Clearworks field guide · 91 workflows

What could AI help with in your firm?

Here are 91 examples across the work an AEC firm already does. Look for something you repeat, something that takes too long, or something that is hard to find or hand off. You only need one useful place to start.

By Josh WeissPublished 2026-08-26Reviewed 2026-08-26

The useful question is not “Which AI app should we buy?” It is: What do we do all the time, what takes us too long, and where do things keep getting lost?

How to use this page

Scan the list for work you recognize. Pick the two or three things that take the most time or would give you the most value. Then ask whether AI can help with the tools and information you already have.

“Which tool should I use?”

It is the question people ask most—and it is a fair one. A useful answer needs one more question: What are you trying to make easier? The best tool for renderings may be wrong for proposals. The best chat assistant may not connect to Monograph, Revit, your CRM, or the files your team depends on.

If you are getting started

Choose one general AI assistant

Use ChatGPT, Gemini, or Claude consistently enough to learn what it can do. Give it real examples of your work instead of collecting five subscriptions you barely use.

If you have a specific job

Choose for the work

Rendering, code research, meeting notes, proposals, and project reporting need different things. Define the result you want before comparing products.

If your information is scattered

Fix the handoff first

Write down where the information starts, where it needs to go, and who checks it. A new app will not automatically repair a broken handoff.

If you are choosing for a firm

Check fit, cost, and risk

Ask what data the tool sees, whether it works with your systems, who will own it, what a person must review, and whether the time saved is worth another subscription.

Do not start with every tool on the market. Start with something you do all the time.

Your tools should work like they belong to the same firm

Most firms already have email, project management, drawings, finance software, meeting notes, and a dozen places where knowledge lives. The goal is not one giant replacement platform. It is to help information move between the tools you keep, make the next step clear, and leave a record the team can find later.

This is not a software shopping list. A two-person firm might use one workflow with ChatGPT, Gemini, or Claude. A larger firm might connect several workflows with shared permissions and review. Either way, start with the problem—not the product marketing.

Fourteen examples built around real work

Each example shows when the work starts, what information it needs, what AI can help with, who checks it, and what useful result the firm keeps.

01 · Win work

Lead Desk

When it starts
A new lead, referral, or opportunity appears.
What it needs
Email, forms, CRM, relationship history, firm criteria
What AI helps with
Extracts the opportunity, enriches the account, identifies next steps, and drafts follow-up.
Who checks it
A principal confirms fit, relationship context, and the next move.
What you get
A complete lead record, owner, follow-up, and visible pipeline state.
02 · Win work

Proposal Automator

When it starts
The firm decides to pursue an opportunity.
What it needs
RFP, project sheets, resumes, case studies, research, CRM
What AI helps with
Builds a compliance matrix, retrieves evidence, and assembles a cited first draft.
Who checks it
The pursuit lead chooses the story, verifies claims, and approves the package.
What you get
A stronger proposal assembled from approved firm knowledge.
03 · Build authority

Authority Machine

When it starts
A podcast episode is scheduled, recorded, or delivered by the producer.
What it needs
Producer SOP, guest and topic research, Riverside media and transcript, editor notes, approved brand and voice rules, Transistor episode record
What AI helps with
Coordinates prep, preserves source media, assembles an edited transcript, identifies transcript-grounded moments, drafts channel-specific assets, packages show notes, and tracks every output through review.
Who checks it
The hosts and producer approve the edit, claims, clips, copy, episode package, publish timing, and any external release.
What you get
One recorded conversation becomes a governed authority system: episode, transcript, clips, posts, newsletter material, resource pages, and reusable firm knowledge.
04 · Deliver work

Project Start

When it starts
A project moves from pursuit to contract and kickoff.
What it needs
Proposal, contract, scope, fee, schedule, team, client requirements
What AI helps with
Creates the kickoff record, task structure, responsibility map, and missing-information list.
Who checks it
The PM confirms scope, owners, milestones, risks, and client protocol.
What you get
A clean handoff from winning the work to delivering it.
05 · Shared memory

