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AI agent readiness, governance, and implementation for real business workflows.

Capability is not authority.

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Construction

Before agents touch rfis and change orders, make the workflow agent-ready.

AI agents can help with RFIs and change orders, but only after construction teams define authority, trusted context, approval paths, evidence, and outcome accountability.

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Workflow brief

Core risk

An agent drafts, routes, or summarizes a construction commitment without current project context, scope approval, approval thresholds, or evidence of the source used.

Built for

Construction operator, COO, project executive, operations director, risk lead, or technology lead

Starting point

Agent Readiness Audit

Useful resource

7 Gates Checklist or Agentic Readiness Scorecard

Why this workflow matters

It looks operational. It carries authority risk.

RFIs and change orders are strong first workflows to audit because the work is specific, costly, version-sensitive, and easy for operators to understand.

Construction AI gets risky when agents draft or route work without knowing the current source, approval threshold, or evidence requirement.

The question before automation

Can the workflow prove why an action was allowed?

Before an agent assists, recommends, routes, drafts, escalates, or triggers a next step, the team needs identity, authorization, approved context, risk classification, review rules, evidence, and outcome attribution.

Where it usually breaks

The audit exposes the control gaps before agents act.

Authority gaps

Agent drafts a response outside scope approval
Agent treats field context as approved fact
Agent advances a change order before review
Agent recommends vendor action without approval
Agent misses owner or GC approval threshold

Context gaps

Outdated drawings
Conflicting specifications
Missing contract term
Field photos not linked
Email thread context incomplete

Approval gaps

Scope approval owner unclear
Cost threshold not defined
Schedule impact review missing
Owner approval not captured
Subcontractor signoff informal

Evidence gaps

No proof of drawing version used
No record of who approved the response
No linked field evidence
No cost or schedule rationale
No preserved source package

Workflow teardown

Where agents may help, and where they need boundaries.

RFIs

Teams gather drawings, specs, field notes, photos, and stakeholder context before drafting and routing a response.

What breaks: Drawing version unclear, Spec context conflicts, Ownership is split, Response evidence not packaged

Where agents may assist: Summarize RFI, Retrieve relevant drawings, Draft response, Route for review

Why controls matter: An RFI response can shape field action, cost, schedule, and dispute posture.

Controls to define: Source version control, Response authority, Reviewer matrix, Evidence packet, Acceptance log

Change orders

A change is documented, priced, reviewed, approved, and communicated across project stakeholders.

What breaks: Scope impact unclear, Approval threshold informal, Cost rationale scattered, Schedule impact missing

Where agents may assist: Draft change summary, Collect supporting docs, Classify impact, Suggest approval route

Why controls matter: A change order touches money, schedule, contract obligations, and stakeholder trust.

Controls to define: Cost approval threshold, Schedule impact review, Contract trusted context, Human approval, Evidence trail

Vendor approvals

Teams compare vendors, documents, quotes, compliance items, and project needs before selection or approval.

What breaks: Approval criteria unclear, Documents stale, Quote assumptions missing, No clear final owner

Where agents may assist: Compare quotes, Summarize vendor docs, Flag missing requirements, Draft recommendation

Why controls matter: A vendor recommendation can create cost, schedule, quality, and compliance implications.

Controls to define: Approved criteria, Document freshness check, Owner approval, Risk flags, Recommendation evidence

Before

RFIs stuck in email
Change approvals handled informally
Drawing versions unclear
Evidence scattered across tools

After

Source hierarchy defined
Scope and cost approval mapped
Human review rules clear
Evidence tied to each response or recommendation

What the audit produces

A practical map from workflow risk to controlled execution.

The audit does not start by selecting a tool. It starts by making the work legible enough for humans and agents to share the same operating model.

RFI/change workflow map
Authority threshold matrix
Source-context inventory
Review path
Evidence requirements
Pilot readiness recommendation

Questions to answer first

Which project workflow is most expensive when delayed?

Who approves scope, cost, and schedule impact?

Which sources are authoritative?

Where is approval captured?

What evidence would you need in a dispute?

Clear boundaries

No guaranteed ROI, savings, compliance, legal, clinical, or operational outcomes before diagnosis.

No assumption that agents should handle rfis and change orders without human review rules.

No automation plan until trusted context, approvals, evidence, and escalation paths are mapped.

No broad agent permissions. Start with one scoped workflow and one clear review path.

Start with one workflow.

Start with a focused Agent Readiness Audit for RFIs or change orders before any agentic build. Suggested scope: One RFI workflow, one change order path, or one project type.

Start an Agent Readiness AuditView Workflow Examples