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Custom AI systems for GCC fit-out & construction

Help your team handle more work without increasing headcount at the same rate.

Monjez designs and implements custom AI systems for construction and fit-out companies across the GCC. We connect the repetitive work across tendering, BOQ analysis, estimating, procurement and project operations, with workflows designed around your existing tools and processes.

Your first operational workflow can be introduced within 7 days of kickoff, once the agreed scope, required documents, system access and dependencies are ready.

tenders / tower-b-fitout / registerDraft · awaiting review

Tender pack received

  • ITT_Fitout_Tower-B.pdf
  • BOQ_Rev02.xlsx
  • Specs_Div-09_Finishes.pdf
  • Addendum_03.pdf

Every document classified and read. Each finding links back to its page.

Requirements register

5 of 37 items
ItemSource
Submission deadline14 Nov · 14:00 GSTITT §2.3
Site visit28 Oct · mandatoryITT §2.6
Bid bond2% of tender valueITT §4.1
Ceiling spec changedGypsum → acoustic tileAdd. 03
MEP drawings referenced, not issuedBOQ section 7BOQ p.31
2 flagged for the tender managerDecision: bid manager

Illustrative demonstration · sample tender

  • Designed around your existing tools, subject to integration feasibility
  • Outputs you can review and trace to their sources where available
  • Your team keeps control of sensitive commercial decisions and approvals

Business impact

Less manual entry. Faster estimating. Every number traceable to its source.

Most of the hours in a tender go on reading, re-keying and cross-checking, not on judgement. Monjez takes the repetitive processing off your team, so qualified people spend their time on the decisions that need them.

01

Handle more tenders with your existing estimating team

Tender requirements, deadlines, missing documents and bid-preparation tasks are organised for your team, so each opportunity takes less effort to process.

Potential outcome · Extra capacity depends on your workload and implementation results

02

Let estimators focus on estimating

BOQ information arrives structured and checked. Where your historical pricing data and integrations are available, lines can also be compared with past rates.

Potential outcome · Historical pricing comparison depends on your data and agreed scope

03

Give company leaders a clearer operational picture

Available tender, project and procurement information comes together in structured reporting, so owners can see delays, outstanding decisions and bottlenecks without chasing updates from several people.

Potential outcome · Depends on the data sources that are connected

What is tender document work costing you?

Drag the sliders. It’s the kind of time we measure in discovery, and the kind a workflow can take off your team.

8
16 h
40%
$25

Estimated labour value / year

$15,360

51 hrs / month released

Based on 40% assistedIllustrative estimate

8 × 16h × 40% × 12 × $25

Hours and value are the same saving, shown two ways. They are not added together. Arithmetic on your own assumptions, not a quote, a client result or a guarantee. Hours only count once they’re actually released from the task.

Measure your real baseline
  • Verified client result: Only where the client has said it on record. See “Results, in their words”.
  • Illustrative example: Your inputs, our formula. Not a promise.
  • Potential outcome: Depends on your workflow, documents and volume.

The system

A system that knows how your company works.

When your processes are mapped and connected, each workflow works from your own documents and history (tender packs, BOQs, rate sheets, site updates), not generic templates.

Your operations

  • Tender packs & drawings
  • BOQs
  • Rate sheets & past bids
  • Supplier quotations
  • Site updates & RFIs
  • Project trackers & exports

Company knowledge

Built from your documents

Tender Management

Reads each tender pack against your submission checklist and past tenders, so the register follows your format, not a generic one.

Draws on

  • Tender packs & drawings
Approved by: Bid manager

Illustrative demonstration. Which sources are connected, and which workflows are built, depends on your agreed scope and on integration feasibility.

Explore the full system

The operating system

From the tender document to management reporting, within one connected system.

Monjez connects the workflows your company needs, from tender review and BOQ analysis to estimating, procurement, project operations and management reporting. Explore any workflow to see how the work is handled today, how a proposed AI-assisted process could change it, and where your team reviews and approves the results.

A structured requirements register, built from the tender pack.

What the system processes

  1. 1Every document in the pack is classified and indexed
  2. 2Deadlines, site visits, bonds, insurances and submission requirements are extracted
  3. 3A requirements register is drafted, each line referenced to its source page
  4. 4Missing documents and conflicting clauses are flagged

Information coming in

  • ITT / RFP and instructions to tenderers
  • Specifications, drawing lists and addenda
  • Your submission checklist template

Output

  • Requirements register
  • Deadline summary
  • Draft clarification (RFI) list

Flagged for review

  • Conflicts between specification and BOQ
  • Documents referenced but not issued
  • Unclear submission requirements

Reviewed & approved by: Bid / tender manager

The go/no-go decision, and every clarification sent to the client, stays with your bid manager.

tenders / tower-b / requirements-register.xlsx37 items · 4 flagged
RequirementFindingSource
Submission deadline14 Nov · 14:00 GSTITT §2.3
Tender bond2% · valid 120 daysITT §4.1
CAR insuranceRequired at awardCond. §18
Fire-rated doors: spec vs BOQFD60 vs FD30Spec 08-11 / BOQ 4.12
MEP drawingsReferenced, not issuedBOQ p.31
Conflict: spec vs BOQDraft RFI preparedDecision → Bid manager

Illustrative demonstration · not client data

These are proposed workflow categories shown with illustrative data. Which workflows are built, and how they connect to your systems, depends on the agreed implementation scope.

What we build

An AI system designed around how your company works.

Monjez connects repetitive tasks into workflows tailored to your company’s documents, business rules and existing tools. Each workflow has a defined responsibility, reviewable outputs and an accountable person on your team where approval is required.

Your company’s AI workflows

The modules share the same documents and data, so the output of one step becomes the input of the next. Which modules are built depends on your agreed scope.

