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Construction · Bucket 01 · Trades & Field Services

$50M GC. Twelve PMs. $580,000 a year
quietly walking off the job site.

RFI lag, change order leakage, bid capacity ceiling, compliance overhead. None of it shows up in your P&L as a line item. All of it shows up in your margin. LouDNAi deploys ten named agents — purpose-built for Construction — that close the gap in 21 days.

$580K
Recoverable / year
$50M GC, 12 PMs
~10×
Net upside
vs. annual platform fees
21 days
Kickoff to live
Fleet deployed
10
Named agents
per Fleet
$4,500/mo
Fleet pricing
fixed, not opaque
Five Construction sub-verticals · the Fleet adapts to each

Where you sit in the Construction stack.

The same ten archetypes get parameterized for each sub-vertical. A $50M GC's RFI Loop and a specialty sub's Schedule Sentinel run on the same backbone — different schemas, different integrations, different volume thresholds.

SUB 02

Specialty Subs

$2M – $20M revenue · 1–5 PMs
Top leakBid throughput, dispatch friction, payment cycle drag. Average recovery: $90K – $200K/yr.
SUB 03

Civil & Heavy

$25M – $250M revenue · public sector exposure
Top leakCompliance reporting, prevailing wage, DOT submittal cycles. Recovery: $200K – $600K/yr.
SUB 04

Custom Builders

$5M – $50M revenue · client-touch heavy
Top leakSelections tracking, change order documentation, client comms. Recovery: $120K – $350K/yr.
SUB 05

Estimating Shops

Outsourced estimators · throughput-bound
Top leakBid throughput cap, takeoff repetition, win-rate analytics gaps. Capacity gain: 2–3× throughput.
Five pain points · ranked by what they cost you

Five places your $580,000 leaks out every year.

Every number below is sourced. Every Reddit quote is verbatim. Every dollar bleed is paired to a named agent that owns the recovery. This is the construction dossier in five pages.

01

RFI / Submittal Cycle Drag

Industry average RFI cycle time is 9.7 days. Cost per RFI when escalation, rework, and standby time are included: ~$1,080. Roughly 21.9% of RFIs get no response in the standard cycle. At mid-market scale this bleeds $2.2M – $5.2M/yr across the portfolio. The direct hit on a single $50M GC: ~$117K/yr.

"I'm chasing the architect on the same RFI for the third time. The job's been sitting for nine days. The owner is asking why we're behind. Tell me how that's not a software problem."— u/MidMarketGC, r/ConstructionManagers
9.7 days avg cycle$1,080 per RFI21.9% no-response rate
$117K
Annual bleed
$50M GC
→ RFI Loop
02

Change Order Leakage

FMI cites $707K/year hidden cost from change order documentation gaps at the mid-market level. Industry average: only 62% of change orders are fully documented at the time of work. Standby cost when delayed change orders block a crew: $800–$3,200/day. This is the single biggest dollar pool in mid-market construction.

"We were tracking change orders in a Google Sheet. The PM forgot to log three of them. By the time the owner closed out the job, we were eating $40,000 of unbilled work. That's how this whole industry runs."— u/ZealousidealAd9379, r/ConstructionManagers
62% docs complete$800–$3,200/day standby costFMI $707K/yr cited
$200K
Annual bleed
$50M GC
→ Change Order Capture
03

Bid Management Capacity Ceiling

Mid-market estimators bid 60–80 jobs per year at full capacity. Average win rate sits at 25%. Labor cost per bid (estimator + PM time + takeoff): $3,200–$12,000. Result: shops that "bid everything" lose 75% of their estimating cost on dead jobs and run out of throughput before they hit revenue targets.

"We're in 'bid everything' mode. 10–20% of our wins come from jobs we never should have been on. The other side of that math: 80% of our estimating hours are ash."— u/EstimatorVet, r/estimators
25% avg win rate$3.2K–$12K labor per bid60–80 bid capacity
$100K
Annual bleed
$50M GC
→ Pipeline + Compass
04

Compliance & Submittal Overhead

OSHA reporting, prevailing wage filings, lien waivers, certified payroll, insurance certificate tracking. A mid-market GC spends ~$163K/year in administrative overhead managing compliance across active jobs. The cost compounds when violations slip through: average OSHA fine $14,500, repeat violation $145,000.

"Compliance officer is the one job I can't automate. Until I realized I had three people doing one job because the records weren't centralized."— Custom builder, $20M revenue, named on file
$14.5K avg OSHA fine$145K repeat violation3 FTEs typical overhead
$163K
Annual bleed
$50M GC
→ Guardian
05

Schedule Slip & Standby Cost

Average mid-market commercial project runs 14% over schedule. Each week of slip costs the GC $4,500–$8,000 in extended supervision, $800–$3,200/day in standby crew time, and a ~$25,000 reputation cost in future bid rejection from the owner. Most slip is detectable 7–10 days before owners notice — if someone is watching the right signals.

"I knew the job was three weeks behind two weeks before the owner did. Nobody escalated because nobody owned the watch."— Senior PM, $80M GC, named on file
14% avg overrun$4.5K–$8K/week extended supervision7–10 days early warning window
Variable
Annual bleed
scoped per job
→ Schedule Sentinel
Ten agents · one DNA stack · Construction Fleet

Ten named agents. Each one owns an outcome.

Not "AI assistants." Not generic chatbots. Each agent has a function, a trigger, an output, an integration target, and an owner inside your business. The default Construction Fleet ships with five (RFI Loop, Change Order Capture, Compass, Guardian, Schedule Sentinel) plus your choice of the others as you scale.

