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New Generation

Full company profile

uuid00006jd

Namestring
New Generation
Legal namestring
Internet Forest Corporation
Websiteurl
new-gen.ai
Company typeenum
Private
Founded yearint
2024
Descriptiontext

New Generation (legal entity Internet Forest Corporation) is a San Francisco-based, seed-stage software company founded in 2024 that builds AI-native commerce infrastructure for brands and retailers. Its flagship product, the Kepler platform, transforms static e-commerce websites into AI-ready experiences through three integrated modules: Conversational Storefronts (natural-language shopping dialogue), Agent Storefronts (structured, machine-readable product catalogs for autonomous AI shopping agents), and AI Insights (real-time analytics on human and agent search behavior). The platform is supplemented by a Product API (vector similarity search with LLM reranking) and Agent Score, an AI-readiness benchmarking tool co-developed with Visa and embedded in Visa's Intelligent Commerce platform.

Underlying technology combines natural language processing, vector search, LLM reranking, and generative content assembly over structured product catalog data, with dedicated AI subdomains (e.g., ai.brand.com) that serve AI-referred and AI-agent traffic. Reported capabilities span text and image modalities, autonomous agents for agentic checkout, and knowledge retrieval across merchant catalogs.

The business model is API-first subscription access to the Kepler platform and Product API (currently in private beta), supplemented by enterprise sales motion via demo requests and two flagship distribution channels: a co-development partnership with Visa and a GTM partnership with the Barbarian agency. Customers include 150 early-adopter brands, with named references including Quince and Samsung (live demos) and Citizen Watch America (delivered via Barbarian). The company has raised $4.5M in seed funding led by South Park Commons, has 1–10 employees, and discloses no revenue.

Short descriptiontext

New Generation builds Kepler, an AI-native commerce platform that turns retailer websites into conversational, agent-ready storefronts via structured product APIs, and sells API access plus enterprise deals through Visa and agency channels to brands and AI agents.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
1–10
akta.pro rankint
HeadquartersSan Francisco, United States
HQ citystring
San Francisco
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
agentic commerce platform, AI-native commerce, conversational storefronts, product data API, AI-ready e-commerce
Industry2 codes
1Developer Experience Platforms for Enterprise (IDEs, CI/CD, Dev Portals)
CodeHDAEAKAIPrimaryYes
2Enterprise Application Modernization (Monolith-to-Modules, Domain Modernization)
CodeBPAEAFAGPrimaryNo
NAICS code1 code
  • Software Publishers5132
SIC code1 code
  • Services-Prepackaged Software7372
Product category
AI-Native Commerce Software
GTM motion2 records

Each record includes

Type, Description, Source

Revenue model1 record
1Platform Subscription / API Access
TypeSubscription Recurring
Description

The company provides access to its Kepler platform and Product API on a subscription basis. The API is currently in private beta, with access provided via API keys. Brands pay for access to AI-native commerce capabilities including Conversational Storefronts, Agent Storefronts, and AI Insights.

prnewswire.com
Marketing channels6 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels4 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components1 value
Technology or R&D
Pricing details1 tier
1Private Beta Access
ModelSubscriptionBilling cadenceMonthly
Notes

API access is provided through a private beta program. Interested parties must email the company to obtain an API key and test account.

docs.new-gen.ai
GTM typeB2B
B2B
Offering typeSoftware
Software
Brand1 record
1Kepler
Description

Agentic platform for e-commerce that helps brands deliver AI-native customer experiences, convert AI-referred and AI Agent traffic, and monetize the AI user journey. Includes Conversational Storefronts, Agent Storefronts, and AI Insights capabilities.

new-gen.ai
Core offering1 text field

New Generation provides an AI-native commerce platform (Kepler) that transforms traditional e-commerce websites into agent-ready and conversational storefronts. It converts product catalogs into structured, machine-readable data, enables natural-language product discovery for shoppers, supports programmatic agentic checkout, and offers a Product API plus an Agent Score benchmarking tool (built with Visa) to evaluate website readiness for agentic commerce.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 2 values shown
  • 30% higher conversion rates compared to traditional channels for agentic commerce
+1 more record
Product overview1 text field

