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Muro

MURO PRECOS™The AI assistant for precon

Do not adapt to AI.
Let AI adapt to you.

July 2026

01The productivity paradox

Every SaaS tool promised speed. Stacked together, they cost it.

Locally organized, yet fully siloed data sources — and the truth still ends up in a spreadsheet.

0
hrs / week

Per person, per week, spent searching for information across tools.

0
tools

Stacked into a single “big package” — each one its own silo.

0%
of the week

Lost to file management instead of estimating and review.

0
months

To train each new hire on the stack before they produce.

02Muro PrecOS™

An intelligent operating layer on top of the tools your precon team already uses.

Muro is the first preconstruction operating system (PrecOS™), embedded directly in your workflows — scoping, bid leveling, revision overlays, scheduling, and conflict detection.

Drawings, specs, contracts, bids — all read at the object level, in your tools, with every action cited back to the source.

No migration · no parallel system · no new tab to live in

Works inside tools like

Procore Bluebeam BuildingConnected SharePoint Excel Gmail Microsoft Project Oracle Primavera Box Databricks Destini Estimator On-Screen Takeoff

…and the rest of your precon stack. If it has files or an API, Muro can work inside it. + any API

03How it works

Built around how you already operate — designed to change what that operation can achieve.

01

Connect

Plug into the stack you already run. Muro reads from the tools your team lives in — no migration, no parallel system. Work keeps happening where it already does.

02

Customize

Agents and skills shaped to your templates, terminology, and process. Your playbooks, encoded — so Muro speaks your firm’s language from day one.

03

Automate

Run automations without changing how your team works. On schedule, on trigger, or on demand — with your team deciding what ships.

Micro or macro — tasks to decisions

04End-to-end precon

End-to-end precon, superpowered by your personal AI.

One central platform.

Stage 01

Feasibility & Go/No-Go

Ground the go/no-go call against comparable history. Owner contracts reviewed line-by-line, so buried risk surfaces before sign-off.

Stage 02

Scoping & Estimating

Drawings to trade-by-trade scope sheets and bid packages. Answers from plans and specs in seconds — cited to the source.

Stage 03

Scheduling & Procurement

Bid invitations, leveling, coverage checks, and sub follow-ups — tracked and chased automatically across your stack.

Stage 04

Award & Readiness

Buy-out packages, submittal registers, and contract risk review — buttoned up before the field mobilizes.

05Agents · pre-built · precon-specific

Pre-built agents out of the box.

For complex, elaborate workflows — playbooks encoded into agents that reason the way your senior team would.

01

Scoping

Drawings → trade-by-trade scope sheets & bid packages.

02

Bid Leveling

Scattered proposals → one color-coded leveling sheet.

03

Overlays & Revisions

Object-level diffs across revision sets & cross-trade overlays.

04

Spec vs Drawing Conflicts

Cross-checks specs against drawings — flags every mismatch.

05

Sub Scope Conflicts

Detects gaps & overlaps across subcontractor scopes.

06

Project Risk Analysis

Schedule & cost contingencies surfaced from your documents.

07

Contract Risk Analysis

Subcontract & owner-contract review against your playbook.

+ Custom

Custom Agent

Bring a workflow → we ship an agent in days.

06Skills · custom automations

50+ skills across the tools you already use.

For simple, highly repeatable tasks — live capabilities that pull context from your tools and deliver on schedule, on trigger, or on demand.

Skill library — 53 shipped Scroll for more ↓

Across your stack — Procore · BuildingConnected · P6 · Dynamics · Outlook · Teams · SharePoint · Excel · + any API

07The shift

AI doesn’t replace expertise — it shifts where you spend it.

Without AI

Search · 30%
Extract · 30%
Organize · 20%
Review · 10%
Decision making · 10%

With Muro

5%
Decision making · 30%
Capacity unlocked · 65%

Review down to 5% · reinvested in winning more work

0%

of time back — reinvested in deeper review and new bids. Junior teams perform like senior ones, with a safety net built in.

