What can this agent do?

Answer questions using approved property listings and availability information.
Collect location, property preferences and budget to organise enquiries.
Capture viewing requests and pass the context to the right agent.

How could it improve your business workflow?

Spend less time repeating listing details and give your team a clearer picture before they follow up.

What would the workflow look like?

Property enquiry
Preferences captured
Agent handoff

Your team approves appointments and confirms current pricing and availability.

How would we build and evaluate it?

First, we map one workflow and agree what success means: answer quality, handoff completeness, time per task or another relevant measure. Next, we review available information and integrations, prototype the smallest useful version, and test normal requests alongside failure cases. A pilot review determines what to improve before expanding access or automation.

What do you need to get started?

A description of the process, examples of common enquiries without private customer details, your existing tools, and the actions that require human approval. Share your timeline and budget range if known. Credentials are arranged securely after scope is agreed.

Can it connect to my existing tools?

Integration depends on your tools’ APIs, permissions and account plans. CRM, knowledge sources and messaging channels are assessed during discovery; support for a specific platform is confirmed before a commitment.

How much does it cost, and how long does it take?

Pricing and delivery depend on workflow complexity, integrations, evaluation and operating costs. Umer reviews the brief before proposing scope, milestones and a quote. There is no fixed price or delivery promise on this page.

Who will I work with?

Umer Amin Durrani, based in Karachi, Pakistan, combining AI workflow design, technical project management and Linux-centred engineering. Open to remote team collaboration and company contracts, with a focus on Europe.

Explore technical capabilities or read project case studies and research designs. Service descriptions are proposals for discussion, not claims of completed client deployments.

Start with a project brief

Use the Contact assistant to clarify your requirements, review the resulting brief and open it in your email app. You decide when to send it.

Start a conversation ↗