New Generation is an AI-native commerce technology company offering a modular platform architecture centered on the Kepler platform. Kepler provides three integrated modules: Conversational Storefronts (natural language shopping dialogue), Agent Storefronts (AI-readable product catalogs for agentic commerce), and AI Insights (real-time analytics on customer and agent behavior). The portfolio also includes Agent Score (built with Visa) for evaluating website AI-readiness, and a Product API providing programmatic access to product data. The platform helps brands transform static websites into AI-native commerce experiences.

Product and service3 records
1Kepler Platform
CategoryAgentic Commerce Platform
Description

Agentic commerce platform that makes e-commerce websites AI-ready, enabling structured product data and natural-language interactions for both humans and AI agents.

2Agent Score
CategoryCommerce Readiness Diagnostic
Description

AI benchmarking tool built with Visa that evaluates and scores website readiness for agentic commerce interactions.

3New Generation Product API
CategoryProduct Data API
Description

Private beta API providing endpoints for product search (vector similarity + LLM reranking), product retrieval by ID, and product filtering by PDP URL, with API key authentication.

Scale indicator4 records

Each record includes

Type, Value, Description, Source

Partnership3 partners
Strategic tierCoreTypeGTM or Marketing PartnerAnnounced on2026-06-18
Description

Barbarian, a New York-based creative and innovation agency, partnered with New Generation to integrate its Kepler intelligence platform into Barbarian's new Adaptive Brand Solutions practice. This partnership enables Barbarian to offer agentic commerce capabilities to brand clients including Citizen Watch America.

Strategic tierFlagshipTypeStrategic or Co-development PartnerAnnounced on2026-06-10
Description

Visa partnered with New Generation to develop Agent Score, a tool for benchmarking website readiness for agentic commerce. Agent Score is part of Visa's Intelligent Commerce platform. This is a flagship strategic partnership that integrates New Generation's technology directly into Visa's global payments network, reaching Visa's network of banks, merchants, and fintechs worldwide.

Strategic tierFlagshipTypeStrategic or Co-development Partner
Description

Visa announced a strategic collaboration with OpenAI to enable secure payments within agentic commerce. While this is a Visa partnership, it positions the broader agentic commerce ecosystem that New Generation operates within, as OpenAI's AI agents can interact with New Generation-powered merchant sites.

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight6 records

Each record includes

Type, Description

Peers10 records
TypeBroad incumbent
Description

Dominant e-commerce platform serving the same SMB and enterprise merchants as New Generation. Shopify is actively shipping AI features (Shopify Magic, Sidekick, AI storefronts) that overlap directly with Kepler's agentic and conversational capabilities.

TypeBroad incumbent
Description

Enterprise commerce platform with deep retail relationships and embedded AI (Einstein). Competes for the same enterprise brand budgets New Generation targets with Kepler and Agent Storefronts.

TypeDirect peer
Description

API-first search and discovery platform for e-commerce with AI-powered ranking and personalization. Directly comparable to New Generation's Product API in delivery model and target customer base.

TypeDirect peer
Description

AI-first product discovery and search platform for retailers, using clickstream and behavioral signals to personalize results. Closely comparable to Kepler's vector + LLM reranking approach to product discovery.

TypeDirect peer
Description

Commerce experience platform combining search, merchandising, and content with AI. Competes for the same enterprise brand budget and offers overlapping search and personalization functionality.

TypeDirect peer
Description

AI-powered on-site search, merchandising, and product recommendations platform for e-commerce. Similar API-first delivery model and focus on natural language product discovery.

TypeDirect peer
Description

Enterprise AI search and recommendations platform with strong commerce vertical offering. Comparable in API architecture, enterprise GTM, and use of AI to improve product discovery.

