No ledger for AI spending
How much did your team spend on AI this month? What did it produce? You can't put a ledger together.
How to become an AI-native organization
Not another AI tool — a fabric to manage all your AI, aligned with your organization.
Multi-person × multi-agent · Digital twin of your org · AI that matches how you actually work
DEMO DATA
Actual product in motion
What we solve
Three real situations e-commerce founders are likely facing
Playbooks live in senior heads
Your five-year veteran quit. The playbooks in her head walked out with her.
Pyramid attenuates frontline signals
Customer service has had the same complaint all morning. You hear about it three days later in the weekly meeting.
Many tools, but no fabric
Tools are easy to buy — but they don't talk to each other, data belongs to individuals not the company, nothing aligns with your org. Firefly is the fabric that manages them.
No fabricEach isolated · data with individuals
Marketing AI
Support AI
Warehouse AI
Finance AI
(互不说话)
With fabricAll connected · aligned with org
Marketing AI
Support AI
Warehouse AI
Finance AI
Firefly fabric
Firefly is that fabric.
Six core capabilities
The core modules of the Firefly Organization OS
Digital twin of your org
Map your real departments, employees and reporting lines into a digital skeleton AI can execute on.
Dedicated Agents
One Agent per employee. Persistent identity, isolated memory, growing skills. When an employee leaves, their Agent is archived but memory stays with the organization.
A2A lateral protocol
Agents don't talk through group chats. They talk laterally over a protocol. Seven message types from silent sync to mandatory escalation.
Human-in-the-loop gates
AI always proposes, humans always decide. Every key gate requires a human press, every press leaves an audit trail.
Collective intelligence
When one Agent isn't enough, convene a meeting. Four rounds of iterative speaking, structured minutes, automatic drift detection.
SOP engine
Compile organizational SOPs into executable DAGs. LLMs draft candidates, Agents revise from each department's view, humans approve node by node.
See the product
A few modules in real operation
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A glimpse of how it's used
How does a 7-department, 3-timezone cross-border e-commerce team use Firefly to align AI with their organization? From super-individual (OPC) to super-team (OTC) — the real leverage of organizational collaboration unlocks.
Our ecosystem
Who we're building with
Customer partners
Working with multiple brand-led and channel-led e-commerce companies.
Brand-led
Brand-led
Brand-led
OPC community partners
Co-building with top OPC communities across China.
Shanghai
Shanghai
Shenzhen
Firefly won the ATTRAX SHENZHEN HACKATHON and reached an initial partnership with the organizers — a platform-level path to onboard the OPC ecosystem.