Product studio · cross-industry engineering

We build products that actually ship

MAXDOTS started with our own products, and we take on client work too. We have shipped across healthcare, retail, hospitality, finance and AI, so we can usually get up to speed quickly.

See our work Tell us your problem

15+YEARS OF DELIVERY

8DOMAINS

30+PROJECTS SHIPPED

How we work

We take the decoration out, and leave the content in

Matte off-white and ink carry the page. Emerald is the only accent. No carousels, no popups, no decorative gradients. The quality comes from whitespace, type and restraint, not effects.

Industries

Healthcare

Retail · OMO

Hospitality · IoT

Digital entertainment

Quant finance

Martech

Digital transformation

Services

Two ways to work: our product, or yours

01 / PRODUCT

Our own products

We start from a problem and build something we would use ourselves. Design, build, ship and iterate, all in house.

0→1MVPIterate

02 / PROJECT

Client engineering

The same product engineering discipline, applied to your problem. Across healthcare, retail, hospitality, entertainment and finance, we get to your domain’s real constraints faster.

BuildAIAdvisory

Operating model

How we turn an idea into a product

Discovery

Pin down the real problem, the users and what success means.

Prototype

The shortest path to something testable.

Production

Engineering quality, SEO, and something maintainable.

Maintain

Iterate on real data so the product grows.

Capabilities

What we can actually do, beyond the title

We do not do everything. We go deep on a few things.

Product engineering

Full-stack, 0→1, from launch to upkeep.

AI / LLM

Agents, RAG, hallucination control and data checks.

Cloud & infra

GCP / AWS / Azure, Cloudflare, deploy, monitoring, compliance.

Data & quant

Integration, backtesting, automation.

IoT integration

Device connectivity, device data flows, operations-system and payment integration.

Delivery & tech leadership

Cross-functional teams, agile governance, PM, pre-sales advisory.

Design & frontend

Design systems, motion, maintainable UI.

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

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 · IoT

Hospitality operations & IoT integration

DidDevice connectivity, operations-system and payment integration, end-to-end delivery.

OutcomeConnected devices, operations and payment flows.

IoTIntegrationPayments

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

Discuss your project

FAQ

You might be wondering

What does MAXDOTS do?

MAXDOTS is a cross-industry digital product team. We build our own products and take on client engineering, across healthcare, retail (OMO), hospitality IoT, digital entertainment, quant finance and AI.

Do you take on client projects?

Yes. From framing the real problem to shipping a product that actually runs: design, build, ship and maintain, plus technical advisory and delivery governance.

Which industries have you worked in?

Healthcare, retail (OMO), hospitality and IoT, 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, IoT integration, design & frontend, and delivery / tech leadership.

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