BIM Model to Cost Estimate Integration
Metwaves built an integration that reads IFC building models and loads components and quantities into the estimating and ERP systems, cutting quantity take-off from days to hours.
Learn More >Our client is a professional services firm in the United Kingdom. Like most firms of its kind, its IT and HR teams answered the same questions every week: how to request leave, how expenses work, how to reset access, what to do when the VPN will not connect.
The answers already existed, spread across SharePoint sites and policy documents that staff found hard to search. The firm wanted an assistant inside Microsoft Teams, where its people already work, that would answer correctly or get out of the way quickly.
A helpdesk agent is only useful if staff trust it. A confident wrong answer about a leave or expenses policy does more damage than no answer at all.
Policies lived in several SharePoint sites, with older versions alongside current ones.
Staff needed to see which document an answer came from, so they could rely on it.
Some documents are restricted to certain groups. The agent must never show content a person cannot open.
When the agent cannot help, the service desk must receive the request with context, not a blank ticket.
We started from the questions staff actually asked, not from the documents, and measured the agent against those questions before anyone outside the pilot group used it.
We grouped a sample of past IT and HR requests by topic to find the questions worth automating first.
With the firm's content owners we marked the current version of each policy and retired duplicates.
We designed the Copilot Studio topics, the knowledge sources and the rules for when to hand off.
An Azure AI Search index over the policy library, with Azure OpenAI generating grounded answers that cite their source.
A pilot group used the agent in Teams while we tracked answer quality and the questions it could not handle.
Firm-wide rollout, with analytics on resolution and unanswered questions feeding the content backlog.
Every answer is grounded in the firm's own documents and shows its source, so staff can open the policy rather than take the agent's word for it.

When a request needs a person, such as a hardware fault or an exception to policy, the agent says so and passes it on.
We agreed the measures with the firm before launch and report them each month.
Between 30% and 50% of staff requests are answered by the agent end to end, without a ticket.
Staff get policy answers in the tool they already use, with the source document one click away.
Requests that do reach the service desk arrive with the conversation and category attached.
From the first question review to firm-wide rollout.
Client name withheld. Details that could identify the firm have been left out.
Metwaves built an integration that reads IFC building models and loads components and quantities into the estimating and ERP systems, cutting quantity take-off from days to hours.
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