Full traceability. Every output linked to its source.
Human-in-the-loop. Muro drafts; your team decides.

08Who we partner with

Different sizes. Different wedges. One bold future.

Mid-market GCs

$100M – $500M · 1–3 pursuit teams

Win more bids without growing headcount.

Bid more pursuits with the same team. Faster turnaround on scope and leveling. Standardize precon across PMs.

Enterprise GCs

$500M – $2B · 4–12 teams · multi-region

Consistency across regions and pursuit teams.

One playbook, applied everywhere. Firm-wide visibility across pursuits. Cross-region benchmarking on demand.

Top-tier GCs

$2B+ · enterprise IT & security

Scale precon capacity without matching headcount.

Sits behind your existing stack. Enterprise security & SSO from day one. Custom agents for high-value workflows.

09Engagement

How a Muro engagement actually works.

Week 1–2

Process mapping

We work with your estimators, PMs, and ops team to pinpoint precon flows, margin leaks, and automation wins.

  • Workshop with precon & ops
  • Prioritized opportunity list
  • Workflow + tool inventory

Week 3–4

Agent configuration

Agents configured against your standards, templates, and stack — speaking your firm’s language before the first live pursuit.

  • Firm standards ingestion
  • Stack integration
  • Pilot pursuit selection

Week 5–8

Live pursuit workshops

Workshop-led sessions on active bids. Estimators and PMs adopt Muro inside the work — not in a training room.

  • Live pursuit coaching
  • Estimator office hours
  • Adoption checkpoints

Week 9+

Scale & tune-ups

Agents and skills retuned against the latest pursuit data as workflows shift, owners change, and standards update.

  • Monthly tune-ups
  • Cross-team rollout
  • SME on call

10Peopleware

You don’t buy just a software. You buy people who own the outcome.

Most AI rollouts in construction fail not because the model can’t do the work, but because nobody owns adoption. Muro owns it — with you.

01

One owner. On the ground.

A named implementation lead, embedded in your team for the first 90 days. They walk the floor, run the workshops, and own every blocker until adoption sticks.

02

SME on call, not a queue.

A construction SME answers in hours when an edge case lands. Real human. Real expertise. Your team can ask anything.

03

Workshop-led, not webinar-led.

Live sessions on live pursuits. Adoption happens inside the actual work — each attendee leaves running agents on their own data.

04

Tuned. Retuned. Reviewed.

Monthly tune-ups of workflows, prompts, and templates — plus quarterly business reviews tied to your KPIs.

11Security

Enterprise ready. Your data, your rules.

Project context is isolated per team, documents stay scoped to your work, and every action is auditable end-to-end — meeting the standards enterprise security teams ask for.

Compliance

SOC 2 · Type II

Third-party reviewed. Independent audits for security and privacy — your bid data stays yours, always.

Privacy · EU & US

Privacy by design

Data residency and privacy standards met on both sides of the Atlantic — GDPR-aligned handling throughout.

Auditability

Every action traceable

End-to-end audit trail. Every output cited back to its source document, every run logged.

Isolation

Scoped by default

Project context isolated per team. Documents scoped to your work — nothing leaks across projects or firms.

12Customer stories

Built for construction. Proven by the teams who use it.

How contractors use Muro to connect their existing tools — without changing how they work.

0 weeks
From kickoff to production

A mid-size specialty contractor needed AI workflows but couldn’t afford the disruption of switching tools.

0%
Submittal cycle time cut

A top-20 GC was losing days to manual submittal routing across Procore, Bluebeam, and SharePoint.

0%
Time saved on RFI workflows

Project managers stopped chasing responses across email and SharePoint. Muro routes RFIs automatically.

13Next steps

Days to value. Not quarters.

Pilot on one live pursuit in four weeks — tuned to your workflows, your stack, your data. Measured on your own KPIs.

  1. 01Pick a project. One real, live, in-flight precon effort.
  2. 02Bring your data. Drawings, specs, bids, your stack.
  3. 03Measure together. Time saved, gaps caught, margin protected.