Firm Knowledge Desk

When it starts
Someone needs a precedent, standard, decision, or prior example.
What it needs
Projects, details, specifications, redlines, reports, policies, meeting records
What AI helps with
Finds source-linked answers and packages reusable evidence for the current task.
Who checks it
A qualified person verifies relevance, currency, and project applicability.
What you get
Faster reuse without turning old work into untraceable folklore.
06 · Shared interface

Chat Control Plane

When it starts
A person asks for work in Slack, Teams, or another familiar channel.
What it needs
The request, identity, permissions, project context, approved tools
What AI helps with
Routes the request to the right workflow and returns status, previews, and exceptions.
Who checks it
Named reviewers approve consequential actions before systems are updated.
What you get
One front door across firm skills without another dashboard to monitor.
07 · Design production

Visualization Studio

When it starts
A team needs controlled visual options from an existing design.
What it needs
Sketches, massing, model views, reference imagery, material and style controls
What AI helps with
Generates bounded iterations, batches views, and records settings and references.
Who checks it
The designer selects direction and confirms that geometry and intent were preserved.
What you get
Faster visual iteration that begins with the design rather than replacing it.
08 · Design production

Production Desk

When it starts
A repeatable documentation task enters the work queue.
What it needs
Firm standards, model data, sheet lists, families, schedules, project rules
What AI helps with
Prepares views, sheets, tags, schedules, exports, and structured production checklists.
Who checks it
The project team reviews the model and every issued deliverable.
What you get
Less repetitive setup and more consistent documentation.
09 · Quality

Drawing Intelligence

When it starts
A package approaches coordination, review, or issue.
What it needs
Models, drawings, specifications, markups, selections, code criteria
What AI helps with
Compares records and flags omissions, inconsistencies, revision drift, and open questions.
Who checks it
Qualified professionals evaluate each finding and own the final documents.
What you get
Earlier QA/QC with source-located findings and a review trail.
10 · Project delivery

Delivery Desk

When it starts
An RFI, submittal, field report, meeting, or decision changes project state.
What it needs
PM system, email, field records, logs, meeting notes, contract documents
What AI helps with
Extracts issues, routes responsibility, drafts reports, and tracks open loops.
Who checks it
The PM or contract administrator verifies direction and contractual meaning.
What you get
Fewer dropped handoffs and a current, queryable delivery record.
11 · Run the firm

Commercial Control

When it starts
New financial, contract, cost, or procurement information arrives.
What it needs
Fee, labor, invoices, commitments, change events, schedule, pipeline
What AI helps with
Reconciles records, detects exceptions, projects impact, and prepares decision-ready views.
Who checks it
Firm leaders and accounting staff approve commercial decisions and system writeback.
What you get
Earlier visibility into margin, cash, exposure, and change.
12 · Run the firm

Visibility Center

When it starts
Leaders need a current view of delivery, capacity, finance, or growth.
What it needs
Trusted CRM, PM, finance, staffing, marketing, and workflow records
What AI helps with
Combines metrics into role-specific scorecards, bar charts, queues, and drill-downs.
Who checks it
Owners confirm definitions, source quality, and what each metric should trigger.
What you get
Operational and growth visibility that leads to action, not dashboard theater.
13 · Shared state

State & Exception Tracker

When it starts
A decision, promise, selection, deadline, or condition changes.
What it needs
Meetings, correspondence, model and document changes, system events
What AI helps with
Extracts candidate state, compares it with the record, and surfaces conflicts or aging items.
Who checks it
The accountable owner accepts, corrects, assigns, or closes the change.
What you get
A living record of what is true, what changed, and what needs attention.
14 · Adopt safely

Adoption & Governance

When it starts
A firm introduces AI accounts, workflows, or connected data.
What it needs
Admin settings, permissions, policies, client requirements, usage, training needs
What AI helps with
Assesses the operating environment, records controls, plans enablement, and monitors adoption.
Who checks it
Firm leadership approves risk boundaries, access, support, and review expectations.
What you get
AI that people can use responsibly—and that the firm can actually support.
Featured connected system · Built in practice

The Authority Machine

A podcast can be more than an audio file and a handful of social posts. With a producer-owned SOP, connected source systems, a transcript-faithful agent, and explicit human gates, one recorded conversation can become a durable authority pipeline without turning the hosts into a content factory.

