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ReFiBuy

Raleigh, US · Founded 2025 · Delaware corporation · 32 employees on LinkedIn · 9 known investors

ReFiBuy provides a platform for optimizing product data and visibility across AI-driven shopping environments and agents. The platform serves brands, retailers, and agencies managing product catalogs in an increasingly agent-led commerce ecosystem.

Also known as ReFiBuy

Founders & leadership

ReFiBuy was founded in 2025 by M. Scot Wingo.

MS
M. Scot WingoFounder
DL
Derek Lee ConlinNamed on SEC filing

Board

SS
Stefan SternsBoard director

Investors · 9

Reported raises · per SEC filings

Form D private placements

$15.3M disclosed across 1 round · 2026

$15.3MraisedMay 2026 · 28 investors · Other
Rule 506(b)
Officers, directors & promoters on the filing
  • Stefan SternsDirector
  • Derek Lee ConlinExecutive Officer, Director
  • M. Scot WingoExecutive Officer, Director
Offering amount
$15.4M
Amount sold
$15.3M
First sale
Apr 2026
Incorporated
Corporation, Delaware, 2025
Federal exemptions
06b
Full filing on SEC EDGAR ↗

Source: SEC EDGAR Form D. Amounts as filed; amended filings shown once at their latest values.

Company profile

researched Aug 2026

ReFiBuy is an agentic commerce optimization (ACO) company that prepares product catalog data for AI-driven shopping experiences. Its stated premise is that product discovery is increasingly mediated by AI shopping agents that evaluate structured product data directly to decide which products qualify, are compared, or are excluded, rather than by shoppers browsing product detail pages. The company positions legacy catalogs as unsuited to this shift and offers an optimization layer intended to keep product data interpretable and eligible for agent-led discovery.

The core product is the Commerce Intelligence Engine, described as an agentic-native, closed-loop platform that evaluates, generates, enriches, distributes, and monitors product catalogs. The workflow has six stages: ingesting product data across the catalog stack and normalizing it at the SKU level; evaluating how agentic shopping engines interpret products by auditing catalog data and PDPs and flagging schema, crawlability, and content issues; enriching titles, descriptions, bullet points, and key features with human approval at each step; distributing optimized data to agentic shopping engines; syncing enriched data back into existing systems; and monitoring product performance across engines for visibility, data quality, and competitiveness. A related offering, ACO Everywhere, connects multiple AI selling surfaces to one continuously improving catalog and was noted as adding Amazon's Alexa for Shopping with design partner applications open. The company also publishes an AI1000 retailer ranking, with a Q2 edition live.

Business model

ReFiBuy sells a software platform to brands, retailers, agencies, and technology partners that ingests and optimizes product catalog data, distributes it to AI shopping engines, and monitors resulting visibility. Prospective customers are directed to book a demo and, for the ACO Everywhere offering, to apply as design partners.

Traction

The site states ReFiBuy is trusted by leading brands and retailers and includes a testimonial from Steve Madden's President of US DTC & Global Digital describing use of the Commerce Intelligence Engine to assess readiness for agentic shopping and how generative AI interprets the product catalog. Design partner applications are open for the ACO Everywhere offering.

Full profile — market position, technology, go-to-market

Market position

ReFiBuy positions itself in the emerging category it calls Agentic Commerce Optimization, distinguishing itself from commerce tools that optimize individual channels or pages. It cites a customer reference from Steve Madden's President of US DTC & Global Digital and states it is trusted by leading brands and retailers.

ReFiBuy frames its approach as optimizing the underlying product data system rather than an individual surface or page: agentic, closed-loop optimization instead of one-time audits or enrichment passes; SKU-level eligibility rather than aggregate scores or page metrics; continuous adaptation instead of static rules or checklists; system-wide visibility instead of single-platform fixes; and agent-driven optimization retaining human control rather than unchecked automation.

Technology

The platform is described as agentic-native and closed-loop, normalizing product data at the SKU level, auditing catalog data and product detail pages for schema, crawlability, and content issues, generating enriched product content subject to human approval, distributing data to agentic shopping engines such as ChatGPT, Perplexity, Gemini, and Copilot, syncing improvements back into source systems, and continuously re-evaluating as discovery models, engines, and LLMs change.

Go-to-market

The company markets directly to brands, retailers, and agencies via demo requests and product-specific pages, and runs a partner track for platforms, integrators, and technology partners seeking to extend catalog intelligence into their ecosystems. Content assets such as an ACO guide and the AI1000 retailer ranking support demand generation, and a design partner program is open for ACO Everywhere.

Brands managing large or complex catalogs where eligibility and visibility depend on consistent, interpretable data; retailers aggregating product data from many sources; agencies accountable for performance in AI-driven discovery; and platform, integrator, and technology partners.

Compiled by commissioned research from 1 cited public sources — announcements, filings, and press listed under research sources below.

Key figures

latest reported
HeadcountAug 202632

Company-reported or press-reported figures, each dated to when it was claimed — not independently audited.

Competitors · 3

by search overlap

Companies competing with ReFiBuy for the same Google search keywords, organic and paid, via search-intersection analysis.

Timeline · 2

launches, deals, and filings
Jan 2025
ACO Everywhere launched, adding Amazon Alexa for Shopping surface

ReFiBuy introduced ACO Everywhere, connecting multiple AI selling surfaces to a single continuously updated product catalog, with Amazon's Alexa for Shopping being added and design partner applications open.

source ↗

Jan 2025
Q2 AI1000 ranking released

ReFiBuy published the Q2 edition of its AI1000, a ranking that lets retailers check their rank and the components behind their score.

source ↗

Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.

Legal entities · 1

corporate structure
ReFiBuyDelaware

In the news

Research sources · 1

primary sources listed

1 public sources were cited for this profile; the first-party ones are listed here.

Frequently asked questions

What does ReFiBuy do?
ReFiBuy optimizes product catalog data so brands and retailers stay visible and eligible in AI shopping agents.
Who founded ReFiBuy?
ReFiBuy was founded by M. Scot Wingo in 2025.
Who are ReFiBuy's investors?
ReFiBuy's investors include G20 Ventures, Incubate US, Knoll Ventures, Vela Partners, Commerce Ventures, Incubate Fund, NewRoad Capital Partners, LLC, Ridge Ventures and 1 more.
How much funding has ReFiBuy raised?
ReFiBuy has disclosed $15.3M raised across 1 round.
Where is ReFiBuy headquartered?
ReFiBuy is headquartered in Raleigh, US.