The Library · By industry

AI agents for architecture and engineering firms

What a custom agent looks like inside an A/E firm — the ten roles in your language, and what each plugs into in a practice running Deltek, BQE or Monograph alongside Revit and a document platform.

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An A/E firm sells hours against fixed fees, which makes two administrative facts decisive: whether time is captured accurately, and whether scope creep is caught while it can still be billed. Both are usually discovered late, in a review of a project that has already lost money. Meanwhile proposals get written from scratch, submittals get reviewed by hand, and the knowledge from a finished project stays with whoever worked on it.

What an agent plugs into here

The honest version of "does it integrate with my software." These are the systems this industry actually runs on, and what each one means for a build.

Deltek Vantagepoint / AjeraFirm management

The system of record in mid-size and larger firms, covering projects, time, billing and resource planning against fee.

BQE Core / MonographFirm management

The common alternatives in smaller practices, generally lighter and more integration-friendly.

Revit / AutoCAD / BIM 360Production

Where the work is produced. Mostly a source of files, model data and revision information rather than an integration target.

BluebeamReview and markup

Where submittal review, redlines and coordination markups actually happen, producing documents other agents can read.

Procore / Autodesk BuildConstruction administration

Where RFIs and submittals arrive during construction, on the contractor's platform rather than yours, with response clocks attached.

Document storagePrior work

SharePoint or a document system holding every drawing set, specification and report the firm has produced.

Proposal and pursuitBusiness development

RFQ and RFP responses, including the standard qualification forms that get rebuilt for every submission.

The ten agents, in your language

Each of these is a real build, not a feature of a product you already pay for. Follow one through to see how it works in general.

The Follow-Up

Nothing you are owed gets dropped.

  • Proposals and fee estimates with no client response
  • Clients who owe decisions or information holding up production
  • Invoices outstanding on projects still consuming hours

The Intake

Whatever arrives, in whatever format, becomes a clean record.

  • RFPs and RFQs arriving with deadlines and complex submission requirements
  • RFIs and submittals arriving through the contractor's platform
  • Client-supplied program and site information

The Drafter

Writes the recurring document from your own past work.

  • Proposals and qualification packages assembled from prior submissions
  • RFI responses drafted from the drawings and specification
  • Project status reports for clients from the project record

The Watcher

Knows what expires, renews or comes due — and says so first.

  • RFI and submittal response clocks under the construction contract
  • Professional licenses and continuing education by state
  • Contract milestones and phase completion against fee earned

The Answer Desk

Answers from your own records, not from the internet.

  • "Have we detailed something like this before?" — answered from the firm's own drawings
  • What the specification says about a submitted product
  • Project scope and exclusions, asked when a client requests more

The Scribe

The conversation becomes the record, without anyone typing it up.

  • The client and design meeting becomes minutes and assigned decisions
  • The site observation becomes a field report with photographs

The Reporter

Assembles the recurring report from systems that do not talk.

  • Fee earned against hours spent by project and phase
  • Utilization and realization by staff
  • Backlog and projected workload against capacity

The Reconciler

Matches two sets of records and queues only the exceptions.

  • Time recorded against calendar and model activity
  • Consultant invoices against subconsultant agreements
  • Billed fee against contract phases and percent complete

The Connector

Two systems that do not talk, now talking.

  • Firm management and time capture
  • Document storage and the project record
  • Contractor platforms and internal submittal tracking

The Gatekeeper

Applies your rules, escalates only what needs judgment.

  • Additional service requests checked against the contract scope
  • Fee and rate exceptions against firm standards
  • Pursuit go or no-go against the firm's written criteria

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