Holiday / Questions & Answers

Questions? Answers.

Everything you need to know about Holiday, our environment and how it works.

Data & Integrations

Does Holiday sync data into its own database or query business systems live? How often is information updated?

Both. Holiday supports synchronised data and live queries, depending on the integration and business requirements.

Our environment can receive updates through webhooks or regularly poll connected systems at short intervals. This allows Holiday to maintain an up-to-date digital twin of your business while accessing external systems directly when needed.

The approach and update frequency are configured for each integration.

Can we connect Claude or other external AI tools to Holiday through MCP or an API?

Holiday operates as a controlled AI environment rather than exposing its internal knowledge and capabilities to external AI agents through unrestricted MCP or API connections.

This is a deliberate security decision. Keeping AI activity within Holiday's governed environment allows us to enforce access boundaries, monitor AI behaviour and detect unauthorised or shadow AI activity.

You can still use different AI models and providers within Holiday, without giving external agents independent access to your business environment.

Which AI models and providers does Holiday support? Can we choose?

Holiday is model-independent. You can connect and use multiple AI models from different providers, including OpenAI's ChatGPT models, Anthropic's Claude, open-source models and models available through OpenRouter.

Different managers and specialists can use different models depending on their responsibilities, complexity and operating costs.

You are not locked into a single AI provider.

Hosting, Ownership & Commercial Terms

Where is our data hosted and processed?

Every customer receives an entirely separate, single-tenant environment, hosted individually on Amazon Web Services (AWS) in the region you choose, including Sydney, US regions and other supported locations. Your business data is stored there and is never held alongside another customer’s.

Because Holiday is model-independent, you also choose which AI providers process your requests. Where that processing happens depends on the providers you select. If Australian processing is a requirement, you can choose providers or models that offer it.

What security certifications does Holiday hold, and who are its sub-processors?

Holiday is undergoing ISO/IEC 27001 certification, with our audit scheduled for October 2026.

Security is built into the architecture. Every customer has an entirely separate environment. Access permissions are enforced in application code, independently of the AI model. Connections are encrypted, and every AI action is recorded in a full audit trail.

Our sub-processors are:

  • Amazon Web Services (AWS): hosting and infrastructure in your chosen region, and user authentication (Amazon Cognito)
  • Cloudflare: web delivery, edge services and secure network tunnels (Pages, Functions, Workers and Cloudflare Tunnel)
  • AI model providers you select: for example OpenAI, Anthropic or providers available through OpenRouter, depending on the models assigned to your managers and specialists

Our security documentation is available on request.

Can we export our data if we leave?

Yes. Your source records always remain in your own systems. Holiday never holds back or removes data from Xero, HubSpot, Procore or any other connected system.

On request, and at the end of your contract, we provide a standard export of your audit logs, governance reports and agent configurations (job descriptions, responsibilities and permissions) at no charge. Your data remains available for export for 30 days following termination, unless we agree a different retention arrangement, as set out in our Terms of Service.

Custom exports of your normalised business data in specific formats can also be arranged. The scope and cost are agreed with you.

How is AI usage charged?

AI usage is passed through at the provider’s cost, with no markup from Holiday.

You control spend. You can set budgets for the whole business or for individual managers and specialists, and assign cost-efficient models to routine work and more capable models to complex analysis. Usage is visible by user and by manager, so there are no surprises.

What is the contract term, and can we start with a pilot?

Holiday is implemented specifically for your business, with an initial implementation deposit payable in advance and a separate allowance for AI usage credits, charged at provider cost with no markup.

See how AI usage is charged.

A typical implementation takes approximately 30 days, depending on the complexity of your systems and integrations.

A 30-day pilot may be available for selected customers and use cases.

Contract terms and ongoing fees are agreed as part of your proposal.

Do you have customer references?

Yes. Holiday is in use with businesses across trades, design and security, including Acorn Landscape Design, First Cordon Security and Alround Sheetmetals.

Read what they say on our homepage.

Holiday can also demonstrate construction workflows covering customer information, project records, communications, invoices and operational reporting. Reference calls with existing customers can be arranged as part of your evaluation.

The Holiday Environment

What is the Holiday Environment, and how does the business digital twin work?

Think of the Holiday Environment as a digital twin of your business — a connected brain containing your company's knowledge, information and operational context.

We build a dedicated environment around the business systems and information you choose to connect.

Holiday can incorporate historical records, current operational information, documents, communications, financial data and relationships between them.

Customers commonly bring approximately five years of historical information, although the environment can be built around a longer history where required.

