The foundation for a world where AI agents do the shopping.
Today's marketing infrastructure was built for human eyeballs — HTML, visual merchandising, persuasive design. Tomorrow's runs on structured data, APIs and machine-readable feeds. We turn fragmented catalogs, inconsistent pricing and siloed systems into structured, agent-accessible architecture.
The shift
The problem no one's talking about.
- 01
The current web is hostile to AI agents.
When ChatGPT, Claude or Perplexity handle the research-to-purchase loop, they are not browsing your website. They are querying structured data.
- 02
PDFs and spreadsheets don't answer queries.
If your product information lives in PDFs, spreadsheets and inconsistent feeds, you don't exist to the agents increasingly mediating commerce.
- 03
A CDP or a warehouse is a different job.
CDPs and warehouses organize data for human analysis. Marketing Infrastructure structures data for agent consumption — a different output format, different protocols, a different purpose. We build for both at once.
Live demo
Three systems. One record. Every reader.
One pendant, described three different ways by the systems that hold it — pulled into one structured record that a dashboard and an agent both read.
Storefront
Walnut Drum Pendant 18in
- sku
- NS-WD-18
- price
- $680.00
- stock
- In stock (12)
Price sheet · row 214
Spec sheet · PDF p.3
Model WD-18 — drum pendant
Ø 457 mm, walnut veneer, oiled.
● 3 names · 2 prices · 1 blank stock count · mm, not inches
- store
- sheet
- spec
One recordNS-WD-18
- name
- Walnut Drum store
- sku
- NS-WD-18 store + sheet
- price
- $680
$650store · live - availability
- In stock · 12 store
- diameter
- 18 in · 457 mm spec · normalized
- finish
- Walnut veneer spec
- sources
- 3 systems
✓ 2 conflicts resolved · 1 unit normalized
Your team · catalog dashboard
| Product | Price | Stock |
|---|---|---|
| Field Side Table | $540 | In stock |
| Walnut Drum | $680 | In stock |
| Reverie Runner | $390 | Low |
An agent · query
walnut pendant, under 20 in wide, in stock?
- match
- NS-WD-18 · Walnut Drum
- diameter
- 457 mm
- price
- 680 USD
- availability
- in_stock
● both read NS-WD-18 — the same record
What's built in
What we build.
Structured data architecture
JSON-LD schemas, API-first design, machine-readable catalogs. We structure your product data so agents can query it, compare it and act on it — not just display it for humans to read.
Real-time data pipelines
Batch updates are a liability. When inventory changes, pricing shifts or availability fluctuates, your infrastructure needs to reflect reality, so agents always see accurate information.
Identity graph
Unify customer identities across touchpoints and systems. When the same person interacts via your website, an AI shopping assistant and your showroom, you need one record — not three.
Multi-source normalization
A typical business has data in CRMs, ad platforms, ecommerce systems, spreadsheets and legacy databases. We normalize it into a single, queryable foundation that serves both human dashboards and agent queries.
Privacy-native architecture
GDPR, CCPA and evolving regulations built into the infrastructure from day one. Privacy isn't a compliance checkbox — it's an architectural decision that compounds over time.
Integration layer
Connect any system with an API. Native connectors for major platforms, plus custom integrations for specialized needs.
Questions
Asked before you ask.
We already have a website. Isn't that enough?
Your website is built for human eyes. Agents don't browse — they query. Without structured, machine-readable data, your business is invisible to the AI assistants increasingly mediating commerce. The website is table stakes. Agent-accessible infrastructure is the next layer.
What about our existing tech stack?
We work with what you have. The goal isn't replacement — it's normalization and exposure. Your CRM, ecommerce platform and ad tools remain. We add the structured layer that makes them queryable.
How long does implementation take?
Depends on complexity. Simple structured data layers deploy in weeks. Full infrastructure transformations take months. We deliver value in phases — you don't wait for everything to be complete before seeing results.
Keep exploring
More in Technology.
- Semantic SearchVector-native semantic search that understands intent, context and natural language — typo-tolerant, behavior-trained, queryable by humans and AI agents alike.
- AI ShoppingConversational AI that knows your catalog, speaks your brand and guides shoppers from discovery to confident purchase — for humans and AI agents alike.
- PricingOne plan launches your storefront, adds your products and services, imports your customers and gets you paid — plus capacity and Neural Labs services when you want them.