01

Plan

Research the guest and topic, assemble the host brief, define the episode question, and record responsibilities in the producer SOP.

02

Capture

Record separate source tracks in Riverside and preserve the media, transcript, timestamps, participants, and production notes as evidence.

03

Edit

The producer owns the episode edit, audio quality, cut decisions, final media, and handoff. The system never substitutes an agent draft for the producer's judgment.

04

Understand

The agent builds an edited transcript, finds complete transcript-grounded thoughts, preserves the hosts' actual language, and identifies claims requiring verification.

05

Package

Assemble title options, description, show notes, chapters, links, guest assets, clip candidates, and the Transistor-ready episode record.

06

Review

Hosts and producer approve the episode, claims, excerpts, titles, clips, copy, links, and publishing decision before anything leaves the system.

07

Publish

Release the approved episode through Transistor and preserve the canonical URL, publish state, and distribution receipt.

08

Compound

Turn accepted moments into clips, edited-transcript posts, newsletter material, resource-page ideas, sales enablement, and reusable firm knowledge—each tied back to source.

Where the work startsProducer SOPRiversideTransistor
What the system helps withResearchFaithful transcriptAsset assemblyWhat is ready
What the team getsEpisodeClipsPostsNewsletterResource pagesKnowledge
The leverage is not “one recording becomes twenty posts.” The leverage is that every accepted output remains connected to the original conversation, the producer's process, the hosts' judgment, and the next useful place that knowledge can work.

Twelve things these workflows keep reusing

Different workflows often need the same basic help: finding the right information, pulling details from documents, drafting, comparing, asking for review, and saving the approved result. Once one works well, the next one gets easier.

01

Capture

Turn email, chat, voice, forms, meetings, and field observations into structured candidate records.

02

Retrieve

Find the right project, model, detail, precedent, contract clause, or firm standard with source links.

03

Extract

Pull entities, dates, quantities, commitments, selections, requirements, and exceptions from messy files.

04

Classify

Identify document type, urgency, discipline, project, pursuit, risk, or responsible role.

05

Compare

Check versions, requirements, models, drawings, specifications, budgets, schedules, and current state.

06

Draft

Create a reviewable first pass of proposals, reports, correspondence, narratives, and checklists.

07

Assemble

Combine approved content and data into a complete package, dashboard, report, or handoff.

08

Route

Assign the next action, request missing information, notify owners, and respect escalation rules.

09

Review

Present evidence, confidence, changes, and exceptions so a human can make the consequential decision.

10

Write back

Update the CRM, PM, finance, document, or model record only after the required approval.

11

Observe

Measure time, quality, aging, rework, adoption, and exceptions so the workflow can improve.

12

Remember

Preserve accepted corrections, decisions, examples, and outcomes as firm-owned operating knowledge.

What each workflow should make clear

A useful workflow answers six plain questions:

TriggerSourcesAI actionHuman gateRecordMeasure

You can do this now means current tools can help when the information and review are clear. Possible, but needs setup means the pieces exist, but someone still has to connect and manage them. Still early means the idea is promising but not dependable enough for broad production use.

91 practical workflows

This atlas synthesizes public AEC research, current product capability, Office Hours questions, and anonymized workflow evidence from architecture, design-build, and construction firms. It maps possibility. The right sequence still depends on the firm's work, systems, risks, and appetite for change.

01 / 09

Growth & pursuits

11 workflows
01

Podcast-to-authority pipeline

Run a producer-owned SOP across topic research, Riverside capture, edit handoff, transcript-grounded agent processing, host review, Transistor publishing, clips, posts, newsletter material, resource pages, and reusable knowledge.

Possible, but needs setup
02

Lead capture and enrichment

Convert referrals, inbox leads, web inquiries, and event contacts into complete CRM records with source and owner.

You can do this now
03

Relationship-aware follow-up

Draft the next touch using relationship history, last contact, project context, and a human-approved reason to reach out.

You can do this now
04

Opportunity qualification

Score fit against market, geography, service, relationship, fee, schedule, and strategic criteria.

