Real estate and construction: AI-assisted listings and site records, delivered with a human sign-off
AI now drafts the first pass on listing descriptions, maintenance triage and site-photo defect logs in real estate and construction, with an agent or site manager confirming every result before it reaches a record. Netbase takes on that capability and document engineering, and its published directory record is the closest working proof of the listing verification underneath it.
Submit a project See custom product engineeringReviewed by Huy Nguyen (David), CEO · Updated 18 Oct 2026
Which workflows does this sector run on?
The sector covers two operating businesses that share assets and parties but not rhythms. Property businesses run cycles measured in months; construction projects run days measured against a programme.
Property: agencies, portals, landlords and managers
- Listing and enquiry. A property is described, photographed, verified and published; enquiries become viewings, held through a booking and scheduling system, and viewings become offers.
- Application and tenancy. Applicant checks, the tenancy agreement, deposits, rent schedules and renewals.
- Maintenance and inspection. A tenant reports a fault, a contractor is sent, the work is logged against a field service and inspection workflow, and the record closes.
Construction: developers, contractors and subcontractors
- Requests for information and variations. A question from site, a design answer, a change instruction and its effect on cost and programme.
- Site diary, snagging and handover. Daily records, defect lists with photos and locations, and the information package the owner receives at completion.
Steps 4 and 5 are approval chains at heart, the pattern described in document and approval workflows.
Who are the actors, and where do they disagree?
want listings that are true and a process that shows where their application stands.
live between the landlord's instructions and the tenant's complaints, usually in email.
want the tenancy and maintenance history in one place when a dispute or sale arrives.
need subcontractors to record progress and defects the same way, on phones, on a site with no desk.
want a record of who decided what, and when, long after the site team has left.
The failure the sector describes most often in 2026 is the orphaned record: the photo of a defect in a personal phone, the variation agreed on a call, the listing that stays live after the let.
Where does AI change the workflow, and where does Netbase take it on?
Listing descriptions, maintenance triage and site-photo defect capture are moving to AI-assisted drafting with a person confirming the result, and Netbase embraces each new capability as it appears.
A person must own every decision an assistant influences here; Netbase works with commercial and open-source AI models chosen per project.
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Listing description and enquiry routing
A model drafts a listing description from structured fields for an agent to approve, and classifies an incoming maintenance request so it reaches the right contractor, through AI Workflow Automation.
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Document and drawing extraction
Lease terms, deposit schedules and defect locations described in site photos and notes are extracted into a structured record for a person to confirm. This is Data and AI Platform Engineering: document AI over leases and drawings, plus the retrieval index a portal search needs.
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Screening and evaluation
Automated tenant screening or valuation needs the fair-housing review below before it ships, with an evaluation set and a bias check owned by Quality, Security and AI Assurance.
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A new portal or directory build
Custom Product Engineering is the route once the workflow and its AI-assisted steps are scoped.
Which regulatory questions belong with your advisers?
These decide data fields, permissions and audit trails. Ask your counsel or compliance lead; a software supplier does not answer them.
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Could our listing search, matching or screening steer or exclude people on a protected characteristic?
- Why it changes the design
- The US Fair Housing Act prohibits discrimination by housing providers, including steering; ranking rules need review
- Official starting point
- US Department of Justice, the Fair Housing Act (accessed 2026-09-28)
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Does our transaction workflow need to capture data for anti-money-laundering reporting?
- Why it changes the design
- FinCEN states its Residential Real Estate Rule was vacated by a court order of 19 March 2026 and is under appeal, so fields may need to be switchable
- Official starting point
- FinCEN, Residential Real Estate Rule (accessed 2026-09-28)
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Which duty holder are we under CDM 2015, and what information must we hold for others?
- Why it changes the design
- The regulations assign duties to clients, designers and contractors, which shapes who records what
- Official starting point
- Health and Safety Executive, CDM 2015 (accessed 2026-09-28)
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Does our client require information management to the ISO 19650 series?
- Why it changes the design
- The UK BIM Framework implements that series, setting naming and exchange rules
- Official starting point
- UK BIM Framework (accessed 2026-09-28)
The rules differ by country; the table names starting points in two jurisdictions, not a complete list. Settle data before any of this is built: one address and location identifier scheme joining listings, tenancies and defects; time, place and author captured with every photo, not typed afterwards; retention and deletion rules for applicants' identity and financial documents; and offline capture with conflict handling for sites with no signal.
Netbase security practices include secure code review and version control, role-based access control, MFA for admin dashboards, contributors under NDA, and NDAs and DPAs on request. On a site-facing app, that role model is what stops one subcontractor from seeing another's defects or commercial correspondence.
Where does each job route to a Netbase capability?
Match each job to the capability that owns it, then combine two for a first milestone.
AI Workflow Automation
AI Workflow AutomationData and AI Platform Engineering
Data and AI Platform EngineeringQuality, Security and AI Assurance
Quality, Security and AI AssuranceCustom Product Engineering
Custom Product EngineeringWhat does a worked first project look like?