TypeBroad incumbent
Description

Enterprise commerce platform with deep retail footprint and Adobe Sensei AI capabilities. Represents the incumbent stack that Kepler must integrate alongside or displace in brand customers.

TypeEmerging player
Description

Visual AI and product discovery platform for retail, focused on image-based search and personalization. Comparable emerging AI commerce infrastructure play, though with a visual-first rather than agent-first angle.

TypeEmerging player
Description

AI platform for retail focused on product attribution and demand prediction, helping brands structure their catalogs for AI. Overlaps with Kepler's structured product data thesis from a merchandising rather than agent angle.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers3 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment3 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile3 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
Yes

Docs URL, Description

AI capability8 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature7 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles3 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds1 record

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors5 records

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

New Generation

AI-Native Commerce Softwarenew-gen.ai

New Generation builds Kepler, an AI-native commerce platform that turns retailer websites into conversational, agent-ready storefronts via structured product APIs, and sells API access plus enterprise deals through Visa and agency channels to brands and AI agents.

What New Generation does

New Generation (legal entity Internet Forest Corporation) is a San Francisco-based, seed-stage software company founded in 2024 that builds AI-native commerce infrastructure for brands and retailers. Its flagship product, the Kepler platform, transforms static e-commerce websites into AI-ready experiences through three integrated modules: Conversational Storefronts (natural-language shopping dialogue), Agent Storefronts (structured, machine-readable product catalogs for autonomous AI shopping agents), and AI Insights (real-time analytics on human and agent search behavior). The platform is supplemented by a Product API (vector similarity search with LLM reranking) and Agent Score, an AI-readiness benchmarking tool co-developed with Visa and embedded in Visa's Intelligent Commerce platform.

Underlying technology combines natural language processing, vector search, LLM reranking, and generative content assembly over structured product catalog data, with dedicated AI subdomains (e.g., ai.brand.com) that serve AI-referred and AI-agent traffic. Reported capabilities span text and image modalities, autonomous agents for agentic checkout, and knowledge retrieval across merchant catalogs.

The business model is API-first subscription access to the Kepler platform and Product API (currently in private beta), supplemented by enterprise sales motion via demo requests and two flagship distribution channels: a co-development partnership with Visa and a GTM partnership with the Barbarian agency. Customers include 150 early-adopter brands, with named references including Quince and Samsung (live demos) and Citizen Watch America (delivered via Barbarian). The company has raised $4.5M in seed funding led by South Park Commons, has 1–10 employees, and discloses no revenue.

New Generation firmographics

Firmographics
Name
New Generation
Legal name
Internet Forest Corporation
Website
https://new-gen.ai
Company type
Private
Founded year
2024
Operating status
Operating
Headcount range
1–10 employees
Short description
New Generation builds Kepler, an AI-native commerce platform that turns retailer websites into conversational, agent-ready storefronts via structured product APIs, and sells API access plus enterprise deals through Visa and agency channels to brands and AI agents.
Ownership category
akta.pro rank

New Generation industry classification

Industry
Product category
AI-Native Commerce Software
NAICS
Software Publishers (5132)
SIC
Services-Prepackaged Software (7372)
akta.pro primary industry
Developer Experience Platforms for Enterprise (IDEs, CI/CD, Dev Portals) (HDAEAKAI)
akta.pro secondary industry
Enterprise Application Modernization (Monolith-to-Modules, Domain Modernization) (BPAEAFAG)

Keywords

  • Agentic commerce platform
  • AI-native commerce
  • Conversational storefronts
  • Product data API
  • AI-ready e-commerce

Where New Generation is headquartered

Location

Headquarters

HQ city
San Francisco
HQ country
United States
HQ region
North America

Offices1 record

Markets served

New Generation business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Technology or R&D

Revenue model

  1. Platform Subscription / API Access: The company provides access to its Kepler platform and Product API on a subscription basis. The API is currently in private beta, with access provided via API keys. Brands pay for access to AI-native commerce capabilities including Conversational Storefronts, Agent Storefronts, and AI Insights.

