Structured Intelligence
Ontologie Labs is developing structured intelligence for the agentic commerce era — research and tooling that helps merchants become discoverable, comparable, and trustworthy to the AI agents mediating the next generation of commerce.
The Shift
Every retail era creates a shift in how buyers discover and evaluate products. We are entering the third era — where AI agents mediate discovery, recommendation, and transaction on behalf of consumers.
Era 01 — Physical Space
Shelf placement, layout, and in-person assistance guided discovery. Retailers controlled every touchpoint.
Era 02 — Digital Screens
Search relevance, reviews, and conversion funnels replaced the shop floor. Merchants invested in SEO and digital merchandising.
Era 03 — The New Frontier
Agents dominate discovery and recommendation, treating merchants as endpoints. Retailers lose direct control of the discovery layer.
The Approach
We are developing AI models to extract layers of structured semantic metadata from inventory data — creating rich, machine-legible representations that agents can reason over with confidence.
Inventory today is built for human eyes: visual merchandising, buried constraints, and implicit meaning. For agents to discover, compare, and transact confidently, that inventory needs to become structured, comparable, trustworthy, and explainable. Structured intelligence can enable this whether delivered as a middleware layer, a merchant-side enrichment capability, or directly embedded into commerce workflows.
"In an agent-mediated world, the retailer's moat shifts from owning discovery to knowing the inventory."
Progressive Enrichment Framework
Agent Card
Summary, key specs, uncertainties, clarifying questions — optimized for agent consumption.
Context & Compatibility
Room fit, style pairings, occasion, season.
Trust Signals
Authenticity, condition, return risk, fraud indicators, delivery.
Aesthetic & Semantic Layer
Style scores, hex colors, finish, pattern, mood tags.
Category-Specific Entity
Category and entity-specific attributes extracted at depth.
Universal Product Base
Identity, price, images, embeddings, raw corpus.
Existing Standards (Intake)
Schema.org, Google Taxonomy, eBay, Etsy, Shopify.
Services
We are building the Progressive Enrichment Framework — a layered approach to extracting structured semantic metadata from inventory data. The goal: inventory that agents can discover, reason over, and act on with confidence, whether through a middleware layer or directly within merchant systems.
Navigate the agentic commerce transition with clarity. Drawing on deep experience leading Buyer AI at eBay, we help retailers and platforms assess readiness, define strategy, and prioritize the highest-leverage investments.
About
Ontologie Labs is an early-stage venture exploring the structured intelligence layer that makes inventory computable and legible for the agentic commerce era.
The work is grounded in first-hand experience with the gap between how merchants describe products and how machines — and now agents — interpret them. We are in active proof-of-concept development and interested in early conversations with merchants, platforms, and investors who are thinking about this transition.
Founder bio →"The retailer's moat may shift from owning discovery to knowing the inventory."
Sri-G Madhvanath · Founder CEO, Ontologie Labs
Recent Talk
Retail Discovery: From Storefront to Agent
Center for Retail Innovation & Strategy Excellence (RISE), UT Dallas — March 2026
Feb 2026
When the agent becomes the interface, where does personalization live? On the agent that travels with the user across every site and session — or on the merchant that only knows what happens within its own walls? An exploration of the discontinuity ahead.
Read → nandi.blogFeb 2026
If agents increasingly know the user, what remains as the merchant's competitive advantage? The argument that for merchants sitting on large amounts of unstructured supply-side data, the moat shifts from knowing the user to knowing the inventory.
Read → nandi.blog
Get in touch
Whether you're a merchant thinking about agentic commerce readiness, a platform exploring protocol strategy, or an investor interested in what we're building — we'd like to hear from you.
srig@ontologielabs.com