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Lintel

AI-powered risk detection for construction documents

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Team

The right team for this problem

Ibrahim Mohsin headshot

Ibrahim Mohsin

UNC Chapel Hill

Built SMS-based RAG AI connecting 1000s of government resources for elderly caregivers in Western NC. Founded Workly, a gig marketplace reaching 400+ users and $4000+ job volume across two college towns in 3 months. Developed AI customer portal MVP handling 300+ daily support requests for e-commerce business.

Jathan Pai headshot

Jathan Pai

Claremont McKenna College

400+ hours reviewing Civil Engineering documents during internship. Research at CalTech (Applied Physics) and Vanderbilt Medical School. Led Governor Gray Davis's housing policy research at the Rose Institute. Brings deep technical rigor and domain context to Lintel's contradiction detection and administrative agent workflows.

5+ years building together

Jathan and Ibrahim have been collaborating since high school. They won the VEX Robotics State Championship together and were a top 5 U.S. team, were debate partners, and research collaborators on a 180+ page economics paper.

The Problem

Construction loses $100B+ annually to poor documentation

We spoke with 50+ construction and engineering professionals about the top causes of cost overruns. The same pain points emerged.

💸

Scope Gaps and Ambiguities

Project scopes are often missing key details and leave trade responsibilities open to interpretation. Teams lose time resolving preventable scope disputes, change orders, and rework.

📄

Plan Conflicts

Drawings, specs, and schedules drift out of sync as revisions stack up. Those conflicts reach the field, triggering RFIs, coordination churn, and costly schedule slips.

Regulatory Non-Compliance

Code and permitting issues often sit undetected from design through preconstruction. When they surface at review or inspection, teams absorb delays, redesign cycles, and potential fines.

~800
RFIs per project
6,400 hrs
spent reviewing
$864K
RFI processing cost

The Solution

Catch risks before they land on-site

Lintel's AI continuously scans your entire project document set, detecting contradictions and compliance risks — with citations for instant verification. Administrative agents speed up submittal drafting, compliance reports, RFI management, and addendum tracking, dramatically cutting administrative time and costs.

1

Cross-Document Detection

Find contradictions across drawings, specs, and schedules automatically — no manual cross-referencing.

2

Evidence-Based Citations

Every issue is backed by precise references to source pages and sections for instant verification.

3

Workflow-Ready Outputs

Administrative agents speed up submittal and compliance report drafting, RFI management, and addendum tracking — all with deep understanding of your project's documents. Export directly to Procore and more.

Dashboard
Live
127
Issues
43
High Sev
14
Ingested
7
RFIs
Structural beam conflicts with HVAC ductworkHIGH
Missing fire rating spec for corridor wallsHIGH
Electrical service capacity insufficientMED

How It Works

Five steps from documents to decisions

01

Connect

Upload or connect your entire project document set from cloud or local storage.

02

Scan

AI parses drawings, specs, and schedules in real-time for contradictions and compliance risks.

03

Prioritize

Issues are ranked by severity and confidence to focus team attention on highest-impact risks.

04

Cite

Every issue includes precise citations to source pages and sections for instant verification.

05

Act

Generate issue logs and RFI-ready packets with context for seamless workflow integration.

Product

Built for how construction teams actually work

Automated Issue Detection

AI-powered scanning identifies contradictions across drawings, specs, and schedules in real-time — no manual cross-checking.

📋

Administrative Automation

Administrative agents handle RFI management, submittal drafting, compliance reports, and addendum tracking. With deep understanding of your project documents, they dramatically reduce administrative time and costs.

🔍

Evidence-Based Insights

Every issue comes with pinpointed evidence from source documents, making verification instant and auditable.

💬

AI Document Intelligence

Ask questions across your entire construction document set and get instant answers with citations. Agents understand your project context to deliver accurate, actionable insights.

Market Opportunity

A massive, underserved market

SOM
$10.6B
TAM
$1.25T
SAM Spend
ENR 400
SOM

Total Addressable Market

Construction management software is a $10.6B market in 2025, growing to $11.6B in 2026. U.S. construction spend hit $2.15T in 2024.

Serviceable Market

U.S. nonresidential teams working on complex projects — where RFI volume and documentation complexity are highest.

Initial Target

ENR Top 400 contractors and mid-to-large builders already adopting workflow technology. Buyers are VP Precon, Ops, and Project Execs.

Traction & Go-to-Market

Discovery done. Product built. Ready to deploy.

Q1 2026 — Complete

Customer Discovery

Engaged 50+ construction professionals to identify where contradictions arise and who owns resolution.

Q1 2026 — Complete

Prototype Development

Built MVP with issue detection, evidence citations, and RFI packet generation capabilities.

Q2 2026

Design Partner Pilots

Planning pilots on active projects to validate workflows and drive adoption metrics.

Q3 2026

Paid Deployment

Convert pilot projects to paid contracts and begin multi-project expansion.

Go-to-Market Strategy

Demo

Free Pilot on active projects with complex document sets. Deliver prioritized issue logs, evidence, and RFI-ready packets.

Prove and Iterate

Measure issues found before field impact, verification time saved, and user adoption to validate clear ROI.

Expand

Convert pilots to paid deployments with enterprise customers, roll out across additional projects, teams, and portfolio accounts.

Competitive Landscape

Why Lintel wins

Existing tools manage workflows, but they still rely on manual admin effort for RFIs, submittals, and compliance reporting. Lintel combines contradiction detection with administrative agents that materially reduce both cycle time and processing cost.

Existing Solutions

Procore · Bluebeam · PlanGrid · BuilderTrend

Manage workflows but lack systematic contradiction detection

Manual review is slow, inconsistent, and doesn't scale

Admin teams still draft RFIs, submittals, and compliance reports largely by hand

No agent-driven workflow that consistently lowers admin hours and RFI processing cost

Lintel

Purpose-built for contradiction detection

Cross-document contradiction and scope gap detection

Evidence-based citations with source page references

Administrative agents automate RFI management, submittal drafting, compliance reports, and addendum tracking

Faster admin cycles and lower processing cost with auditable, construction-specific outputs

The Ask

Let's build the future of
construction intelligence

We're seeking pre-seed funding and strategic support to bring Lintel to thousands of contractors — helping them build homes, offices, and apartments faster and more affordably.

Get in Touch
Pre-Seed
Round
Q2 2026
Pilots Begin
$10.6B
Market TAM