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REIT LIMITEDAI & technical delivery
Delivery approach

How We Work

Clear scope first. Evidence at every stage.

Turn one business problem into a scoped, evaluated and supportable system. Know what you need to provide, what will be delivered and how the next decision is made.

REIT Limited · Bangladesh-based AI services and technical-delivery company

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See the work in context

A practical scenario.
A decision you can inspect.

Explore the inputs, human controls and trade-offs behind a proposed use case.

Download example data (CSV)
Fictional case study · Bridgeway OperationsSynthetic data · not a REIT Limited client result
service requests / illustrative scenario

One request across three connected systems

A fictional B2B service team connects an inbox, CRM and fulfilment queue. Handoffs lose context. Repeated events can create duplicate work and failed updates need an owner.

Proposed workflow
Receive an event · Share the request state · Wait for approval · Commit and observe
Human control
The process owner resolves conflicting states and approves consequential actions.

Human effort per month

Hours · review included
0150 hours
80 hmodelled capacity change / month

53.3% less human effort under these assumptions. This is not cash savings.

Synthetic incoming workload mixRoutine route: 360 (60%); Approval needed: 180 (30%); Recovery cases: 60 (10%). Total 600 service requests.600ITEMS / MONTH

Workload mix

  • Routine route60%
  • Approval needed30%
  • Recovery cases10%

Assumed distribution, not measured activity.

Inspect the data, calculation and pilot decision
Bridgeway Operations: fictional assumptions for a representative month
Input or calculated measureIllustrative value
Monthly in-scope volume600 service requests
Before: human minutes per item15
Proposed: human minutes per item6
Additional operating hours per month10
Baseline human hours per month150
Proposed human hours per month70
Net capacity change per month80 hours
Illustrative pilot window6 weeks; not a delivery commitment
Assumed mix: Routine route360 items
Assumed mix: Approval needed180 items
Assumed mix: Recovery cases60 items

Calculation: 600 × 15 ÷ 60 = 150 baseline hours. Proposed: 600 × 6 ÷ 60 + 10 operating hours = 70 hours.

Pilot decision: Can repeated or failed events recover without duplicate work or lost request state?

Limit: Lower human effort does not automatically mean shorter customer waiting time. Vendor availability still matters.

Fictional worked example. Future human handling includes review, exceptions and corrections; operating hours are additional. Compare the same workload before drawing a conclusion.

01

Discover and assess

Map the current task, handoffs, data and exceptions. Confirm whether a process change, existing feature, integration or AI component is the simplest useful response.

Client inputs

Your process owner, redacted examples, system inventory and desired result.

Deliverables and decision

A scoped opportunity, dependency map and recommendation to proceed, prepare or stop.

02

Design and pilot

Build a bounded prototype against representative cases, with permissions and human review agreed before external actions.

Client inputs

Approved test cases, accessible systems and reviewers for the proposed outputs.

Deliverables and decision

A pilot, test evidence, limits and a decision on whether the results justify production.

03

Evaluate and approve

Compare the pilot with written acceptance criteria. Investigate exceptions, review effort and failure behaviour before committing to release.

Client inputs

A decision owner and realistic acceptance conditions, including cases that must escalate.

Deliverables and decision

An acceptance record, unresolved issues and a go, re-scope or no-go decision.

04

Launch and hand over

Release under controlled access with documented ownership, recovery and support responsibilities. Use staged rollout where the dependency risk requires it.

Client inputs

Production authorisation, account owners and the agreed deployment environment.

Deliverables and decision

Approved release, operating documentation, handover and rollback arrangements.

05

Support and improve

Operate the agreed scope, investigate incidents and evaluate changes. New workflows, channels or environments are separate scope decisions.

Client inputs

An operational contact, agreed coverage and prioritised change requests.

Deliverables and decision

Maintenance evidence, owned next actions and a controlled improvement backlog.

Compare the engagements

Different stages answer different questions.

Engagement stages and scope boundaries
EngagementDecisionWork to scopeNot assumed
AssessmentFeasibility and a sensible first scopeDiscovery and scoping workFull production implementation
Scoped pilotEvidence from one bounded use caseDesign, prototype and evaluationUnlimited workflows or unrestricted access
ImplementationAn agreed production releaseBuild, integrations, deployment and handoverUnagreed channels or future changes
Ongoing supportOperation within a defined boundaryCoverage, monitoring and maintenanceAutomatic inclusion of all new development
Commercial planning

Choose a sensible first engagement.

ILLUSTRATIVE PRICING · Example fees for comparing engagement stages. These are fictional amounts, not an approved REIT Limited quotation or rate card.

Illustrative engagement amounts — not an approved quotation
EngagementSample amountBasisStatus
AssessmentUSD 750per assessmentIllustrative price · scope dependent
Scoped pilotUSD 2,500per scoped pilotIllustrative price · scope dependent
ImplementationUSD 6,000per implementationIllustrative price · scope dependent
Ongoing supportUSD 350per monthIllustrative price · scope dependent

An actual proposal should separate project effort, licences, model/API usage, hosting, support and approved change requests. Assessments may be paid or free only as agreed.

Choose the delivery approach

Compare the responsibility, not just the price.

ApproachWhat it requires from your businessWhat to examine
External delivery partnerA process owner, access and time to reviewScope, evidence, ownership, handover and support
In-house deliverySkills, management capacity and ongoing maintenanceHiring or existing capacity, evaluation and operating cost
Keep or improve the current processA clear view of current limitationsWhether a manual change or existing feature resolves the issue

Ownership and an orderly handover

Agree ownership and access for code, prompts, workflows, integration configuration, connector licence and export limits, accounts and data. Distinguish custom work from vendor software and licences, and specify export formats, documentation and access revocation. Do not assume a third-party product can transfer rights it does not provide.

Working across time zones

REIT Limited is based in Dhaka, Bangladesh, at UTC+6. Working-hour overlap, communication channels, milestones and response expectations are set for the engagement. Data processing locations and authorised access depend on the chosen systems and agreement.

What is the first paid step?

The assessment scope and fee, if any, must be confirmed before an engagement starts. A website enquiry is not an appointment confirmation or acceptance of a paid proposal.

When should we stop or re-scope?

Pause when required access is unavailable, the evidence does not meet acceptance conditions, the business value is unclear or no operating owner can take responsibility. A smaller solution may be the right result.

How should we estimate value?

Use supplied task volumes, handling time, review effort, exceptions and recurring costs. Capacity released is not automatically cash saved. Compare assumptions with actual pilot evidence.

Start with one useful change

What would you like your business to do better?

Tell us about the process, the systems and the result you need. We can discuss a sensible first scope.

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