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Envive

San Francisco, US · Founded 2023 · 30 employees on LinkedIn · 7 known investors

Find your way into Envive

467 people in our graph share verified history with the Envive team — schools, employers, funds. One of them is your warm intro.

Andrewunlockedknows Matthew Peters · together at University of Washington (overlapped)
knows the team · via Ai2
×2knows the team · via University of Washington
×3knows the team · via University of Massachusetts Amherst
×2knows the team · via The University of Texas at Austin
knows the team · via Quora

Envive provides an AI intelligence layer for eCommerce brands, offering an "Adaptive Storefront" sales agent that converts shopper questions into personalized recommendations across on-site, email, SMS, landing pages, and product pages. It also enriches product catalogs for AI-driven search discoverability and generates SEO/GEO-optimized content, using a dedicated model per brand with reinforcement learning.

Also known as Envive AI · Spiffy

Founders & leadership

Envive was founded in 2023 by Aniket Deosthali, Sameer Singh, Iz Beltagy, Matthew Peters, and Aniket D.

ADAniket Deosthali
Aniket DeosthaliCo-Founder
SSSameer Singh
Sameer SinghinCo-FounderSameer Singh is a computer science professor at UC Irvine and co-founder and CTO of Envive AI, where he has built an AI platform for eCommerce that reaches brands like Spanx and Supergoop. His research on machine learning interpretability and evaluation—including LIME, Anchors, and CheckList—has been widely cited and recognized with an NSF CAREER award and selection as a Kavli Fellow by the National Academy of Sciences.
IBIz Beltagy
Iz BeltagyinCo-FounderIz Beltagy earned a PhD in Computer Science from the University of Texas at Austin and previously led the scaling team for Olmo language models at the Allen Institute for AI. He co-founded Envive, which provides an AI intelligence layer for eCommerce brands.
MPMatthew Peters
Matthew PetersinCo-FounderHe previously worked as a senior research scientist at AI2 focused on large language models and natural language processing applications.
AD
Aniket DFounder

Investors · 7

Also in the syndicate · 1

Fuse VClead

Company profile

researched Aug 2026

Envive AI develops an "intelligence layer" for digital commerce: brand-safe, self-improving AI agents that operate across the shopping journey, from awareness and product discovery through browse, consideration, purchase and post-purchase retention. The company's core product is the Adaptive Storefront, a sales agent for top-of-funnel traffic that engages shoppers on surfaces the brand already owns — on-site, email, SMS, landing pages and LLM-referred traffic — and can be extended as an add-on onto product detail and product listing pages so shopper questions are answered in place without redirects. Additional modules include ACP data enrichment, which restructures product catalogs so items are more discoverable across LLMs and AI-driven search, and SEO/GEO content generation that uses live queries from the sales and search agents to produce content aligned to actual shopper searches.

The platform integrates signals from every user touchpoint and directs actions in real time, with cooperative agents that share context rather than operating in silos. Envive also provides marketer-facing insights, surfacing the questions shoppers ask so teams can build abandonment flows for email and SMS, diagnose friction on paid-ads landing pages, and identify catalog gaps on PDPs. Stated outcome areas are higher on-site conversion, larger average order value through integrated bundling recommendations, and stronger retention.

Founding story

Founded in 2023, Envive was co-founded by a team combining AI research and retail operating backgrounds: CEO Aniket Deosthali, who previously led generative AI at Walmart and scaled Walmart's commerce AI; Chief Scientist Iz Beltagy, creator of the Allen Institute for AI's OLMo model; Chief Architect Matt Peters, co-inventor of ELMo; and CTO Sameer Singh, a reinforcement learning and NLP-safety researcher.

Business model

Envive sells its agentic commerce platform to eCommerce brands as a vendor-hosted software product, with a core Adaptive Storefront offering plus add-on modules (PDP/PLP coverage, ACP catalog data enrichment, SEO/GEO content). Prospect intake qualifies companies by ecommerce platform, industry, average order value and whether they generate at least $5M/year in US website revenue.

Envive is sold as a commercial software platform to brands, with a core Adaptive Storefront product and additional paid add-on modules; specific pricing terms are not disclosed publicly.

Traction

Envive says its platform has been used by consumer brands including Spanx, Supergoop!, Coterie and Wine Enthusiast to increase on-site conversion, improve rankings in generative search channels and drive retention. The company projected 5x growth in 2025 at the time of its Series A. A testimonial from Kelly Goldston, Chief Digital Officer at Curated, cites improved site conversions.

Latest developments

In September 2025 Envive announced a $15 million Series A led by Fuse VC with participation from Point72 Ventures and the AI2 Incubator, bringing total funding to $20 million, to expand its self-improving agent platform. Recent product emphasis includes ACP catalog data enrichment for discoverability in LLM and AI-driven search, SEO/GEO content generation, and an evaluation framework for accuracy and safety of customer-facing conversations.

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

Market position

Envive positions itself in the emerging "agentic commerce" category as an intelligence layer for brands rather than a wrapper around general-purpose LLMs, emphasizing brand safety, control and continuous learning. Investors cite the company's mix of AI research depth and retail operating experience; McKinsey research cited in the funding announcement notes that more than 25% of Gen Z consumers have used AI tools to help make purchasing decisions.

Envive cites a dedicated per-brand model trained on the brand's own catalog, voice, policies and reviews instead of a shared model or GPT wrapper; reinforcement learning applied to every interaction so sessions compound; MCP-based exposure of first-party intent data to the brand's LLM of choice; and a pre-launch evaluation regime covering brand alignment, model accuracy and compliance with published scores and criteria.

