AI INTEGRATION & AUTOMATION IN LEBANON
Turn repeated questions, scattered knowledge and manual handovers into a connected workflow. We design assistants and automations around a defined business task, the information they can use and the people who remain responsible.
WHO IT SUITS
For businesses with recurring enquiries, a knowledge base people struggle to search, or routine work moving between forms, spreadsheets and business tools. A focused first workflow is often more useful than a company-wide AI overhaul.
WHAT WE WORK TOWARD
A useful answer is a start. A completed task, a well-qualified enquiry or a clear handover is the outcome we design for.
THE SCOPE / AI & AUTOMATION
Answer recurring service or product questions from approved business information. Make uncertainty visible, keep contact routes available and hand unusual requests to your team.
Knowledge sources · conversation design · human escalationGuide an enquiry through the right questions and into the right next step. Website chat and WhatsApp have different account, consent and operating requirements; we scope each channel explicitly.
Channel setup · approved journeys · handover rulesCollect the details your team actually needs, route an enquiry and help someone request a suitable appointment. A confirmed booking requires a permitted connection to a reliable scheduling system.
Qualification fields · routing · calendar integration where agreedConnect form submissions, customer records, task queues and reporting tools. Routine actions follow agreed rules, with a visible exception route when information is incomplete or a connection fails.
Triggers · system connections · exception handlingHelp staff find an approved answer or turn agreed document types into structured information. Source references and review steps are important when a document is unclear or the answer affects a business decision.
Source preparation · retrieval · extraction and reviewAdd a bounded AI capability inside an existing website, application or business system. Choose the model and integration after understanding the data, hosting, access and ongoing cost requirements.
Interface design · application integration · evaluationPOSSIBILITIES, MADE CONCRETE
Illustrative workflows, not delivered client projects. These examples use fixed content to explain possible workflows. They do not connect to your data or business tools; Q is the separate website assistant.
SERVICE BUSINESS / ILLUSTRATIVE EXAMPLE
A visitor asks whether your service fits their project.
The assistant uses approved service information and asks for the agreed qualification details.
A concise summary goes to the right team through a permitted connection. Unclear requests stay with a person.
What it needsApproved service content, qualification rules, an owner for enquiries and authorized CRM or email access.
How to judge itMeasure useful enquiries and handover quality, alongside unanswered questions and operating cost.
INTERNAL TEAM / ILLUSTRATIVE EXAMPLE
A staff member asks how an approved internal process works.
The assistant retrieves permitted material and points to the source behind the answer.
Missing or conflicting information goes to the document owner for review, rather than becoming an invented answer.
What it needsA maintained source collection, staff access rules, a document owner and agreed provider/data handling.
How to judge itMeasure source-supported answers, completed lookups and appropriate review requests.
OPERATIONS / ILLUSTRATIVE EXAMPLE
A document arrives in an authorized intake location.
A workflow extracts agreed fields and checks that required information is present.
Ambiguous fields enter a review queue. Validated data moves through a supported system connection.
What it needsRepresentative document samples, field definitions, validation rules and access to the receiving system.
How to judge itMeasure field accuracy, review rate, duplicate handling and time per completed record against a baseline.
BEFORE A CHANNEL GOES LIVE
Platform requirements are checked again when scoping. WhatsApp Business Messaging Policy · Meta Cloud API requirements
FROM BRIEF TO EVERYDAY USE
Choose one task, the users it serves, the current baseline and the point where a person takes over.
Agree sources, permissions, personal-data handling and what the assistant is allowed to do.
Connect a limited pilot and test normal, ambiguous and out-of-scope requests against agreed examples.
Review completed tasks, answer quality, handovers, errors and usage cost; maintain sources as the business changes.
THE WORK BEHIND THE WORDS
AI integration within wider website and commerce engagements. Explore the recorded scope in each case. The illustrative workflows above describe possible approaches rather than these clients’ specific systems.
Website design & development · Multilingual studio platform · AI assistant integration
Website design & development · AI customer-care assistant
Corporate website design & development · AI integration
Website design & development · Ongoing SEO · AI integration
E-commerce development · AI integration
Web application design & development · AI integration
SCOPE & CONTINUITY
We quote the work after reviewing the brief, required inputs and integration dependencies. The proposal identifies deliverables, ownership, third-party costs and handover. Ongoing support and new development are agreed explicitly rather than assumed to be part of the build.
Talk through the scopeBEFORE WE START
No. The examples illustrate possible workflows using fixed content. They do not read documents, contact customers or change a connected system. Q is our separate website assistant for questions about IWORQS services, pricing and relevant work; a client integration is scoped and connected separately.
It can help with an agreed task, such as answering service questions from approved information, qualifying an enquiry, finding internal knowledge or structuring document fields. We first check the task, available sources and integration requirements. A chatbot does not automatically include a CRM, booking engine or permission to change business records.
We check the available APIs, webhooks or supported connectors, account access and the quality of your source information. The proposal identifies what can be connected, any provider restrictions and how failed or incomplete requests are handled. Your team keeps ownership of its accounts and decides which sources and actions are permitted.
Where the scope permits it, routine actions can follow explicit business rules and agreed permissions. We define validation, duplicate handling, spending limits where relevant and the exceptions that go to a person. An AI answer alone is not authority to make a payment, approve a customer or change a critical record.
Implementation is quoted after reviewing the workflow, data and required connections. The proposal separates setup from model usage, messaging or platform fees, knowledge maintenance and ongoing support. We agree usage limits and responsibilities before activation; AI usage is not assumed to be unlimited or included in a standard website-care plan.
We agree the permitted sources, access controls, processing providers, retention requirements and any information that must stay out of the workflow. Provider terms and the actual hosting arrangement matter. Do not send passwords, payment-card details or unnecessary sensitive records through a public chat.
The assistant should explain the limit and offer the agreed next step. We define the human handover, what context is passed on, how unavailable tools are reported and who maintains the knowledge. Before launch, test normal requests, ambiguous inputs and failures against agreed examples; review quality and operating costs after launch.
PRACTICAL NOTES / IWORQS
AI & BUSINESS WORKFLOWS
Choose a useful first AI workflow: define the information, permitted actions, handover, evaluation and ongoing costs before implementation.
THE NEXT CONVERSATION
Tell us what you want to improve, what already exists and which tools or people the work needs to connect.
Talk about AI & Automation