/Companies

Kaavio

Techstars '25

Danville, US · Founded 2024 · 8 employees on LinkedIn · 3 known investors

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Kaavio provides AI-powered product content management for distributors and manufacturers, automating the creation, validation, and deployment of product data across e-commerce and catalog systems. The platform learns from existing data sources and generates clean, structured product content at scale.

Also known as Kaavio AI · KaavioAI

Founders & leadership

Kaavio was founded in 2024 by Derek and Sam.

D
Derek
S
Sam

Investors · 3

Company profile

researched Sep 2026

Kaavio is an AI product content platform for B2B distributors and manufacturers. It builds AI-powered workflows that source and validate product data from unstructured inputs — spec sheets, supplier catalogs, technical documents, PDFs, CSVs and the web — and turn them into market-ready content that can be published across e-commerce and catalog systems. The company frames the underlying problem as the gap between the data a distributor holds and what it can actually show online: supplier data chased through templates and portals, long-tail catalog gaps, and a perpetual content backlog managed by small teams against catalogs that can run to millions of SKUs.

The product follows a five-stage workflow: source (web, supplier data, PDF, CSV), validate (AI checks for completeness, accuracy and consistency), create (descriptions, structured attributes, FAQs), deploy (PIM, e-commerce, channels) and measure (content performance and coverage). Outputs include structured attributes for PIM systems, SEO-ready product descriptions for websites, product comparison and substitute recommendations intended to support cross-sell and upsell, educational content for sales and support teams, and partner-ready data in requested formats. An earlier positioning described on the Techstars company profile emphasizes dynamic product page enhancements embedded into e-commerce sites — optimized descriptions, FAQs and related products with interactive comparison tables — to help technical buyers get precise answers, find alternatives and complementary products, and decide faster.

Kaavio states that its systems require no change to a customer's existing ERP, PIM, MDM or CMS stack, learning instead from the data the customer already has. The company reports that customers see a 90% reduction in the time and effort required to publish market-ready SKU content online, and describes extracting images, descriptions and structured data for 10,000-plus products in days rather than months.

Founding story

Kaavio was founded in 2024 by Derek Gregg and Sam Bobb after both spent their careers inside companies selling technical products to professional buyers. Gregg co-founded Vandalia Research, building products spanning forensics, scientific tooling and STEM education, completed an MBA at Carnegie Mellon (Tepper), and led go-to-market and operations at Quartzy; he is Co-Founder and CEO. Bobb, Co-Founder and CTO, was a data and engineering leader at Octopart (YC W07), where the company cites 3x conversion and 50%+ revenue growth, and built PIM and search for more than 10 million products at Volition, also serving as Head of Engineering. The founders describe repeatedly hitting the same problem: product knowledge lived in spec sheets and PDFs that downstream systems could not use, leaving small teams with massive catalogs and no tool for the space between having data and having a live product page.

Business model

Kaavio sells a B2B software platform to distributors and manufacturers that layers onto existing systems rather than replacing them, integrating with ERP, PIM, MDM and CMS tools. The platform ingests customers' existing source material — price lists, part numbers, supplier catalogs, spec sheets and PDFs — and returns validated, structured content deployed back into the customer's systems and sales channels. Engagement typically begins with a demo in which the company processes a supplier, a product category or a PIM export supplied by the prospect.

Traction

Kaavio reports customers among leading distributors and manufacturers, with site testimonials attributed to a Fortune 500 distributor, a leading North American HVAC/plumbing distributor, a national lab supplies distributor, a top-50 industrial distributor and a senior product analyst. The company reports a 90% reduction in time and effort to get market-ready SKU content online and extraction of images, descriptions and structured data for 10,000-plus products in days instead of months. It is at pre-seed stage with roughly six employees and $2.9 million in disclosed funding as of May 2026.

Latest developments

In May 2026 Kaavio announced a $2.9 million pre-seed round led by Baukunst, with participation from Techstars, Looking Glass Capital and other investors, to be used to accelerate product development and expand its customer base. CEO Derek Gregg framed the company's ambition as going directly from source documents to publishable product content and helping companies build what he called the agentic future of commerce. The company is hiring for Applied AI Engineer and Data Engineer/Backend Engineer roles.

