AI engineering and software across sectors.

Opsian designs, builds and supports AI systems and custom software for organisations across sectors, including defence work in the United States, healthcare, hospitality, manufacturing, logistics, finance and retail. Every engagement starts with an operational audit, and the team that scopes the work builds and supports it.

How we work

Start with a defined business problem. Commission an audit, a scoped implementation or an engineering team that stays through delivery and ongoing support. From the first call to live operation, you work directly with Opsian's leadership and the engineers building the system, not through a chain of handoffs.

Services

Business platforms

  1. Gold and asset operations

    Connected records for asset transactions and the teams behind them.

    Available by engagement

    We design and build software for gold and other asset businesses, connecting contracts and orders with inventory, customer holdings, custody documents and account statements.

    Commission a new module or connect the platforms you already use. An engagement can cover allocations, pledges, approvals, settlement and reconciliation, with permissions and a clear activity history.

    • Contracts and orders
    • Inventory and custody records
    • Customer holdings
    • Pledges and approvals
    • Settlement and reconciliation
    • Operations portals

    Discuss this service

  2. Payment and stablecoin integration

    Optional token payments for software subscriptions and participating hotel checkouts.

    Available by engagement

    Integrate supported stablecoin and digital asset payment options with software billing and merchant checkout. An engagement can cover optional payments for PMS, channel manager and other Opsian product subscriptions, with invoicing and recurring collection where the provider supports it.

    For participating hotels, scope guest payments for direct bookings, stays and extras through hotel-controlled checkout or payment links, enabled merchant by merchant. Keep invoices in the agreed billing currency, quote token amounts at checkout and track each merchant's payment confirmation, settlement, refunds and reconciliation separately.

    • Software subscription billing
    • Guest bookings and extras
    • Provider and token integration
    • Invoices and token quotes
    • Verified payment events
    • Settlement and refunds
    • Merchant and partner portals
    • Commission administration
    • Finance exports

    Discuss this service

  3. Finance and business operations

    Clear records, approvals and reporting across companies and locations.

    Available by engagement

    Build a consistent view of invoices, cash movement and approvals across companies and locations. We connect operating records to finance, HR and management workflows.

    Your finance team sets the accounting and tax rules. The software prepares records and reporting exports, highlights exceptions and preserves the review and approval history.

    • Multi-entity records
    • Reconciliation
    • Approvals and controls
    • Tax data preparation
    • HR and staff workflows
    • Management reporting

    Discuss this service

  4. Hospitality and property systems

    Reservations, arrivals and day-to-day property work, connected.

    Available by engagement

    Connect property systems with guest check-in, identity workflows, staff tasks and group reporting. We configure supported Opsian products or build the missing modules around your existing PMS and booking tools.

    Projects can include AI guest assistance, direct booking, channel and point-of-sale integrations, access requests and operations dashboards. Participating hotels can also scope optional stablecoin or supported token payments for guest bookings, stays and extras, with each merchant's settlement and refund workflow defined separately.

    • Reservations and distribution
    • Check-in and identity
    • AI guest support
    • Staff coordination
    • Property integrations
    • Portfolio reporting
    • Optional guest payment methods

    Discuss this service

Customer and digital platforms

  1. Website and product experience

    A clearer website and customer journey for the markets you want to reach.

    Available by engagement

    Refresh your company website and digital product around what customers need to understand and do. We design clear product explanations, onboarding and mobile customer journeys for the markets you plan to serve.

    Scope multilingual content and localization, accessible responsive implementation and a CMS your team can manage. Prototype account and customer-portal flows, connect the required systems and define analytics to guide improvements.

    • Company websites
    • Product UX and UI
    • Multilingual content
    • Mobile and accessible design
    • CMS and content governance
    • Onboarding and customer portals
    • Analytics and improvement
    • Implementation and handover

    Discuss this service

  2. Secure communication platforms

    Messaging and customer experiences designed around privacy and access.

