PRACTICAL AI FOR TECHNICAL BUSINESSES

AI workflow automation
for UAE engineering teams.

Make complex work flow. Dubai-based h.ai helps construction and technical teams connect documents, approvals and follow-ups through practical AI and ConTech workflows.

Engineering . Construction . Maintenance . Inspection . Technical Operations

FROM INFORMATION TO ACTION
Illustration of a construction project connecting documents, review and department handoffsApproved revisionSource recordDepartment handoffOwner + next stepHuman review
One project. A shared picture.Documents → evidence → coordinated action
Explore the demo ↗

Illustrative workflow · no live project data

01 / THE PROBLEM

Start with the workflow. Not the technology.

Less time searching and chasing. More clarity about what happens next. Start with the task that slows your team down.

THE FRICTION
Scattered documents
Repeated follow-ups
Approval bottlenecks
A CLEARER WORKFLOW
Find the source
Know the next action
Keep decisions reviewable

02 / OUR SERVICES

A practical starting point. A clear next step.

Start with one bottleneck. Find the opportunity, test the workflow and equip the team.

01

AI Workflow & Opportunity Assessment

WorkMapPilot

Identify where AI can reduce repeated work—and what a useful pilot should measure.

Workflow audit + prioritised opportunities

02

ConTech Workflow Intelligence

ChangeReviewHandoff

Connect changes, approvals and department handoffs around your project.

Coordination pilot + accountable owners

Explore the ConTech service →
03

Document & Knowledge Intelligence

FilesEvidenceAnswer

Find, compare and question technical information with sources you can check.

Source-linked outputs + document validation

Try h.ai Documents →
04

AI Implementation & Enablement

ScopeBuildEquip

Build focused AI workflows and train the people who use them.

Tested pilot + handover + practical training

Discuss Your Workflow →

CONTECH / PROJECTS & PILOT WORKFLOWS

From model changes
to informed project decisions.

BIM, BOQ and project information connected around the decisions your team needs to make.

Project concepts and pilot workflows. Status is stated for each item; these are not published client results.

BIM CHANGE & IMPACT INTELLIGENCE

Planned product · concept walkthrough

ChangeTrace

Compare BIM / IFC revisions, highlight added, removed and changed elements, and prepare an impact review across engineering, quantities, procurement and programme dependencies.

Inputs, outputs & review

Inputs: Two model revisions, element identifiers and agreed review rules.

Output: A traceable change register, affected items and accountable review actions.

Review: Engineers validate geometry and model mapping. Commercial and planning teams confirm cost and programme implications.

See the demonstrations →

CONNECTED MODEL & COMMERCIAL REVIEW

Proposed pilot workflow

BIM + BOQ Assistant

Link model elements to agreed BOQ items, compare quantities between revisions and flag items needing a commercial check. Keep quantity changes, rate assumptions and source references visible.

Inputs, outputs & review

Inputs: Model quantities, BOQ item mapping, units and an approved rate basis.

Output: A reviewable quantity delta and an illustrative line-value calculation.

Review: Quantities, units, rates, exclusions and measurement rules require QS / estimator approval. This does not automatically remeasure, price a claim or approve a variation.

See the demonstrations →

CROSS-DEPARTMENT COORDINATION

Proposed workflow · existing rules-based prototype

SiteLab · AI Project FDE

Follow an equipment substitution or procurement issue from the source record through technical, commercial, programme and site-release reviews. Support project managers with an accountable handoff trail.

Inputs, outputs & review

Inputs: Change record, relevant documents, dependencies and review authorities.

Output: Affected work, required decisions and a clear owner for each next action.

Review: Your authorised team retains decisions and release authority. Programme effects require an agreed schedule and validated dependencies.

See the demonstrations →

PRE-BID DOCUMENT INTELLIGENCE

Pilot offering · illustrative prototype

Tender & BOQ Review

Extract scope and requirements, compare BOQ and addenda, flag discrepancies and prepare clarification questions linked to their source.

Inputs, outputs & review

Inputs: Authorised tender documents, BOQ and issued addenda.

Output: Source-linked requirements, review flags and draft clarification questions.

Review: Estimators and commercial reviewers confirm findings. No automatic bid pricing, bid approval or submission.

See the demonstrations →
Discuss a ConTech workflow →

04 / USE CASES

Where AI can support technical work.

Practical starting points, shaped around your documents and working methods.

Tender & BOQ Review

Review tender specifications and bills of quantities (BOQs), extract requirements and flag omissions or clarification questions for the estimating team.