This creates a persistent knowledge foundation that AI can search, understand and work with, rather than repeatedly starting from disconnected information sources.

How is Holiday different from traditional MCP integrations and AI agent platforms?

Traditional MCP workflows commonly require AI to navigate individual systems and retrieve information through multiple tool calls.

Holiday takes a different approach. We create a dedicated business environment that connects information and establishes security boundaries in code, rather than relying on AI instructions to determine what is permitted.

Within those boundaries, AI has more direct and efficient access to the business knowledge it needs.

This combines stronger operational control with faster information retrieval, reduced processing overhead and more connected business context.

Can Holiday search across our entire business, including emails, documents, accounting, CRM and project management systems?

Yes. Holiday is designed to search and connect information across the business systems and data sources included in your environment.

This can include email, documents, accounting platforms, customer records, project management systems and operational databases.

Holiday can search information maintained within its digital twin and, where configured, query connected external systems.

Importantly, it can bring related information together rather than simply returning separate search results from individual applications.

Security & Governance

How does Holiday ensure AI only accesses information users are authorised to see?

Holiday establishes hardcoded security boundaries and access permissions when your environment is configured.

These controls are enforced by application code, independently of the AI model.

We do not rely solely on prompts, AI instructions or third-party AI guardrail services to determine what information an agent is authorised to access.

This allows Holiday to provide AI with useful business knowledge while maintaining defined limits on its activities.

Can AI agents make changes to our business systems, or are they limited to reading information?

Yes. Holiday agents can perform authorised actions in connected business systems, not just retrieve information.

Managers and specialists can be assigned responsibilities and credentials that allow them to carry out specific tasks, including updating records or performing external actions.

These activities operate through configured permissions and controls.

Holiday records agent activity through its logs, reporting and audit capabilities, providing visibility into what agents access and change.

How quickly can we deploy an AI agent, and does it require technical expertise?

Once your Holiday Environment is established, you can create an AI manager and assign responsibilities in less than 60 seconds.

Managers can be configured for individual tasks, recurring responsibilities or ongoing monitoring activities.

Because the business knowledge and integrations are already established within the environment, you don't need to rebuild the underlying connections for every new agent.

Can we use multiple AI models and agents within the same Holiday Environment?

Yes. Holiday supports multiple AI managers and specialists operating within the same business environment.

Each can be assigned different roles, responsibilities and AI models. For example, one specialist might use a cost-efficient model for routine monitoring, while another uses a more capable model for complex analysis.

Your business knowledge and governance remain consistent across them.

How does Holiday record, monitor and audit AI activity and decisions?

Holiday is designed to provide detailed visibility into AI activity throughout the business environment.

Its activity records can identify which manager or specialist performed an action, which systems and business records were accessed, and what information was changed.

Holiday's audit capabilities can also provide a record of the wider workflow, including:

  • Who initiated or assigned the work.
  • Which AI manager or specialist performed it.
  • What task was undertaken and what information was accessed.
  • What decisions and changes were made.
  • Who received the results and whether changes were accepted.

This provides accountability beyond simply recording conversations with an AI model.

Efficiency & Model Independence

How does Holiday reduce AI token consumption and operating costs compared with traditional MCP workflows?

In benchmark testing on live business systems, using the same AI model and the same underlying data, Holiday demonstrated:

  • 7.2× to 11× greater token efficiency
  • 86.1% to 90.9% fewer total tokens
  • 115% answer completeness, compared with 100% for the traditional workflow

Both workflows returned every data point a complete answer required. Holiday also returned linked context, such as related emails and jobs, while using a fraction of the tokens. Results will vary by task and integration. Download the full study →

How is answer quality scored?

We count the data points a complete, correct answer requires. Returning all of them scores 100%. If the question is “find me the invoices” and there are 7, returning all 7 scores 100%.

Relevant linked information scores above 100%, such as the emails the invoices were sent in or the jobs they relate to. Missing records scores below 100%.

In our benchmark, a complete answer required 67 data points. The traditional MCP workflow returned all 67 (100%). Holiday returned 77, all 67 plus 10 linked records, scoring 115%. The full methodology is in our research study. Download →

What happens to our business knowledge and AI agents if we change AI providers or models?

Holiday is designed to be model-independent. Your digital twin, business knowledge, integrations, security boundaries and agent configurations exist within the Holiday platform rather than being tied to a particular AI provider.

You can change the models assigned to managers and specialists without rebuilding the underlying business environment.

Your business knowledge remains persistent, regardless of which AI models you choose to use.

Have a question about your requirements? Talk with Holiday.