Pricing tiers

ModelBillingPrice
SubscriptionMonthlyPrivate Beta Access

Go-to-market motion2 records

Distribution channels4 records

Marketing channels6 records

New Generation product offering

Product offering

Core offering

New Generation provides an AI-native commerce platform (Kepler) that transforms traditional e-commerce websites into agent-ready and conversational storefronts. It converts product catalogs into structured, machine-readable data, enables natural-language product discovery for shoppers, supports programmatic agentic checkout, and offers a Product API plus an Agent Score benchmarking tool (built with Visa) to evaluate website readiness for agentic commerce.

Product overview

New Generation is an AI-native commerce technology company offering a modular platform architecture centered on the Kepler platform. Kepler provides three integrated modules: Conversational Storefronts (natural language shopping dialogue), Agent Storefronts (AI-readable product catalogs for agentic commerce), and AI Insights (real-time analytics on customer and agent behavior). The portfolio also includes Agent Score (built with Visa) for evaluating website AI-readiness, and a Product API providing programmatic access to product data. The platform helps brands transform static websites into AI-native commerce experiences.

Differentiator

Problem solved

Functional benefit

Brands

  • Kepler: Agentic platform for e-commerce that helps brands deliver AI-native customer experiences, convert AI-referred and AI Agent traffic, and monetize the AI user journey. Includes Conversational Storefronts, Agent Storefronts, and AI Insights capabilities.

Products and services

  • Kepler Platform Agentic commerce platform that makes e-commerce websites AI-ready, enabling structured product data and natural-language interactions for both humans and AI agents.
  • Agent Score AI benchmarking tool built with Visa that evaluates and scores website readiness for agentic commerce interactions.
  • New Generation Product API Private beta API providing endpoints for product search (vector similarity + LLM reranking), product retrieval by ID, and product filtering by PDP URL, with API key authentication.

Quantifiable outcome

  • 30% higher conversion rates compared to traditional channels for agentic commerce
  • +1 more outcomes

Companies that use New Generation

Customer profile

Named customers3 records

Segments3 records

Ideal customer profiles3 records

New Generation technology and API

Technology

Technology focussed Yes

API detail

Has API
Yes
API docs
API detail

Core technology

AI maturity

App detail

AI capability8 records

Feature7 records

New Generation partnerships and signals

Strategic signal

Partnerships

Three partnerships are on record, tiered core and flagship.

  • BarbariancoreGTM or Marketing Partner · 18 June 2026Barbarian, a New York-based creative and innovation agency, partnered with New Generation to integrate its Kepler intelligence platform into Barbarian's new Adaptive Brand Solutions practice. This partnership enables Barbarian to offer agentic commerce capabilities to brand clients including Citizen Watch America.
  • VisaflagshipStrategic or Co-development Partner · 10 June 2026Visa partnered with New Generation to develop Agent Score, a tool for benchmarking website readiness for agentic commerce. Agent Score is part of Visa's Intelligent Commerce platform. This is a flagship strategic partnership that integrates New Generation's technology directly into Visa's global payments network, reaching Visa's network of banks, merchants, and fintechs worldwide.
  • OpenAIflagshipStrategic or Co-development PartnerVisa announced a strategic collaboration with OpenAI to enable secure payments within agentic commerce. While this is a Visa partnership, it positions the broader agentic commerce ecosystem that New Generation operates within, as OpenAI's AI agents can interact with New Generation-powered merchant sites.