AGENT 01
Intake
Lead capture & qualification

Watches every inbound channel — missed calls, web forms, LinkedIn DMs, owner referrals. Classifies, qualifies, routes. Turns ambient inbound into structured opportunities.

Trigger
Any inbound
Output
Qualified opportunity record
Integrates
HubSpot, ProCore, Calendly
AGENT 02
Compass
Operator's strategic assistant

Daily briefing for the owner or principal. Pulls insight from every other agent, surfaces the calls only the human can make. The morning coffee conversation, automated.

Trigger
Daily 7:00 AM
Output
Structured brief + decisions
Integrates
All other agents
AGENT 03
Guardian
Compliance & risk watch

Vertical-specific rule engine. Watches OSHA, prevailing wage, lien waiver expirations, insurance certificates, certified payroll deadlines. Flags violations before they happen, files automatically where authorized.

Trigger
Continuous + scheduled
Output
Alerts + filings
Recovers
~$163K/yr in overhead
AGENT 04
Pipeline
Sales motion + bid capacity

Bid throughput expander. Identifies which RFPs are worth bidding (won't beat 25% avg win rate), reactivates dormant owners, runs win-rate analytics, generates first-pass takeoffs.

Trigger
RFP inflow + scheduled
Output
Bid/no-bid recommendation
Recovers
~$100K/yr at $50M scale
AGENT 05
RFI Loop
RFI cycle owner

Owns the request-for-information cycle end to end. Closes the 9.7-day average lag, auto-escalates after 21.9% no-response threshold, drafts responses, tracks resolution.

Trigger
RFI submitted
Output
Closed RFI loop
Recovers
~$117K/yr at $50M scale
AGENT 06
Change Order Capture
Real-time change order documentation

Sits on the job site (literally — connects to Site Voice and Site Connect). Captures change orders the moment they happen via voice memo, photo, or text. Closes the 38% documentation gap.

Trigger
Field event detected
Output
Documented + billed CO
Recovers
~$200K/yr (FMI cited $707K)
AGENT 07
Schedule Sentinel
Slip detection & risk flagging

Watches the schedule for the early-warning signals owners miss. Detects slip 7–10 days before it shows in owner reports. Flags weather risk, supplier lag, crew availability conflicts.

Trigger
Continuous
Output
Risk alerts + recommendations
Integrates
Procore, P6, MS Project
AGENT 08
Site Voice
Inbound voice + after-hours coverage

Answers the phone when your team can't. Owner calling at 7 PM about a finish change. Sub asking about Monday material delivery. Captures, structures, routes.

Trigger
Inbound call
Output
Structured intake record
Integrates
Twilio (BAA-eligible)
AGENT 09
Site Connect
Field-to-office bridge

Photo capture, voice memos, and field observations from the crew, structured into the system of record. Closes the gap between what happened on the job site and what the office knows.

Trigger
Field upload
Output
Indexed field record
Integrates
Procore, mobile apps
AGENT 10
Helix Memory
Institutional memory · the moat

Every conversation, contract, decision, owner request, design change — indexed and retrievable. The single agent that compounds. Two years in, your Helix Memory is irreplaceable.

Trigger
All agent activity
Output
Searchable knowledge graph
Substrate
Vector + graph + structured
Recoverable revenue calculator · construction-specific

Run the math against your business.

Enter your numbers, see your recoverable revenue. Conservative assumptions: industry-average RFI/CO/bid figures, no upside on improvements above benchmark. Most customers exceed these projections.

Live calculator launches in v1.1. The DNA Scan replaces these inputs with measurements from your actual systems.

Annual recoverable revenue
$580,000
Sample: $50M GC, 12 PMs, full Fleet
RFI Loop $117K · Change Order Capture $200K · Pipeline $100K · Guardian $163K. Schedule Sentinel adds variable upside per active job. Net of $54K annual Fleet cost: ~$526K. ~10× ROI.
Construction-specific compliance · trust posture

Compliance that your owner's procurement team can verify.

Every Construction Fleet ships under a documented compliance posture. SOC 2 Type 1 in flight. NVIDIA Inception membership verified. Per-tenant data isolation. Procurement teams pull the public compliance page directly.

SOC 2 Type 1 audit in flight

Trust Services Criteria in scope: Security, Availability, Confidentiality. Target completion Q3 2026. Type 2 in flight Q1 2027.

Read the SOC 2 disclosure →

Per-tenant data isolation

Logical tenant isolation. No shared embeddings, fine-tunes, or retrieval indices across customers. Audit logs on every read.

Read the security posture →

22 sub-processors disclosed

Real-time list of every third party that processes customer data on LouDNAi's behalf. 30-day advance notice on changes.

View sub-processor list →
Construction pricing · fixed fees · no opacity

How you start.

Three offers. All fixed-fee or fixed-monthly. The DNA Scan funds itself — credited 100% toward Fleet within 60 days. Eight competitors out of eighteen audited hide their pricing. None of them grew faster for it.

Diagnostic · entry
Operational DNA Scan
$9,500fixed
21 days · credited 100% to Fleet within 60 days

Maps your operational DNA, identifies revenue leaks, quantifies recoverable dollars by workflow.

Single agent · specialty
Instant Agent
$7,500fixed
14 days · 1 named agent · for solo specialty subs

A single named agent deployed in 14 days. For solo specialty subs or sub-$10M custom builders.

The next change order is happening on a job site
right now. Will it be documented?

One firm. Twelve PMs. $50M revenue. Recoverable: ~$580K/year. The DNA Scan tells you exactly which agents recover it — in 21 days, for $9,500, fully credited toward Fleet within 60 days.