You can do this now
05

RFP intake and compliance matrix

Extract deadlines, forms, page limits, evaluation criteria, required attachments, and unresolved questions.

You can do this now
06

Pursuit research brief

Build a cited brief on client, site, stakeholders, funding, partners, competitors, and relevant firm experience.

You can do this now
07

Proposal content retrieval

Find approved project sheets, staff experience, metrics, references, and proof matched to the pursuit.

You can do this now
08

Proposal assembly

Draft a compliant package from selected evidence while preserving source links and required review.

Possible, but needs setup
09

Interview preparation

Turn the RFP, proposal, research, and likely concerns into roles, questions, proof points, and rehearsal prompts.

You can do this now
10

Marketing activity visibility

Combine campaigns, events, content, referrals, relationships, pursuits, and wins into one actionable view.

Possible, but needs setup
11

Win/loss learning loop

Capture debrief evidence, classify patterns, and feed accepted lessons back into go/no-go and proposal systems.

Possible, but needs setup
02 / 09

Intake & project start

10 workflows
11

Client inquiry triage

Route new work by service, urgency, location, project type, relationship, and response owner.

You can do this now
12

Contract and scope extraction

Structure services, exclusions, deliverables, milestones, fee, assumptions, and client obligations.

You can do this now
13

Pursuit-to-project handoff

Carry accepted promises, team knowledge, risks, and client context into the project record.

Possible, but needs setup
14

Project setup checklist

Create system folders, numbers, templates, permissions, communication rules, and kickoff tasks.

You can do this now
15

Responsibility matrix

Draft who owns decisions, deliverables, coordination, approval, and communication across the team.

You can do this now
16

Client requirement register

Extract confidentiality, platform, naming, BIM, reporting, sustainability, and review requirements.

You can do this now
17

Kickoff brief

Assemble scope, schedule, team, risks, open questions, decision protocol, and first actions.

You can do this now
18

Baseline schedule assembly

Translate milestones and dependencies into a reviewable project plan tied to responsibility.

Possible, but needs setup
19

Project knowledge space

Index the approved contract, proposal, standards, kickoff decisions, and source documents for retrieval.

Possible, but needs setup
20

Early warning setup

Define the conditions that should flag scope, schedule, staffing, decision, or commercial risk.

Possible, but needs setup
03 / 09

Site, planning & analysis

10 workflows
21

Site research brief

Assemble parcel, jurisdiction, climate, mobility, context, hazards, precedent, and source-linked constraints.

You can do this now
22

Zoning and code research

Retrieve candidate requirements, cite sections, and frame questions for professional verification.

You can do this now
23

Program requirement extraction

Turn briefs, spreadsheets, interviews, and standards into structured spaces, quantities, and adjacencies.

You can do this now
24

Program option comparison

Compare options against area, adjacency, cost, schedule, and stakeholder priorities.

Possible, but needs setup
25

Precedent discovery

Find relevant internal and external precedents by typology, material, climate, detail, and performance.

You can do this now
26

Meeting-to-design criteria

Extract accepted goals, constraints, preferences, conflicts, and unanswered questions from stakeholder sessions.

You can do this now
27

Planning submission checklist

Map jurisdiction requirements to the evolving package and flag missing evidence.

Possible, but needs setup
28

Site-photo intelligence

Organize observations by location, condition, discipline, risk, and required follow-up.

You can do this now
29

Option decision record

Preserve the compared alternatives, evidence, decision, owner, and downstream implications.

You can do this now
30

Early feasibility synthesis

Combine program, planning, site, cost, schedule, and risk evidence into a reviewable brief.

Possible, but needs setup
04 / 09

Visualization & design

10 workflows
31

Sketch-to-visual study

Develop controlled visual directions from a hand sketch while preserving its underlying composition.

You can do this now
32

Model-grounded rendering

Use Revit, Rhino, SketchUp, or Enscape views as geometry anchors for material and atmosphere studies.

You can do this now
33

Material option batch

Generate comparable finish and facade variations using approved materials and locked viewpoints.

You can do this now
34

Lighting and time-of-day study

Test controlled daylight, evening, interior, and seasonal conditions from the same design view.

