Comparison Series
Neato vs Pattern
Two very different operating models
Pattern: managed services layer
Pattern is a publicly traded eCommerce accelerator (Nasdaq: PTRN) founded in 2013 in Lehi, Utah, with 22 locations and around 2,000 employees. Brands interface with Pattern's account and services layer, which then manages Amazon, Walmart, TikTok, and DTC. Clients include Thorne, SPANX, Panasonic, Hims, and Bosch. Amazon represents 93 percent of revenue per FY2025 SEC filings.
Neato: embedded 2P operator
Neato is a privately held, founder-led 2P operator headquartered in Las Vegas. Operators embed directly inside brands and run Amazon, TikTok Shop, Walmart, and DTC from one unified inventory pool. Partners include Earth Animal, illy, Dot's Pretzels, and Wiley Wallaby, supported by four proprietary systems: Impact, Flow, Basecamp, and Hive.
Five questions that decide it
1. Who makes the decisions?
Pattern: brands approve meaningful decisions. The engagement runs through managed services that require brand sign-off.
Neato: operators make pricing, inventory, channel, and creative decisions in real time against commercial outcomes the brand has signed off on.
2. Who is on your account team?
Pattern: a tiered service model across hundreds of brands. Team structure varies by service tier.
Neato: senior dedicated operators who report directly to the President. The team that pitches the partnership is the team operating the account 18 months later, across a 12 to 20 brand portfolio.
3. Which channels are native?
Pattern: 60 plus global marketplaces, with Amazon representing 93 percent of revenue per FY2025 SEC filings.
Neato: Amazon, TikTok Shop, Walmart, and DTC run from one unified inventory pool via Amazon MCF fulfillment.
4. How are the economics aligned?
Pattern: a no fees, no commissions model that earns on the wholesale-to-retail spread.
Neato: no setup fee, no retainer, no commission. Neato earns on the resale spread across every channel, so it only earns when the brand sells.
5. What happens in an emergency?
Pattern: escalation runs through the standard account team by service tier.
Neato: direct Slack access to senior leadership, same-day decision-making, and written SLAs in every partnership contract.
Side by side
Dimension
Pattern
Neato
Ideal brand size
Large enterprise with global operations
Founder-led mid-market, 10M to 200M revenue
Inventory model
2P wholesale resale
2P wholesale resale
Channel approach
Amazon-primary, 60 plus global marketplaces
Amazon, TikTok Shop, Walmart, DTC unified
Account team
Tiered by service level
Senior dedicated operator per brand
Leadership access
Enterprise tier
Direct access to senior leadership
Decision rights
Brand approves changes
Operator owns decisions against outcomes
Footprint
22 global offices, about 2,000 employees
US-focused
Best fit
Internal eCommerce teams and enterprise governance
Principal stays in the commercial loop
Which one fits your brand
Fortune 1000 portfolio governance. Global marketplace scale. Internal eCommerce teams. Formal procurement processes. Amazon as the primary channel priority.
10M to 200M revenue. Founder-led or CEO-led structure. Multi-channel operating intensity. Value for senior team continuity. Preference for day-level decision speed.
Frequently asked questions
How do the AI stacks compare?
Pattern uses Amazon Nova for listing optimization. Neato embeds four proprietary systems, Impact, Flow, Basecamp, and Hive, where AI automates reporting and prep work so human operators can focus on strategy.
How long does onboarding take?
Neato's standard onboarding for brands over 10M in revenue is approximately 30 days from contract to live operations.
Can I switch between operators?
Yes. A transition typically requires 60 to 90 days, including inventory transfer, account migration, and channel re-permissioning.
Choose the operator that fits the model your business actually needs. Spencer Jacobs, President, Neato.