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Estimating & Margin Agent

Every quote, margin-checked.
Variance feeds the next estimate.

The agent works across inquiries, quotes, job costs, and closed-job actuals: flagging under-margin bids before they go out, summarising quoted-vs-actual at job close, and feeding variance back into the next estimate.

Commercial Ops WorkspaceQuote margin and job varianceEstimating Leads, Commercial Directors, and CFOsInquiry -> quote check -> margin threshold -> job close -> variance feed -> next estimate
See the examples →

Agent in Action

From inquiry to job close, margin is watched at every step.

Margin loss compounds when quotes go out unchecked and variance is discovered too late. The agent connects inquiry, quote, job cost, and close-out in one continuous loop.

Operational chainEstimating & Margin
trigger

New inquiry or quote draft created

check

Quote checked against margin threshold and history

alert

Under-margin bid flagged before release

close

Quoted-vs-actual summary generated at job close

feed

Variance fed into next-estimate draft

Operating Model

Owns the margin window from inquiry to job close — so variance improves the next bid, not just the post-mortem.

WorkspaceCommercial Ops Workspace
RoleMargin controller across inquiry-to-close
Trigger modelQuote events, job close, and margin threshold watches
Human controlCustomer-facing pricing changes require approval
Primary outputMargin alert queue and job-close variance summary

Runtime Duties

What it executes, watches, and queues for approval.

This is the practical operating surface: the checks it runs, the work it performs, and the actions that stay governed.

Executes

Checks every quote against configured margin thresholds before release.

Flags under-margin bids with historical context attached.

Generates quoted-vs-actual summaries at job close.

Feeds closed-job variance into next-estimate drafts.

Builds weekly margin performance briefings for Commercial and Finance.

Watches

Quote margin against threshold and historical actuals.

Material pricing changes affecting open quotes.

Job cost accumulation against quoted margin.

Quoted-vs-actual variance by job type and customer.

Actions
Margin threshold alertnotifyQuote revision draftapprovalJob-close variance summarydraftNext-estimate feeddraft

Operational Scenarios

What changes when the agent is actually running.

The point is not a smarter dashboard. The point is the moment between a gap appearing and the team being able to act on it.

The gap

A quote goes out at 12% margin when the floor for this job type is 18%.

Without Zipdata

The loss appears at job close — too late to fix the next bid.

With this agent

The agent flags the under-margin bid before release and attaches three similar jobs that closed below target.

The gap

Material costs shift mid-job but the estimate is not updated.

Without Zipdata

Variance is discovered at close-out with no time to adjust the next quote.

With this agent

The agent detects cost drift against the quote and adds it to the job-close variance summary for the estimator.

Focused Metric Impact

This agent is scoped to efficiency first, with quality as the secondary gain.

Zipdata agents are not generic metric coverage. Each one owns a focused process slice and is measured against the operating outcomes that process can actually move.

Efficiency

Checks every quote against margin thresholds and history before it leaves — not after the job closes.

Quality

Feeds quoted-vs-actual variance back into the next estimate so margin quality improves over time.

How It Is Operationalised

The platform setup underneath the agent.

Behind every named agent is a workspace configuration: typed data, watches, feeds, tools, approvals, and memory.

Data layer

Inquiries, quotes, job costs, material pricing, closed-job actuals, and margin history.

Watches

Margin threshold breach, cost drift, quote release, and job close events.

Feeds

Margin alert, job-close summary, next-estimate feed, and commercial briefing.

Tools

Quote revision draft, margin update, variance log, and approval queue.

Runs Inside a Workspace

Commercial Ops Workspace

This agent is one program running against a shared workspace: connected entities, analytics, watches, feeds, tools, and approval policies. The same workspace can host several agents, each focused on a different process and metric pair.

Data Hub entitiesAnalytics and watchesFeed outputsTool grantsApproval history

See it live in your operation

Your quotes. Your margin floors. Your variance loop. In 48 hours.

We configure margin watches around your quote entities, thresholds, and job-close process, then show the first margin alert before we meet.