You can do this now
35

Landscape and entourage study

Explore bounded landscape, occupancy, and context treatments without altering the architecture.

You can do this now
36

Visual consistency review

Compare a batch for geometry drift, material inconsistency, impossible conditions, and brand mismatch.

Possible, but needs setup
37

Presentation image cleanup

Remove artifacts, upscale, extend, or retouch selected images with an approval record.

You can do this now
38

Storyboard and diagram draft

Translate design logic into presentation sequences, explanatory diagrams, and reviewable narrative arcs.

You can do this now
39

Design option comparison board

Assemble consistent views, criteria, tradeoffs, and decision prompts for team or client review.

You can do this now
40

Visualization recipe library

Preserve accepted inputs, settings, references, exclusions, and examples for repeatable firm use.

Possible, but needs setup
05 / 09

BIM, drawings & specifications

10 workflows
41

View and sheet setup

Prepare repeatable views, sheets, naming, browser organization, and package structure from firm rules.

Possible, but needs setup
42

Tag and annotation assistance

Populate candidate tags, dimensions, notes, and identifiers for project-team review.

Possible, but needs setup
43

Schedule generation and checks

Create or audit room, door, finish, equipment, and model-data schedules against requirements.

Possible, but needs setup
44

Family and detail retrieval

Find approved families, assemblies, details, and prior applications with source and suitability notes.

You can do this now
45

Specification research

Retrieve candidate product and standard information with sources, dates, and unresolved requirements.

You can do this now
46

Drawing-to-spec coordination

Compare key products, assemblies, references, and selections across drawings and specifications.

Possible, but needs setup
47

Markup-to-task extraction

Turn redlines and review comments into assigned, traceable production actions.

You can do this now
48

Revision propagation check

Flag places where an accepted change may not have reached related views, schedules, notes, or specifications.

Still early
49

Model data query

Answer plain-language questions over parameters, schedules, quantities, and element state with traceable results.

Possible, but needs setup
50

Issue package assembly

Collect expected sheets, reports, exports, transmittal data, and completion checks into a review queue.

Possible, but needs setup
06 / 09

QA, code & firm knowledge

10 workflows
51

Drawing-set completeness review

Check expected sheets, views, notes, dimensions, tags, references, and unresolved placeholders.

Possible, but needs setup
52

Accessibility review assistance

Evaluate geometry against bounded criteria and return source-located candidate findings.

Still early
53

Code research with citations

Find relevant code sections, surface conflicts, and preserve professional interpretation as the gate.

You can do this now
54

Selection and decision gap check

Find missing owner, due date, basis, approval, or downstream action for project selections.

You can do this now
55

Redline pattern analysis

Group recurring corrections by issue, team, phase, detail, and root-cause opportunity.

Possible, but needs setup
56

Approved-detail search

Retrieve similar details with project, author, date, performance history, and review caveats.

You can do this now
57

Project precedent search

Find comparable work by type, scale, location, system, client concern, and outcome.

You can do this now
58

Lessons-learned capture

Turn closeout and retrospectives into accepted, reusable guidance tied to evidence.

You can do this now
59

Standard change watch

Monitor selected codes, standards, products, and internal requirements for review-worthy changes.

Possible, but needs setup
60

Knowledge gap map

Identify recurring unanswered questions, duplicated searches, missing owners, and high-risk key-person knowledge.

Possible, but needs setup
07 / 09

Delivery, CA & field

10 workflows
61

Meeting action extraction

Convert project meetings into decisions, actions, owners, dates, and source-linked open questions.

You can do this now
62

RFI intake and routing

Classify RFIs, retrieve related evidence, suggest ownership, and track response aging.

You can do this now
63

Submittal intake and comparison

Extract requirements, compare against schedule and specification data, and route review.

Possible, but needs setup
64

Change-event tracker

Connect potential change, source, scope, cost, schedule, decision, and contractual status.

Possible, but needs setup
65

Field report assembly

Turn observations, photos, weather, attendees, and follow-up into a consistent reviewed report.

You can do this now
66

Site observation routing

Classify field conditions by location, discipline, severity, owner, and required response.