Scale indicators4 records

Recent moves6 records

Expansion highlights6 records

New Generation competitors and assessment

Company assessment

Broad incumbents

  • Shopify: Dominant e-commerce platform serving the same SMB and enterprise merchants as New Generation. Shopify is actively shipping AI features (Shopify Magic, Sidekick, AI storefronts) that overlap directly with Kepler's agentic and conversational capabilities.
  • Salesforce Commerce Cloud: Enterprise commerce platform with deep retail relationships and embedded AI (Einstein). Competes for the same enterprise brand budgets New Generation targets with Kepler and Agent Storefronts.
  • Adobe Commerce (Magento): Enterprise commerce platform with deep retail footprint and Adobe Sensei AI capabilities. Represents the incumbent stack that Kepler must integrate alongside or displace in brand customers.

Direct peers

  • Algolia: API-first search and discovery platform for e-commerce with AI-powered ranking and personalization. Directly comparable to New Generation's Product API in delivery model and target customer base.
  • Constructor.io: AI-first product discovery and search platform for retailers, using clickstream and behavioral signals to personalize results. Closely comparable to Kepler's vector + LLM reranking approach to product discovery.
  • Bloomreach: Commerce experience platform combining search, merchandising, and content with AI. Competes for the same enterprise brand budget and offers overlapping search and personalization functionality.
  • Klevu: AI-powered on-site search, merchandising, and product recommendations platform for e-commerce. Similar API-first delivery model and focus on natural language product discovery.
  • Coveo: Enterprise AI search and recommendations platform with strong commerce vertical offering. Comparable in API architecture, enterprise GTM, and use of AI to improve product discovery.

Emerging players

  • Syte: Visual AI and product discovery platform for retail, focused on image-based search and personalization. Comparable emerging AI commerce infrastructure play, though with a visual-first rather than agent-first angle.
  • Lily AI: AI platform for retail focused on product attribution and demand prediction, helping brands structure their catalogs for AI. Overlaps with Kepler's structured product data thesis from a merchandising rather than agent angle.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights6 records

Customer concentration

New Generation social profiles

Digital presence

New Generation financial estimates

Financial estimate

Revenue estimate

Valuation estimate

New Generation leadership team

Management profile

Number of profiles

Profiles3 records

New Generation funding detail

Funding detail

Funding overview

Funding rounds1 record

Investors5 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

New Generation M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about New Generation

What does New Generation do?

New Generation provides an AI-native commerce platform (Kepler) that transforms traditional e-commerce websites into agent-ready and conversational storefronts. It converts product catalogs into structured, machine-readable data, enables natural-language product discovery for shoppers, supports programmatic agentic checkout, and offers a Product API plus an Agent Score benchmarking tool (built with Visa) to evaluate website readiness for agentic commerce.

Is New Generation a public or private company?

New Generation is a private company. It is classified as venture growth investor backed and is currently operating.

When was New Generation founded?

New Generation was founded in 2024. It employs 1 to 10 people.

Where is New Generation based?

New Generation is headquartered in San Francisco, United States, in the North America region.

How does New Generation make money?

One revenue line is on record: platform Subscription / API Access.

Who are New Generation's main competitors?

Broad incumbents on record are Shopify, Salesforce Commerce Cloud and Adobe Commerce (Magento). Direct peers are Algolia, Constructor.io, Bloomreach, Klevu and Coveo. Emerging players are Syte and Lily AI.

Does New Generation have an API?

Yes. New Generation Product API in private beta that provides endpoints for accessing high-quality, direct product data from merchants. Capabilities include: product search using vector similarity and LLM reranking techniques (search by brand or across brands); product retrieval by ID; and filtering products by brand PDP URL. API endpoints: /api/v1/products/search, /api/v1/products/:id, /api/v1/products?url={url}, and /health. Authentication via API key in Authorization header. Developer documentation is at docs.new-gen.ai.

What industry is New Generation in?

New Generation's product category is AI-Native Commerce Software. Its primary akta.pro industry code is HDAEAKAI, Developer Experience Platforms for Enterprise (IDEs, CI/CD, Dev Portals), with a secondary code of BPAEAFAG, Enterprise Application Modernization (Monolith-to-Modules, Domain Modernization). Its NAICS code is 5132 and its SIC code is 7372.

