Distill Your Team's WisdomInto Expert Agents
Distill your top sellers, operators, support and short-video lead-gen experts — AI agents that stay human 24/7 across WeChat, Xiaohongshu, WeCom, Douyin, WhatsApp and more.
Who to reach · What to say · What to do next
Distill the team's best way of working and tone, into every conversation — getting sharper every week.
Four Expert Agents, Delivered & Validated
Not a generic AI assistant. Flowan distills your team's wisdom into expert agents the whole team can call on.
Private Domain Expert Agent
WeCom and WeChat full funnel: Moments, groups, DMs, Channels operations, and smart support. It distills the team's strongest judgment on how to talk to different customers.
Improve repurchase rates · Cases: leading bank, community, and creator teams
Social Media Expert Agent
For Xiaohongshu and other platforms: batch content generation, matrix account management, and unified distribution. It distills the team's strongest judgment on topic choice and hit-making.
Multiply content capacity · Cases: leading infant formula and jewelry brands
B2B Sales Expert Agent
Distill the team's strongest judgment on who to reach, what to say, and what to do next — turning tacit know-how into a team capability.
Let new reps start at the team's highest waterline · Cases: leading jewelry and ticketing wholesalers
AI Short-Video Lead-Gen Expert Agent
Distill the team's strongest judgment on topic, script, hook, and pacing — then produce brand-fit scripts and videos at scale while testing winners.
Raise short-video lead-gen efficiency and hit rate together · Cases: sleep science expert and local factory service provider
Cover WeChat, Xiaohongshu, WeCom, Douyin and more. 1000+ clients, backed by MiraclePlus.
9 Industries Can Use Flowan
Whatever your industry, if your team holds locally-strongest judgment, Flowan can distill it into an agent the whole team can use.
Education
AI teaching assistants answer repetitive questions 24/7 so human tutors spend time on higher-value guidance.
E-commerce
Smart support, payment reminders, and after-sales keep night orders from slipping away.
Healthcare
Patient follow-up, medication reminders, and health education raise both efficiency and satisfaction.
Finance & Insurance
Plan recommendations, renewal follow-up, and customer profiles help advisors focus on high-value clients.
Beauty & Local Services
Appointment reminders, community operations, and repurchase outreach raise repeat business.
Knowledge Commerce
Methodology delivery, student coaching, and community Q&A multiply an IP business service capacity.
Real Estate
AI property advisors, need matching, and viewing follow-up lift both agent efficiency and lead conversion.
Restaurant Chains
Member reactivation, visit reminders, and campaign pushes turn dormant members into returning customers.
Maternity & Baby
AI parenting advisors, feeding guidance, and repurchase recommendations build trust through expertise.
Your Team's Best Judgment Shouldn't Stay Locked in a Few Heads
Let every locally-strongest judgment flow and become every teammate's starting line — that is what Flowan solves.
Every person on your team is the strongest at something — at negotiation, at retaining accounts, at breaking the ice. These scattered best-judgments are your real moat.
But they stay locked in individual heads, never flowing — new hires start from zero, and the best judgment never becomes the team's starting line.
Distill the Team's Strongest Judgment
Capture and surface every locally-strongest judgment — who to reach, what to say, what's next — and distill it into an expert agent the whole team can call.
Let Everyone Work at the Highest Waterline
Expert agents stay online 24/7, so new hires start above the team's best judgment and serve hundreds or thousands at once.
Never Miss a Deal, Day or Night
When customers reach out at midnight or on weekends, the expert agent responds in 8 seconds at the team's highest level — catching every opportunity.
Growth Lands: Capability Stays With the Team
Your team's best judgment becomes an organizational asset and flows into team capability — growth accrues to your people, your team, your company, and you.
Flowan distills your team's wisdom into expert agents — let wisdom flow, let growth land.
What tools like Coze can't do
Core Technology Engine · Five Stages
Refine team wisdom into an evolving expert agent — these five stages are where Flowan's real moat lives.
Collect
Desktop assistant + WeChat / WeCom capture real decisions with low intrusion, tagging "expert moments."
Elicit
AI-led interviews surface the tacit judgment experts can't even put into words.
Distill
Refined into an 8-layer Expert Agent RD: identity / skills / mindset / rules / cases / boundaries / evolution / outcomes.
Build
The Expert Agent RD compiles into a runnable expert agent, wired to channels and live in service.
Evolve
8-dimension eval + ratchet + GEPA reflective evolution — it gets stronger the more it runs, not peaking on day one.