You can do this now
67

Open-loop aging report

Show unanswered RFIs, submittals, decisions, selections, and actions by owner and impact.

You can do this now
68

Weekly project report

Assemble current progress, decisions, risks, look-ahead, commercial events, and required attention.

You can do this now
69

Closeout requirement tracker

Track manuals, warranties, training, commissioning, record documents, and unresolved items.

Possible, but needs setup
70

Handoff and turnover brief

Package accepted project state, operating knowledge, obligations, and next owners at each transition.

You can do this now
08 / 09

Cost, contracts & procurement

10 workflows
71

Fee and labor baseline

Connect contracted scope, planned effort, staffing, rates, milestones, and assumptions.

You can do this now
72

Project margin visibility

Reconcile labor, invoices, commitments, progress, and forecast to surface margin movement.

Possible, but needs setup
73

Invoice preparation

Assemble progress, billing backup, consultant data, contract terms, and exceptions for review.

You can do this now
74

Consultant invoice reconciliation

Match consultant bills to commitments, phase, project, prior billing, and approval state.

You can do this now
75

Change-order evidence assembly

Collect notices, decisions, scope evidence, pricing, schedule impact, and contractual status.

Possible, but needs setup
76

Estimate and takeoff assistance

Extract quantities and compare assumptions while keeping estimator validation explicit.

Still early
77

Procurement requirement extraction

Structure package requirements, lead times, approvals, alternates, constraints, and responsible parties.

You can do this now
78

Bid comparison

Normalize bidder scope, exclusions, allowances, qualifications, and pricing for human evaluation.

You can do this now
79

Contract obligation tracker

Monitor notices, deliverables, approvals, insurance, reporting, and time-sensitive obligations.

Possible, but needs setup
80

Cash and backlog forecast

Combine pipeline confidence, contract backlog, invoicing, collections, staffing, and delivery assumptions.

Possible, but needs setup
09 / 09

Visibility, control & adoption

10 workflows
81

Executive operating view

Show pipeline, backlog, staffing, delivery, finance, growth, and exceptions from trusted sources.

Possible, but needs setup
82

Project health scorecard

Combine schedule, labor, fee, open loops, decisions, quality, and client signals with drill-down evidence.

Possible, but needs setup
83

Capacity and staffing view

Compare demand, assignments, skills, availability, deadlines, and hiring scenarios.

Possible, but needs setup
84

State extraction and reconciliation

Turn changing messages and documents into candidate state and compare it with the official record.

Possible, but needs setup
85

Exception queue

Prioritize missing, late, conflicting, high-impact, or low-confidence items for accountable review.

You can do this now
86

Workflow performance dashboard

Measure cycle time, rework, aging, intervention, acceptance, quality, and value by workflow.

Possible, but needs setup
87

AI account and access review

Inventory tools, owners, seats, settings, data controls, permissions, and unsupported use.

You can do this now
88

Client and project AI constraint register

Record confidentiality, recording, training-data, model, platform, and approval requirements.

You can do this now
89

Role-based training and office hours

Deliver scenario-specific enablement, capture questions, and improve approved workflows from use.

You can do this now
90

Adoption and value review

Track supported use, repeat activity, corrections, outcomes, risks, and the next implementation decision.

Possible, but needs setup

Choose one place to start

Do not rank all 91 ideas. Pick something people recognize, repeat often, and would genuinely like to make easier.

01

Record how you do it now

Talk through the work or record your screen: “Right now I’m making a proposal.” Show the files, decisions, repeated steps, and places where you stop to look for something.

02

Find the annoying part

Notice what takes the most time, gets rebuilt, is easy to forget, or is difficult to hand off. That is a better starting point than a flashy demo.

03

Try one small piece

Let AI find, organize, compare, or draft—not take over the whole job. Keep the beginning and end clear enough that you can tell whether it helped.

04

Have the right person check it

Decide who reviews the result before it goes to a client, changes a project record, creates a commitment, or affects professional judgment.

05

Save what worked

Keep the prompt, example, checklist, source files, and approved result where the team can find them. That turns one experiment into a repeatable way of working.