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

Market position

Kaavio positions itself in B2B e-commerce product content and product information management for industrial, HVAC/plumbing, electrical and scientific distribution. It cites market context of B2B buyers spending $8.5 trillion online by 2030 — described as five times consumer e-commerce and growing twice as fast — while 83% of B2B sellers report their product data is incomplete or outdated. Its site references customers including a Fortune 500 distributor, a leading North American HVAC/plumbing distributor, a national lab supplies distributor and a top-50 industrial distributor.

Kaavio's stated design principles are that context matters more than structure — treating source documents rather than spreadsheets as the product source of truth — that customers can start with whatever minimal data they already have, such as a price list of part numbers, manufacturers and costs, and that AI outputs should be human-first: every output citable, every decision traceable, with humans kept in the loop. The company also emphasizes that its platform sits on top of existing ERP, PIM, MDM and CMS systems rather than requiring migration, and that its founders come from operating roles inside companies that sell technical products to professional buyers.

Technology

AI-driven workflows for extracting, validating and structuring product information from unstructured technical documents. Engineering role descriptions reference research agents, retrieval-augmented generation over large catalogs, structured extraction, and evaluation work to make AI outputs trustworthy in production, supported by a data platform with durable workflows, APIs and infrastructure for a data-intensive AI application. The platform integrates with ERP, PIM, MDM and CMS systems and emphasizes citable outputs and traceable decisions.

Go-to-market

Kaavio markets directly to distributors and manufacturers through demo-led sales, inviting prospects to submit a supplier, a product category or a PIM export for a demonstration of the resulting content. It publishes a blog covering B2B e-commerce and product content topics and recruits via a public jobs repository, directing applicants to founders@kaavio.ai. Coverage in wholesale-distribution trade press (Modern Distribution Management) accompanied its funding announcement.

Industrial, HVAC/plumbing, electrical and scientific/laboratory distributors and manufacturers managing large technical catalogs — in some cases millions of SKUs — along with the marketing, sales, customer support and operations teams that depend on product data. End buyers described include contractors, plumbers and lab researchers sourcing technical products.

Geography

United States, with locations listed in San Francisco, California and Danville, California. Customers cited include North American distributors in HVAC/plumbing, industrial and laboratory supply.

History

The company was founded in 2024 by Derek Gregg and Sam Bobb, who had previously worked together in the technical-products e-commerce space. Gregg publicly introduced the company in October 2024 as an AI-first product data layer for B2B e-commerce. Kaavio went through Techstars and, in May 2026, announced a $2.9 million pre-seed round led by Baukunst with participation from Techstars and Looking Glass Capital. It is listed with offices in San Francisco and Danville, California, and around six employees, and is hiring applied AI and data/backend engineers.

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

Key figures

latest reported
EmployeesMay 20266 people
HeadcountAug 20268
Headcount rangeJan 20261-10 employees
Reduction in time and effort to get market-ready SKU content online (company-repMay 202690%
Total fundingMay 2026$2.9M

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

Related companies · 1

Companies working in the same space as Kaavio.

Timeline · 3

launches, deals, and filings
May 2026
Kaavio raises $2.9M pre-seed led by Baukunst

Kaavio announced a $2.9 million pre-seed round led by Baukunst with participation from Techstars, Looking Glass Capital and other investors; proceeds earmarked for product development and customer expansion.

$2.9M source ↗

Jan 2026
Hiring for Applied AI Engineer and Data Engineer roles

Kaavio published open roles for an Applied AI Engineer (research agents, RAG over large catalogs, structured extraction, evals) and a Data Engineer/Backend Engineer (data platform, durable workflows, APIs, infrastructure).

source ↗

Oct 2024
Founders publicly introduce Kaavio as an AI-first product data layer

Co-founder Derek Gregg published a post describing the launch of Kaavio, an AI-first product data layer for B2B e-commerce, co-founded with Sam Bobb.

source ↗

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

▸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 Kaavio do?
Kaavio turns spec sheets, supplier catalogs and PDFs into validated, market-ready product content for B2B distributors and manufacturers.
Who founded Kaavio?
Kaavio was founded by Derek, Sam in 2024.
Who are Kaavio's investors?
Kaavio's investors include Baukunst, Techstars, Looking Glass Capital.
Where is Kaavio headquartered?
Kaavio is headquartered in Danville, US.