Module

Tender Management

Task
Organises tender requirements, deadlines, missing documents and bid-preparation tasks.
Inputs
Tender documents, instructions to tenderers, specifications and relevant attachments
Outputs
A structured requirements register, deadline summary and a list of items requiring review
Reviewed by
Your designated bid or tender manager

Can connect with (subject to feasibility)

  • Excel & Google Sheets
  • Outlook & Gmail
  • SharePoint, OneDrive & Google Drive
  • WhatsApp (where approved)
  • Your ERP (after technical review)

Approval & control

Automation and approval, by design

Each workflow automates the repetitive steps you agree on. Sensitive decision points, such as pricing approval and external submissions, stay with the people you name, as set out in the workflow design.

Model-agnostic: we build on Claude, OpenAI or other models, whichever fits each task and your data policy.

Modules are built to your scope. Most companies start with one.

How we work

From the first call to a working system.

Five steps, one workflow at a time.

  1. 01

    We map how work moves through your team today and measure the baseline: time spent, frequency and the people involved.

  2. 02

    You get a scoped plan for the first workflow: its inputs, business rules, approval points and success criteria.

  3. 03

    We build inside the tools you already use, wherever integration is technically feasible, not around them.

  4. 04

    We test on your own documents, launch with your team and handle the exceptions that real work throws up.

  5. 05

    We stay on to monitor and improve it, and add the next workflow when the measured results justify it.

Scope and timing depend on the complexity of the workflow, document quality, system access and integration requirements. A first workflow can be introduced within 7 days of kickoff when those are ready.

Trust & control

Reliable by design, accountable by default.

How we approach accuracy, data and decision-making in every workflow we build.

Traceable outputs

Outputs can be reviewed and traced back to their source documents where technically available.

Exceptions surfaced

Missing information and detected inconsistencies are flagged for your team, not silently ignored.

Your approval rules

Pricing, contractual commitments and other sensitive commercial decisions follow the approval rules you agree.

Your tools first

Existing tools are kept where practical and integrated where technically feasible.

Data controls agreed upfront

Data access, processing, retention and security controls are set for each implementation and the service providers it uses.

We don’t claim perfect accuracy, complete security or guaranteed compatibility. We test on your documents and tell you what we find.

Built for the Gulf

Built for the GCC contractor, not adapted for it.

An Arab-founded team working in Arabic and English, focused only on how fit-out and construction firms in the Gulf tender, procure, build and report.

Map of the six GCC states: Saudi Arabia, United Arab Emirates, Qatar, Bahrain, Kuwait and Oman, with Riyadh, Jeddah, Kuwait City, Manama, Doha, Dubai and Muscat marked.SAUDI ARABIAU.A.E.OMANKUWAITBAHRAINQATARYEMEN
Built for contractors across the GCC

The difference

  • Monjez: Custom-built around your workflow, documents and templatesTypical alternative: Off-the-shelf software you reshape your process around
  • Monjez: Works with the Excel, email, drives and ERP you already runTypical alternative: Yet another platform to migrate to
  • Monjez: Arabic and English, using the terms your team already uses: BOQ, LPO, progress claims, variationsTypical alternative: Built for other markets, translated later
  • Monjez: Human approval designed into every stepTypical alternative: “Fully autonomous” promises
  • Monjez: Measured against your own baselineTypical alternative: Generic ROI claims

Will this work for you?

If three or more of these sound familiar, it’s worth a call.

  • You run a fit-out, interiors, MEP or contracting firm in the GCC
  • You price several tenders or quotes every month
  • Your estimators and QS lose hours to BOQs and spreadsheets
  • Project updates live in WhatsApp, email and Excel
  • The owner is still the bottleneck for numbers and approvals
See if you qualify

Results, in their words

Real client, real system, in his own words.

A recorded client story, playing right inside the page.

Client testimonial

“Monjez built our full B2B marketplace end to end and put real systems behind every part of the operation. It runs without me babysitting it.”

Ali

Founder & SEO Director · Atlantis Marketplace

Why it matters to a contractor

Atlantis is a B2B FMCG marketplace, not a contractor. We built its platform end to end, including an AI layer that reads supplier catalogues sent as Excel, PDF or Google Sheets and turns them into structured product data. That’s the same document-to-data capability that reads your BOQs, quotations and tender packs.

Contractor case studies will appear here once their results are measured against an agreed baseline, and not before.

Our guarantee

If the agreed workflow doesn’t show $50,000 a year in validated capacity, you don’t pay.

We measure the value as payroll-equivalent hours your team gets back, against a baseline we agree with you before we build. The guarantee covers the outcome, not just the install.

  • Baseline first

    We measure the current workflow before we build, so results are compared with real numbers.

  • Success criteria in writing

    Scope, measurement method and period are agreed in writing before work starts.

  • An honest no-go

    If your numbers don’t justify the build, we say so, and propose a smaller guarantee or a paid pilot.

Offered once discovery confirms the value potential. Terms are set out in writing for each engagement.

FAQ

Clear answers to fair questions.

Still unsure? Book a call. If AI isn’t the right fix for your problem, we’ll tell you.

Review Your Workflow

Monjez designs and implements custom AI systems that connect repetitive tasks across construction workflows. Depending on the agreed scope, that can include tender-document processing, BOQ organisation, estimating support, supplier quotation comparisons, project coordination and management reporting.

Next step

Let’s identify where your team loses time.

Tell us a little about your company and how work currently moves through your team. We’ll use it to work out which workflow may be worth automating, and what needs to stay under your team’s review.

  • If there’s a fit, we define the scope of your first workflow
  • We list the documents, access and dependencies it needs
  • You get an honest view of what AI can and can’t do for it

We use these details only to prepare for your call. We never share them.