    Available by engagement

    Develop communication and customer platforms around the people and information allowed to use them. We scope identity, onboarding, access controls, retention and integrations for each product.

    Explore a new messaging, community or customer experience through research and prototypes. Encryption design, key management and security review follow the requirements of the production system.

    • Private messaging
    • Identity and access
    • Encryption design
    • Customer portals
    • Community and engagement
    • Product prototypes

    Discuss this service

  3. Digital asset applications

    Application software for wallets and tokenized asset workflows.

    Available by engagement

    We design customer interfaces and operating tools for digital asset and Web3 products, including wallets and tokenized assets. Connect blockchain data and transaction histories to the systems your teams already use.

    An engagement can cover noncustodial wallet interfaces, stablecoin payment connections, tokenized asset administration, redemption requests and governance tools. Provider and token support, custody responsibilities and permissions are agreed for each integration.

    • Stablecoin and token-economy design
    • Wallet interfaces
    • Blockchain data
    • Token and stablecoin workflows
    • Payment provider adapters
    • Redemption requests
    • Governance and reporting
    • Transaction automation

    Discuss this service

  4. Software Development

    Web platforms, mobile apps and internal tools, built by the team that builds the AI behind them.

    Design and build web and mobile applications, customer portals, marketplaces and internal business systems. We develop new products or improve the platforms your teams already use.

    Start with product discovery and a prototype, or commission a defined implementation. Delivery can include experience design, APIs, integrations, migration, testing, documentation and ongoing support.

    • Web platforms and portals
    • Mobile applications
    • Internal tools and dashboards
    • Product design
    • Multilingual interfaces
    • Quality and delivery
    • Review and approval interfaces

    Discuss this service

  5. Automation and Integration

    Systems that talk to each other, so work moves without re-keying.

    In most operations, the same information is typed into several systems by hand. A booking is keyed into one system and again into accounting, a new employee is set up in several places, and a spreadsheet sits between two systems that were never connected. Automation and Integration removes that work.

    We connect systems through adapters behind one stable interface, so replacing a vendor means writing a new adapter rather than rebuilding every connection that depended on the old one. Every integration is built to fail safely: a message received twice is applied once, failed messages are retried and can be replayed, and someone is alerted when a sync stops.

    • PMS, ERP and CRM integration
    • APIs and middleware
    • Process automation
    • Reliable sync
    • Legacy system modernisation
    • Audit and reversibility
    • Small-business AI automation

    Discuss this service

AI and data

  1. AI assistants and language models

    AI assistants that help customers and staff complete the work.

    Build AI assistants for customer support, guest services and internal operations. Connect voice or chat to approved company knowledge and the systems that hold the records.

    An engagement can include document extraction, case summaries, staff knowledge tools and task routing. We define permissions, evaluation and handoffs so people can review consequential actions.

    • Private LLM deployment
    • Retrieval over company knowledge
    • Fine-tuning
    • Evaluation
    • Guardrails and usage policy
    • Model routing

    Discuss this service

    Technical detail on opsiantechnologies.com

  2. Data Intelligence

    One live picture of the operation, built from the data it already produces.

    Most operations already produce the data they need. It is spread across operational systems, finance software, spreadsheets, booking channels and devices, each with its own definition of a customer, a unit or a sale, and much of it arrives as last night's export. Data Intelligence brings it together into one live picture.

    We build pipelines that capture changes as they happen, a canonical model that gives every system the same definition of the things that matter, and a warehouse where history is kept and each metric is defined once. Events carry identifiers rather than personal details wherever possible, so analysis does not become a privacy problem.

    • Data pipelines and integration
    • Canonical data model
    • Warehousing and modelling
    • Dashboards and reporting
    • Forecasting and anomaly detection
    • Data quality and lineage

    Discuss this service

    Technical detail on opsiantechnologies.com

  3. Data Centers

    Compute for AI workloads, planned, built and operated where the data has to stay.

