ProductFlow · Agent-first
An Agent-first enginefor product knowledge
Drag your materials into the Agent and they become a connected knowledge base — modeled as an ontology, held in live memory, and put to work to create, run, and keep evolving under your authorization.

Intake
Drag it inIt becomes knowledge
Drop a product folder — or any mix of materials — onto the Agent. It organizes them into associated material, extracts the relationships between them, and ingests everything into a knowledge base.
Ontology
Your whole spacemodeled as an ontology
ProductFlow is built on a product and user ontology — we model your entire space as one ontology covering four kinds of knowledge: your documents, your company knowledge, your product knowledge, and your industry knowledge.
- Documents — your files, decks, and specs
- Company knowledge — how your team works
- Product knowledge — what you make and sell
- Industry knowledge — the market around you
Modeling the whole space as an ontology is what makes the knowledge connected — and callable.
Knowledge base
A knowledge basethat works for you
It doesn't just store your materials. The Agent creates, edits, and answers grounded in them — with memory tracked in real time, so what it knows stays current as your space changes.
- Creates and edits grounded in your materials
- Answers with what it actually knows about you
- Memory tracked in real time

Evolution
Knowledge thatkeeps evolving
Under your unified authorization, ProductFlow turns knowledge into marketing strategy. Once frontend material is delivered, performance data flows back, knowledge sediments, and the whole base grows sharper — cycle after cycle. That continuous evolution is the core value.
Ways to work
Two ways to work
Work inline with a Copilot-mode Agent for conversational, in-the-moment tasks. Or hand off to Background Agents — an Agentic Workflow we generate for you after your consent that runs on a schedule or on demand, executing automatically when a condition triggers: a time arrives, or external input lands.
Connectors
Connect everythingwith MCP
Define custom MCP to bring in the software and platforms you already use — through connections you authorize — plus an official MCP series for the channels that matter: Taobao, Douyin, Shopify, and Lazada.
How it works
From dropped materialsto evolving knowledge
Four steps, run by the Agent — you stay in control through authorization and consent.
Drag in & ingest
Drop materials onto the Agent; it relates and ingests them into a knowledge base.
Model as ontology
Your whole space is modeled as one ontology across four kinds of knowledge.
Create with Agents
Work inline with Copilot, or hand off to Background Agents you consent to.
Deliver, measure, evolve
Ship material; performance flows back and knowledge keeps evolving.
Capabilities
What the Agentbrings to your space
Agent intake & relations
Drag materials in; the Agent relates and ingests them into a knowledge base.
User-space ontology
Your whole space modeled as one ontology across four kinds of knowledge.
Live memory
Create, edit, and answer grounded in materials, with memory tracked in real time.
Continuous evolution
Strategy ships, performance flows back, knowledge sediments and compounds.
Copilot + Background Agents
Inline conversational work, or workflows that run on a schedule or on input.
Custom & official MCP
Bring your own software, plus an official MCP series for key channels.
Use cases
What teams buildwith ProductFlow
Image, video & copy generation
Generate on-brand creative from your product knowledge.
Automated multi-platform publishing
Push listings and content to your stores and marketplaces automatically.
Customer-service operations
Answer and act on customer questions grounded in your product knowledge.
Team knowledge base
One connected, evolving knowledge base your whole team can query.
Automation agents
Background Agents that run on a schedule or trigger to do the work for you.
Brand marketing
Strategy and material that improve as performance data flows back.
Delivery
One knowledge baseevery channel
Because everything is generated from one connected knowledge base, what ships to each channel stays consistent — and the performance it earns flows back to sharpen what comes next.
- Consistent facts and voice across channels
- Delivery measured, not just published
- Performance feeds the next cycle

Powered by AVIA
Ontology memory and data backflowall built on AVIA
ProductFlow's product and user ontology, its live memory, and the data backflow that lets knowledge evolve all run on AVIA's data foundation — always under your authorization and your keys.
1
Unified ontology
4
Knowledge domains
∞
Evolving, continuously
BYO
Authorization & keys
FAQ
ProductFlowanswered
Nothing runs without you. Strategy generation, marketing, Background Agents, and connectors all act under your unified authorization and your keys — you grant consent before a workflow is created, and you can withdraw it.
Put your productknowledge to work
See ProductFlow turn dropped materials into a knowledge base that creates, runs, and keeps evolving.