Inspection & Site Reporting

Turn site observations into structured inspection report drafts, with action owners and items requiring an engineer’s review.

Project Knowledge Search

Search approved project documents and return answers with supporting references so engineers can check the evidence.

Document & Quote Comparison

Compare document revisions and supplier quotations, highlighting scope differences, exclusions and missing information for review.

Operational Follow-ups

Organise updates and track the next action.

Visual Inspection Support

Assess computer vision on representative site images.

05 / INTERACTIVE PROTOTYPES

See the workflow. Try the decisions.

Click, change an input and follow the workflow. Each example uses fictional data.

Try the Interactive Demo →

ILLUSTRATIVE CHANGE ROUTE
Change→Review→Handoff
EngineeringCommercialSite
CONTECH / COORDINATION

AI Project FDE

Follow a fictional construction change request from source evidence to engineering, commercial and site handoffs, with human approval points.

SAMPLE QUOTE COMPARISON
RequirementQuoteRatingCheck match ↗WarrantyClarify ↗
AI SYSTEMS / TENDER REVIEW

Tender & quotation review

Compare sample tender requirements with a quotation, identify gaps and prepare clarification questions for review.

SAMPLE INSPECTION DRAFT
ObservationAction owner Review required
AI SYSTEMS / SITE REPORTING

Inspection reporting

Convert fictional site observations into an inspection report draft and review the proposed actions before release.

YOUR ASSUMPTIONS, MADE VISIBLE
Current timeTarget time
Illustration · no measured savings
WORKFLOW AUDIT / PILOT SCOPING

Workflow opportunity calculator

Enter task frequency and time assumptions to estimate a workflow opportunity. Results are scenarios, not measured client savings.

These prototypes use calculations and guided rules with fictional data. They show proposed workflows; they are not client results or connected production AI systems. No project approval or message is sent.

DOCUMENT & KNOWLEDGE INTELLIGENCE

Try h.ai Documents.

Choose a fictional construction file. Ask a question. Open the supporting evidence.

Scripted browser simulation with fictional data. The separate local Windows application is an internal prototype. No confidential uploads, live LLM or client deployment is demonstrated here.

Open the interactive demo4 sample files · questions · clickable citations

Scripted browser simulation with fictional data. The separate local Windows application is an internal prototype. No confidential uploads, live LLM or client deployment is demonstrated here.

06 / HOW WE WORK

A focused start. A clear path.

01

Understand

Define the bottleneck and a useful result.

02

Scope

Agree sources, access and review rules.

03

Validate

Test representative inputs and check outputs.

04

Equip

Hand over, train and expand when ready.

07 / GETTING STARTED

A few questions you may have.

How is the AI Project FDE tailored to our project?

We start with the specific issue that slows your engineers or project managers down, then map the information, departments and decisions involved. The pilot is configured around that workflow, including source records, ownership, integrations and approval rules.

Does the AI Project FDE make project decisions on its own?

The system can organise evidence, flag dependencies and prepare actions for review. Your authorised team retains control of technical decisions, commercial agreement and the release of changed work. Approval rules are agreed during scoping.

Do we need to know which AI tool to use?

No. Start by describing the workflow and the problem you want to solve. We assess which approach fits the information, systems, and people involved.

Can we start with one workflow?

Yes. A focused review or pilot gives both teams a clear scope and a way to assess the result before considering a wider rollout.

Can AI work with our existing documents and systems?

We assess document quality, available integrations, and access restrictions during scoping. Where important information is missing or unreliable, that becomes part of the implementation plan.

Can a solution run locally or privately?

We can assess local and private deployment options. Suitability depends on the task, model capability, hardware, integrations, and the organisation's data requirements.

Do you train teams as well as build systems?

Yes. Workshops can cover practical prompting, evaluating AI outputs, and exercises based on departmental workflows. The content is adapted to the audience's experience.

ABOUT h.ai

Engineering understanding.
Practical AI.

h.ai is a Dubai-based AI consultancy helping engineering, construction and technical businesses improve how they use information and manage repetitive work.

We combine workflow assessment, focused AI implementation and practical team training. Start with one bottleneck, agree the information and review rules, and test a useful result before expanding.

Operated by HAI Digital Intelligence - FZCO, Dubai, United Arab Emirates.

Discuss your workflow →
BIM / IFC Change & Impact Intelligence — illustrative walkthrough
BIM + BOQ AI Assistant — illustrative walkthrough
Document Intelligence — illustrative evidence walkthrough