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Live signals
Stock TitanNew Generation plans proprietary generative AI platformNew Generation Consumer Group (NGCG) announced the development of a proprietary generative AI platform, augmenting its AI infrastructure and server leasing strategy. The platform aims to facilitate natural language interactions, workflow automation, and data processing for consumer and enterprise applications.StripeOpen for agents: The programmable storefrontAt Stripe Sessions, Jonathan Arena, cofounder of New Generation, presented a talk on "commerce agents" — AI-powered systems that enable websites to interact naturally with both human shoppers and AI agents through dynamic, personalized interfaces. The presentation included live demonstrations using Quince as an example, showing how AI-generated storefronts can understand customer intent, generate bespoke product pages, and facilitate agent-to-agent shopping tasks like building capsule wardrobes within budget constraints. Arena argued that as more than half of internet traffic becomes non-human, retailers must adapt by making their websites "agent-ready" to avoid losing high-intent customers to competitors.The CurrencyGreg Kavanagh companies facing winding up petitions by Revenue - The CurrencyFour companies controlled by Greg Kavanagh face winding up petitions from Revenue Commissioners over alleged VAT issues. The High Court proceedings were lodged on April 16, with a hearing set for May 11. Kavanagh claims the companies have no assets and he is due tax over-payments and refunds exceeding €6 million.GlobeNewswireNew Generation Consumer Group Executes LOI to Acquire Revenue-Generating Operating Business with Approximately $20 Million in Annual RevenueNew Generation Consumer Group executed a non-binding LOI to acquire a parking business that generated about $19 million in fiscal 2025 revenue and is projected to generate about $20 million in fiscal 2026. The deal, subject to due diligence and closing conditions, could close within 90 days and would transition the company into a revenue-generating operating platform.GlobeNewswireNew Generation Consumer Group Moves from AI Infrastructure Announcement to Deployment with Signed Server Purchase OrderNew Generation Consumer Group signed a server purchase order to deploy AI server systems, advancing its AI infrastructure roadmap. The company plans to lease servers via hourly, short-term, and contract arrangements, aiming for recurring revenue. Management expects future updates as deployment progresses.Stock TitanNGCG hires AI consultant for near-term revenue pushNew Generation Consumer Group, Inc. (NGCG) announced it has entered into a consulting agreement to support the development and launch of an artificial intelligence line of business aimed at generating near-term revenue opportunities. Under the agreement, the consultant will assist with identifying, structuring, and executing strategic AI initiatives including commercialization planning, customer outreach, operational implementation, and go-to-market execution. The company stated it will provide updates as key milestones are achieved and specific revenue initiatives are finalized.PR NewswireNew Gen Unveils Kepler, Retail's First Agentic Commerce Platform for Agent-Ready and Conversational WebsitesNew Gen, a technology company building e-commerce infrastructure for the AI internet, announced the launch of Kepler, described as the retail industry's first end-to-end agentic commerce platform that enables retailers to upgrade their websites to be AI-ready. The platform allows AI agents to discover products and enables natural-language shopping experiences, running alongside existing e-commerce platforms with no downtime required. Alongside the launch, New Gen introduced the Kepler Agent Score, the industry's first benchmark measuring how well AI agents navigate and shop on retail websites, with 150 brands having already completed the assessment.RetailtimesNew Gen launches conversational commerce platform to uncover Halloween shopper trends in real timeNew Generation launched its Conversational Tracking platform, a tool that translates shoppers' natural language requests into real-time SKU matching to help retailers align inventory with demand. The technology aims to capitalize on the surge in AI-driven retail traffic and improve merchandising accuracy during peak shopping periods like Halloween. Market leaders such as Nike, Ralph Lauren, and Daydream are already experimenting with similar conversational shopping applications.