    Some workloads cannot go to a public cloud. The data is regulated, residency rules keep it in the country, responses have to be local, or running models at volume costs less on owned capacity than on rented. This service is for those cases.

    We plan capacity from the workload rather than from a catalogue: which models, of what size, serving how many requests, with what failover. Then we design and build the compute, GPU, networking and storage to match, whether it sits on premise, in a colocation facility or across a hybrid cloud.

    • Capacity and GPU planning
    • Colocation and hybrid cloud
    • Networking
    • Storage
    • Monitoring and operations
    • Resilience and recovery

    Discuss this service

    Technical detail on opsiantechnologies.com

Security and compliance

  1. AI Defense

    Protection for the AI systems you run, and AI that helps find the threats against everything else.

    Once a language model can read company documents and call tools, it becomes part of the attack surface. A crafted message can steer it, a loose permission can let it reveal data it should never show, and an unwatched endpoint can be put to uses nobody approved. AI Defense closes those gaps before launch and keeps them closed after it.

    We design AI systems so that every model call passes through one governed layer: scoped to the user and the task, with writes gated, sensitive data redacted and every call logged. Then we test them the way an attacker would, and monitor them in production for injection attempts, unusual usage and departures from policy.

    • Prompt injection protection
    • Data leakage prevention
    • Model abuse controls
    • Red teaming
    • AI governance and monitoring
    • AI-assisted threat detection

    Discuss this service

  2. Cyber Security

    Security for the systems that hold identities, payments and operational data.

    Operations that handle passports, patient records, card payments and door access are worth attacking. Cyber Security covers the systems that hold that data, from the architecture they are built on to the people who can reach them and the response when something goes wrong.

    We start by finding out what is actually there: which systems hold sensitive data, who has access and why, where credentials are kept and what is logged. Findings are ranked by risk and fixed in order, with least-privilege access, managed secrets, separation of duties and audit logging built into the systems rather than documented beside them.

    • Security assessments
    • Identity and access control
    • Secrets and encryption
    • Monitoring and incident response
    • Secure architecture review
    • Vendor and supply chain security

    Discuss this service

  3. PDPA Compliance

    Compliance with Thailand's Personal Data Protection Act that can be proven, not only documented.

    Thailand's Personal Data Protection Act applies to organisations in Thailand, and to many outside it that offer goods or services to people in Thailand or monitor their behaviour there. For operations that handle passports, faces, health records or payment details, a privacy policy is where compliance starts, not how it is proven.

    PDPA Compliance treats data protection as a property of the systems rather than a document beside them. We map where personal data enters, where it is stored, who can reach it and where it goes, then build the controls that close the gaps: consent captured before collection, retention enforced, requests from individuals handled and every access logged.

    • Data mapping and gap analysis
    • Consent management
    • Retention and deletion
    • Data subject requests
    • Audit trails and access logging
    • DPO support

    Discuss this service

Advisory and operations

  1. Consulting

    Advice for leadership teams on what to build, what to buy and what not to automate yet.

    Most AI programmes stall for reasons that have little to do with models. The data only exists as a nightly export, nobody has written down what the system may decide, or no one can explain a decision once it is challenged. Consulting helps leadership teams find those gaps before they commit budget to a build.

    Every engagement starts with an audit. It asks four questions, none of them about AI: where the data originates, what decisions are made and on what evidence, where the operation fails today, and what must be reconstructable if a decision is challenged. The answers are delivered as a document you own and are free to take to another builder.

    • AI strategy and architecture
    • Build or buy decisions
    • Governance and risk
    • Executive workshops
    • Engagement scoping

    Discuss this service

  2. Auditing

    A structured examination of the operation, delivered as a document you own.

    Every Opsian engagement starts with an audit, and an audit can also stand on its own. It is a structured examination of how the operation actually runs: where its data comes from, who makes which decisions, where it fails and what it must be able to explain.

