Built for automotive aftermarket suppliers

Build a line-review deck in hours, not weeks.

LineReview.ai walks you through a 15-section playbook, ingests your POS data, and ships a buyer-ready presentation in your retailer's exact format.

LineReview.ai wizard preview15-step wizard on the left, current section being generated in the middle, slide preview thumbnails on the right.linereview.ai/review/spring-26-autozone-appearance15-SECTION FRAMEWORKAutoZone — Spring '26Company & BrandCategory & MarketConsumer InsightsCompetitive LandscapeProduct & AssortmentFinancial PerformancePlanogram & ShelfPricing & MarginPromotions & MarketingSupply ChaineCommerce & Digital+ 4 moreSECTION 4 OF 15Competitive LandscapeAgent is analyzing data…SHARE OF SHELF — TOP 55Armor All25%Meguiar's22%Chemical Guys19%Turtle Wax + others34%DECK PREVIEWWalmart MDR format · 30 slidesSECTION 1 · COMPANY OVERVIEWSECTION 4 · COMPETITIVESECTION 15 · THE ASKEXPORT READY IN11 more sections

Built on 200+ line reviews across the retailers you actually pitch

WalmartAutoZoneO'ReillyAdvanceNAPACostco

Retailer wordmarks shown for category illustration. Not affiliated.

The line review problem, by the numbers

6–12
Weeks of prep
Per line review, per retailer, every cycle
$150K
Loaded cost
Per review at enterprise scale
~30%
Win rate
Self-reported new-SKU placement wins

Source: industry estimates, Auto Care Association sector reports.

How it works

From intake to buyer-ready deck.
In hours, not months.

01

Guided wizard

Answer a structured set of questions about your category, retailer, SKUs, pricing, and strategy. Our 15-section framework ensures nothing gets missed.

02

Agentic engine

Upload your POS data, Circana and Nielsen extracts, and planogram. Our AI agent auto-builds your SWOT, competitive set, white-space map, and executive narrative.

03

Retailer-ready

One click exports a polished PowerPoint in your retailer's exact preferred format. Walmart MDR, AutoZone PLR, O'Reilly, Advance, and more.

Sample decks

Decks in the format your buyer expects.

Pre-built for Walmart MDR, AutoZone PLR, O'Reilly, Advance, NAPA, and Costco. Custom retailer templates available on request.

Walmart
MDR — Spring '26 Reset
AutoZone
PLR — Appearance Chemicals
O'Reilly
Category Review — Wipers
Advance
Line Review — Lighting
NAPA
Annual Review — Brakes
Costco
POC — Detailing Kit
Track record
"We used to spend three months preparing for a single Walmart line review. This changes everything."
Rick Stempien, Co-Founder
Rick Stempien
Co-Founder, The Auto SKUS Group
200+ line reviews · ex-Hopkins Manufacturing
Pricing

Tailored to your team and review cadence.

Hybrid base + per-review pricing. Founding customers get locked rates for life.

We're pricing based on your team size, retailer mix, and how many reviews you run a year. Let's talk through your situation and quote you a number that makes sense.

Talk to us about pricing →
Early access

Stop reinventing the deck every cycle.

We're onboarding our first 25 suppliers. Get in line.

We'll reply within 24 hours. No automated drip.