Technology

Envive uses a reinforcement-learning-based intelligence layer that learns from user behavior and orchestrates cooperative, brand-aligned agents across the funnel. Each brand receives a dedicated model trained on its catalog, voice, policies and reviews rather than a shared model or an LLM wrapper, and questions adapt dynamically per session. The Model Context Protocol (MCP) is used to expose first-party shopper intent data to a brand's chosen LLM and compound data across systems. Before deployment, each model passes evaluations for brand alignment, product-knowledge accuracy and compliance/guardrail enforcement, with scores and criteria exposed to the customer. The company states the intelligence layer's capability grows as underlying foundation models advance, extending from simple actions to multimodal experiences.

Go-to-market

Direct sales via demo requests on the company website, with an intake form segmenting eCommerce brands from agency and technology vendors. Deployment is positioned as fast, with the Adaptive Storefront live in under three weeks and connected to a brand's existing analytics. Customer proof points and success stories from named consumer brands, plus published insights content and partner interviews, support the funnel.

Established consumer and eCommerce brands, with a stated focus on Shopify and Shopify Plus merchants and support for headless and Salesforce Commerce Cloud setups. Intake covers categories including apparel and fashion, automotive, baby and parenting, beauty and skincare, food and beverage, home and lifestyle, jewelry and accessories, and sporting goods and outdoors, and screens for at least $5M in annual US website revenue.

Geography

Described in the Series A announcement as Seattle-based; the company serves US-focused eCommerce brands and screens prospects on US website revenue.

History

The company was founded in 2023 and is backed by Fuse VC, Point72 Ventures and the AI2 Incubator, with Point72 Ventures described as an early investor. It previously operated under the name Spiffy, referenced on the current site. In September 2025 it announced a $15 million Series A led by Fuse VC, bringing total funding to $20 million.

Compiled by commissioned research from 8 cited public sources — announcements, filings, and press listed under research sources below.

Key figures

latest reported
Length of shopper questions at top of funnelJan 202550% longer questions from shoppers engaging top-of-funnel
Projected growth in 2025Sep 20255x growth projected in 2025
Time to go live with Adaptive StorefrontJan 2025under 3 weeks
Total funding raisedSep 2025$20M

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

Founder mafia

3 people who came through Envive went on to found or lead other companies.

Competitors · 9

by search overlap
BigCommerce (NASDAQ:CMRC)137 shared keywordsBigCommerce is a cloud-based ecommerce platform that enables merchants and retailers to build and manage online stores. The company serves retailers of all sizes across 150+ countries.
Salsify87 shared keywordsSalsify offers a product experience management (PXM) platform with tools for centralizing product content, syndicating it across channels, enriching product pages, and analyzing digital shelf performance. It serves brands and retailers looking to manage and optimize product data for ecommerce and omnichannel commerce.
BloomReach86 shared keywordsBloomreach provides an AI-powered personalization platform (Loomi) with apps and agents spanning email, web, ads, search, and conversational shopping for ecommerce and marketing teams. Its Commerce Experience Cloud combines customer data, site search, content management, and marketing automation to deliver real-time personalized customer experiences.
Yotpo78 shared keywordsYotpo offers loyalty and retention software for eCommerce brands, letting them build points-based, tiered, and VIP rewards programs with digital wallet passes, integrations, and analytics. The platform serves both small businesses and enterprises and connects with eCommerce platforms, POS systems, CRMs, and marketing tools.
Voyado76 shared keywordsVoyado provides AI-powered customer engagement, product discovery, and loyalty solutions for retailers to increase revenue. The platform tailors its services to individual retail businesses rather than offering generic functionality.
Algolia68 shared keywordsAlgolia provides an API platform that enables developers to integrate search and discovery functionality into websites and mobile applications, serving thousands of companies across e-commerce, media, and SaaS.
Optimizely61 shared keywordsOptimizely develops an AI-powered marketing operating system used by over 10,000 businesses to manage campaigns and conduct experiments. The platform serves marketing teams across enterprises globally.
Dynamic Yield60 shared keywordsDynamic Yield offers Experience OS, a personalization and A/B testing platform that uses AI to match content, products, and offers to individual customers across digital channels. It serves enterprise brands and integrates with existing tech stacks including data management platforms, eCommerce systems, email marketing, and web analytics tools.
Insider One58 shared keywordsInsider One is an agentic customer engagement platform that uses predictive, generative, and agentic AI to automate marketing decisioning and personalization across channels such as SMS, WhatsApp, email, and search. It serves brands and marketing teams seeking to deliver personalized, autonomous customer engagement and improve conversions.

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

Timeline · 1

launches, deals, and filings
Sep 2025
Envive AI announces $15M Series A led by Fuse VC

Envive AI announced the close of a $15 million Series A round led by Fuse VC, with participation from Point72 Ventures and the AI2 Incubator, bringing total funding to $20 million.

$15M source ↗

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

In the news

Research sources · 8

primary sources listed

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

Frequently asked questions

What does Envive do?
Envive builds a reinforcement-learning intelligence layer of brand-safe AI shopping agents for eCommerce brands.
Who founded Envive?
Envive was founded by Aniket Deosthali, Sameer Singh, Iz Beltagy, Matthew Peters, Aniket D in 2023.
Who are Envive's investors?
Envive's investors include Allen Institute for AI (AI2) Incubator, Ascend Venture Capital, FUSE, J4 Ventures, Point72 Ventures, AI2 Incubator.
Where is Envive headquartered?
Envive is headquartered in San Francisco, US.