A hypothetical mid-sized contractor runs snagging on paper forms and a shared folder of photos. Handover packages take weeks to assemble, and defects reported after completion cannot be traced to the subcontractor who closed them.
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Milestone one
A mobile snagging record with drawing location, photo, trade and responsible subcontractor, usable offline.
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Milestone two
Subcontractor accounts that can only see and close their own items, with the closing photo mandatory.
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Milestone three
A handover export that assembles the closed defects and their evidence into the package the owner receives.
Most Netbase projects are agreed as fixed-scope contracts after discovery; milestone-based arrangements are also available. Milestone acceptance is described on project delivery.
Where does outsourcing fit, and where does it not?
Good fit
- Listing portals, verification and enquiry flows for a defined market
- Tenancy and maintenance operations for a landlord or manager, scoped record by record on property and tenant operations software
- Site records: diaries, snagging, variations and handover packages
- A directory of trades beside a property business, closer to business directory platforms and the directory launch guide
Another route fits better
- A national property portal decision that depends on buying market share, not software
- Accounting-grade trust or client money handling without your adviser's design rules
- Structural or design calculation software, which needs licensed engineers
- Retail-style catalogues and checkout, under retail, commerce and marketplaces
AI workflow automation with evaluation and human control
One operating workflow automated, with an agreed way to judge it and a person on uncertain cases.
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Custom product engineering for a bounded release outcome
One defined release of your product, built to named outcomes and handed over with acceptance evidence.
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Data and AI platform engineering: one foundation your workflows share
Pipelines, retrieval indexes and model operations your AI and analytics workflows can share.
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What experience can Netbase bring to a property or site project?
Netbase has delivered projects for real estate clients who are not named, and their project details stay private. The published Work record closest to a property portal is a directory. For Dey Page, Netbase built a multi-state business directory in Nigeria launching in one state and designed to scale to all 36, with state, city and category pages, search filters, reviews, a location-confirmed badge verified in the field with geotagged photos and a head-office review queue, and featured-listing and badge subscriptions, on a 12-week web and mobile plan. The multi-state business directory record shows the listing verification and field evidence capture a property portal also needs; it claims no public launch, app-store availability or user numbers. The regulatory table above is a list of questions for your advisers, not legal advice. Evidence labels are explained on the methodology page.
No launch is claimed and no user number is published.
Keep ReadingWhich delivery risks are specific to this sector?
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Stale listings
A listing without an owner and an expiry rule outlives the property's availability and damages trust.
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Unverified field data
A location or condition typed later from memory is weaker evidence than one captured on site.
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Subcontractor adoption
If the app is harder than a photo in a chat group, site teams will keep using the chat group.
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Programme-driven scope cuts
The handover export is cut first and missed most at completion.
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Fair-housing exposure in search
Filters and rankings added for convenience can become steering if nobody reviews them.
Netbase's delivery lifecycle runs from discovery and strategic alignment through team assembly and architecture planning, agile execution with outcome-based milestones, modular components and training and rollout to ongoing support; for site records, discovery closes only when a site manager has walked the proposed snagging flow on a live project.
Common questions
The multi-state directory record, with its field-verified listings and location-confirmed badge.
With one record, such as snagging, built offline-first for site teams as in the worked project above. Discovery confirms the duty-holder rules and the handover format before the build.
They should. Offline capture with later synchronisation is a design requirement, planned into the first milestone.
If it exposes an interface you are licensed to use. Confirm that in discovery, together with whether your client requires ISO 19650 naming.
Netbase JSC's head office is in Hanoi, Vietnam, and it is the company's only office. Delivery is remote, with site-facing features tested by your own people on site.
Yes. Every service on this site is delivered remotely from Hanoi, and Netbase has worked with clients in 80 countries. Delivery communication is in English, with weekly reviews and a named project manager.
Netbase takes on projects in any industry where the work can be delivered remotely and accepted by milestones. The industry pages describe the approach sector by sector, and the Work records show delivered projects.
Payment is by bank transfer to the company account of Netbase JSC or through PayPal Business. The payee is always Netbase JSC, the company that operates OutsourcingVN.
Talk to Huy Nguyen (David), Founder and CEO of Netbase JSC: message him on WhatsApp at +84 937 869 689 or email project@netbasejsc.com. You can also send your brief through the project request form. Say which workflow or system the project concerns and what has to stay unchanged; the first step is a discovery conversation, and scope and milestones are agreed after it.
Start with the record you argue about most
Bring the record that causes the most disputes today, the parties who touch it, and your adviser's answers above. Related sectors include healthcare and care services and financial services and fintech; every sector is under industries, and the build route is custom product engineering. OutsourcingVN is operated by Netbase JSC and is Netbase's own outsourcing-services platform; submit a project to start.