivery, or architecture review and technical advisory — whether you want the thing built, or the direction settled first.

Which industries have you worked in?

Healthcare, retail (OMO), hospitality, digital entertainment, quant finance, martech, AI, and enterprise digital transformation.

What can you build?

Full-stack product engineering, AI/LLM (agents, RAG, hallucination control), cloud & infrastructure (GCP/AWS/Azure, Cloudflare), data & quant, device & system integration, design & frontend, and technical architecture & delivery governance.

How do I get in touch?

Leave a message at the bottom of this site, or email service@maxdotsai.com.

Contact

Got something in mind? Leave a note

Tell us what you want to build, or what you would like to talk about, and how to reach you. We will get back to you.

Or email us: service@maxdotsai.com