    It is built on four questions, none of them about AI. Where does the data originate, and is it reachable in real time or only as an export? What decisions are being made, by whom, on what evidence and how long does each take? Where does the operation fail today, how is failure detected and who absorbs it? What must be reconstructable if a decision is challenged?

    • Operations and AI readiness audits
    • Data audits
    • Security audits
    • Vendor and system reviews
    • Reconstructability review
    • Roadmap and business case

    Discuss this service

  3. Managed AI Operations

    We run what we ship, and keep it running after launch.

    An AI system is not finished when it launches. Its behaviour shifts as the data around it changes, providers release new model versions, costs move with usage, and the operation keeps changing what it asks of the system. Managed AI Operations keeps it working after the launch date.

    We run what we ship. Every system under management is monitored for availability, errors, response times and cost, and every model call is logged with the model used, its cost, its confidence and the outcome. Evaluation sets are re-run on a schedule and after every change, so drift is caught by a test rather than reported by a customer.

    • Monitoring and on-call
    • Model evaluation and drift
    • Updates and patching
    • Cost management
    • Incident management
    • Service level agreements
    • Audit reviews

    Discuss this service

    Technical detail on opsiantechnologies.com

Industries

The sectors Opsian builds for, with the relevant services and project references. Named clients and partners appear where a relationship is already documented; new sector applications begin with a scoped engagement.

  1. Hospitality and Real Estate

    Hotels, serviced apartments, coworking spaces and property portfolios. Connect reservations, arrivals, guest communication, staff coordination and group reporting. Scope optional supported token payments for participating hotels' guest purchases and, separately, for Opsian software subscriptions.

  2. Precious Metals and Asset Trading

    Software for gold dealers, bullion businesses and other asset operators. Scope contracts, inventory and custody records, customer holdings, settlement and reporting around your operating model.

  3. Digital Assets and Fintech

    Application engineering for wallet providers, digital asset businesses and financial technology teams. Develop customer portals, transaction workflows, blockchain integrations and tokenized asset administration. Scope supported token payment options for software billing and merchant checkout, with provider and market availability confirmed for each engagement.

  4. Professional Services

    Accounting, legal, advisory and assurance firms where client work, legacy systems and internal controls must stand up to review.

  5. Energy and utilities

    Plants, grids and water networks where the data already exists in control systems and the decisions still happen on the phone.

  6. Government and public services

    Agencies and municipal services where every case must be traceable and every citizen record protected.

  7. Construction and engineering

    Projects, subcontractors and site records that live across email, spreadsheets and paper until something goes wrong.

  8. Transport and aviation

    Airports, fleets and ground operations where schedules, crews and assets have to be reconciled in real time.

  9. Education

    Schools, universities and training providers with admissions, records and timetables spread over disconnected systems.

  10. Agriculture and food

    Farms, processors and distributors tracking yield, cold chain and provenance from field to shelf.

  11. Telecommunications

    Communication platforms, operators and service providers. Connect private messaging, customer onboarding, account access, support and billing workflows, with privacy and permissions defined for each product.

  12. Media and entertainment

    Studios, leagues and venues where rights, audiences and revenue are decided on data that sits in silos.

  13. Non-profit and social enterprise

    Charities and programmes that need donor, volunteer and beneficiary records to work together without an IT department.

  14. Sports and events

    Leagues, clubs and event operators with ticketing, sponsorship and venue systems that never quite agree.

  15. Insurance

    Underwriting, claims and policy administration where each decision can be challenged and each record audited.

Where every engagement starts

Four questions, none of them about AI. The answers are written into a document the organisation owns and can take to any builder.

The audit is a paid, fixed-scope engagement with a defined deliverable. Tell us about the operation and we come back with the scope, the timeline and who from Opsian will run it.

The audit questionsShow
Where does the data originate?
Reachable in real time, or only as an export?
What decisions are being made?
By whom, on what evidence, and how long does each one take?
Where does it fail today?
How is failure detected, and who absorbs it?
What must be reconstructable?
What obligation exists if a decision is challenged?
Sample audits6 PDFsShow