Scout Out

Find someone to build your building

Winter 2026

Artificial Intelligence

Real Estate

Construction

Proptech

About

Scout Out helps clients hire the right builder by turning building plans into fast, comparable bids. Today, every contractor who wants to bid on a project has to independently estimate material and labor quantities. That makes bidding slow, expensive, and inconsistent — and homeowners often end up comparing apples to oranges. Scout Out automates this step. We use computer vision trained on building plans to generate standardized material and labor takeoffs once, in-house. We then share those takeoffs with vetted contractors, so everyone is bidding on the same scope. The result: homeowners get more bids, faster turnaround, and clearer pricing — without asking each contractor to redo the same estimation work. We’re starting in Los Angeles, helping homeowners rebuild after the Palisades and Eaton fires.

Founders

Nolan Rossi

Founder

Currently helping you find someone to build your house.

AI Research Report

Problem & Solution

Problem / Solution Report

Problem

Residential contractors spend extensive time performing manual material and labor takeoffs for each bid. This process is slow, error‑prone, and leads to inconsistent scopes and “apples‑to‑oranges” pricing for homeowners. The inefficiency reduces the number of bids a contractor can submit and harms win rates.

Solution

Scout Out provides an AI‑powered estimating platform that generates detailed, line‑item estimates in seconds from a simple project description or plan. The SaaS bundles estimating with proposal generation, CRM, invoicing, and basic project management, delivering an end‑to‑end workflow for small‑to‑mid‑size contractors.
The website highlights outcomes such as +40 % more deals closed and 14 + hours saved per week, indicating substantial productivity gains.
The original YC framing described a “standardized‑bid” model: a single AI‑generated takeoff is produced in‑house and shared with vetted contractors, ensuring all bidders price the same scope. The current product focuses on the contractor‑facing SaaS but retains the core value of eliminating redundant takeoff work.

Value Proposition

For Contractors: Faster bid preparation, higher win rates, professional proposals, and tighter margin control through AI‑assisted estimates.
For Homeowners: More comparable bids and quicker decision making because all contractors price a consistent, AI‑generated scope.

Market & Competitors

Market and Competitors Report

Market Overview & Trends

The construction estimating software market is growing at >10 % CAGR, with broader construction software projected to more than double by 2034. AI integration into takeoff and estimating workflows is becoming a standard differentiator, especially for SMB residential contractors who need speed and simplicity.
The large, steady U.S. remodeling market (≈ $500 B+ annual spend) creates a robust demand pipeline for tools that accelerate bid generation.

Key Competitors | Competitor | Core Offering | AI/Automation Highlights | Target Segment | |------------|---------------|--------------------------|----------------| | Togal.AI | Cloud‑based takeoff software | Detects, measures, labels plans with 98 % accuracy; 80 % faster takeoffs | Estimators & larger GCs | | STACK | Takeoff & estimating platform | AI‑powered fast takeoffs, regional cost data | Sub‑trades, GCs | | PlanSwift (ConstructConnect) | Digital takeoff/estimating | Instant color‑based counting, Excel integration | SMB contractors | | Bluebeam Revu | PDF markup & takeoff | Quantity Link syncs PDF data with Excel in real time | Construction teams needing collaboration | | Buildxact | End‑to‑end SaaS for residential builders | AI assistant “Blu” for takeoffs and estimate review | Residential remodelers/builders | | Houzz Pro | All‑in‑one platform (design, takeoff, invoicing) | Integrated estimating & project management | Design‑focused contractors | | Joist | Mobile‑first estimating & invoicing | Quick on‑site estimates | Very small contractors | | BuildZoom | Homeowner‑side contractor matching & bid comparison | Uses construction data to surface vetted builders | Homeowners seeking bids |

Scout Out Positioning

Differentiates by offering instant AI estimates specifically for residential contractors at a single, transparent price ($99 / month). The platform bundles estimating, proposal generation, CRM, invoicing, and project management, providing a streamlined pipeline from estimate to close.
Compared to enterprise‑grade tools (Togal.AI, STACK) or generic PDF takeoff solutions (Bluebeam), Scout Out targets the SMB niche with a low‑cost, opinionated workflow, emphasizing speed (estimates in under 60 seconds) and measurable outcomes (win‑rate increase, time savings).
The homeowner‑side bid‑comparison concept (BuildZoom) aligns with Scout Out’s original YC vision, but the current product focuses on empowering contractors directly.

Competitive Advantages

Simplicity of pricing and all‑in‑one suite lowers adoption friction.
Proven AI accuracy claims and documented user results (40 % more deals, 14 h weekly saved) provide strong value messaging.
Early‑stage focus on residential remodelers gives a clear go‑to‑market niche.

Total Addressable Market

Quantitative TAM Report

Category TAM (Top‑Down)

Construction Estimating Software: $1.5 B in 2024, projected $2.62 B by 2030 (CAGR 10.2%) – Grand View Research.
Broader Construction Software: $11.78 B in 2026, projected $24.72 B by 2034 (CAGR 9.7%) – Fortune Business Insights.

End‑Market Spend (Contextual TAM)

U.S. homeowner remodeling and repair spending reached $503 B in 2024, $509 B in 2025, and is expected to hit $524 B in early 2026 – Harvard JCHS LIRA.

Bottom‑Up Serviceable Market (U.S.)

Scout Out’s listed price: $99 / month (≈ $1,188 / year).
NAHB counts (2022 Economic Census): 128,187 residential remodelers + 77,455 residential builders ≈ 205,642 establishments.
Potential annual revenue if every establishment purchased the plan: 205,642 × $1,188 ≈ $244 M.
Even a conservative capture of only remodelers yields 128,187 × $1,188 ≈ $152 M.

Methodology Notes

The top‑down TAM uses syndicated market research to bound the global opportunity for estimating‑focused solutions.
The bottom‑up calculation multiplies the SaaS price by the number of U.S. SMB remodelers/builders to estimate a realistic serviceable addressable market.
The end‑market spend provides context on the overall economic activity that drives demand for faster, accurate estimates.

Founder Analysis

Founders and Background Report

Nolan Rossi – Founder & CEO

Education: Currently a student in the UC Berkeley Management, Entrepreneurship, & Technology (M.E.T.) dual‑degree program, which combines engineering and business studies.
Professional Experience: Prior to founding Scout Out, Rossi built AI systems, including an augmented‑reality “copilot” used by industrial clients such as Volkswagen and Micron. This demonstrates hands‑on experience delivering production‑grade AI solutions.
Founder Role: Listed as the active founder on the Y Combinator Winter 2026 company page. The YC profile confirms the company was founded in 2026 and is based in San Francisco.
Public Profiles: His LinkedIn and F6S profiles both reference his involvement with Scout Out and his Berkeley affiliation (the company website lists a berkeley.edu email for support/demo). No co‑founder is authoritatively listed in these sources.

Summary

Scout Out is led by a technically‑focused founder with a strong academic background in both engineering and business, complemented by proven AI product development experience. This expertise underpins the company’s AI‑driven construction estimating platform.

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