Just upload your knowledge or let Flowan shadow your team 24/7 — the other five stages run automatically. No code, as simple as filling out a form.
In as little as 30 minutes, your expert agent goes live.
Delivery Modes
One Distillation, Two Ways to Go Live
Choose by customer value: the higher the ACV and the more a human touch matters, the more you lean on Advisor mode.
Agent Serves Customers Directly
Expert Agent → Customer
The agent talks to customers directly under its own account — fits standardized, mid-ACV scenarios.
Agent Coaches Humans to Serve Customers
Expert Agent → Operator → Customer
AI pushes instructions to human operators from behind — fits high-ACV customers who need a human’s emotional value.
Both modes start from the AI Distiller — distill the judgment, tiers, and scripts first, then choose the mode.
AI Doesn't Replace Your People — It Makes Everyone Stronger
The expert agent stands behind each employee, feeding the team's strongest judgment to the frontline — so your people are free to do what only people can: understand customers, deliver emotional value.
Customers never just want the right answer — they want to feel understood, cared for, responded to.
That emotional value only humans can give — AI's role is to give your people the bandwidth to give it.
Every Employee Has the Team's Strongest Judgment Behind Them
New hires, average reps — no one fights alone anymore. The expert agent prompts in real time: how to greet this customer, what to say, what they need now — every employee serves at the team's highest level.
AI Handles the Cognitive Load; Employees Focus on Connection
What to decide, what to look up, where the process stands — leave that to AI. Employees are freed from repetitive work to focus on listening, empathizing, and building trust — the service customers remember.
Customers Get Service That Understands Them, With Warmth
Faster response, sharper judgment, and human warmth. What customers feel isn't 'talking to a bot' — it's 'every person at this company gets me, cares about me' — the source of repeat business and word of mouth.
AI replicates judgment and amplifies capability, but doesn't replace people — making your people better servants of customers.
WeCom & WeChat Private Domain Demos
See real conversations — the team's strongest judgment, tone, and the signature phrases only veterans use, recreated by AI.
Wedding Studio Expert AgentLock the booking in 3 steps
Private Retail Expert Agent11:47 PM deal closed · 24h online
Healthcare Expert AgentAuto medication SOP tracking
Writing Course Expert Agent2:31 AM instant reply · 24/7
Credit Card Expert AgentBenefits → "Sign me up"
Founder IP Expert AgentTopics & calendar in one line
Where Your Customers Are, AI Is There
Flowan distills your team's wisdom into expert agents; OpenClaw handles agent execution and multi-channel deployment.
Your expert agent supports 50+ channels:
DM + Groups + Moments, full coverage
Web
A dedicated page customers can open and use
Feishu
Teams can @ your expert agent directly in groups
WeCom
Use directly in private community groups
DingTalk
Use directly within enterprises
Xiaohongshu
Note publishing + matrix management
Douyin
Short videos + Douyin Shop ops
When customers ask product questions at midnight, your expert agent replies with professional advice in 8 seconds.
How Does the Technology Work?
You do not need to understand the tech. One sentence is enough.
Flowan Agent, Built to Distill Team Wisdom
It brings together frontier models, modern agent harnesses, OpenClaw, RAG, and long-context memory to reliably distill and recreate every locally-strongest judgment in your team.
Stable, secure, and continuously improving. Your business data stays under your control.
Why Trust Flowan?
Data Is Yours
Your business data is always in your hands, never platform-locked
Brand Is Yours
Customers experience your AI employee, not Flowan. The distilled expert agent can be deployed independently
Proprietary Core Tech
Self-built distillation engine, 8-layer Expert RD, and GEPA evolution — a real technical moat, not a wrapper
Verifiable Results
Real industry cases, validated by 1000+ customers
Team
A small, focused team that understands both AI and real business operations.
Team members come from
复旦大学 · 同济大学 · 华东师范大学 · 东华大学 等
The team combines AI engineering capability with real B2B operating experience, delivering expert agents for 1000+ customers including leading consumer, finance, and creator teams. Backed by MiraclePlus.
Frequently Asked Questions
I don't know tech. Can I really use this?
Yes. Upload product docs, FAQ, and scripts, and AI learns and distills them into an expert agent. No code, live in as fast as 30 minutes.
What's different from ChatGPT?
ChatGPT is general-purpose AI. Flowan distills your team's wisdom into a brand-fit expert agent — making the team's strongest judgment everyone's starting point.
What's different from Coze/Dify?
Coze and Dify give you tools to build with. Flowan distills your team's wisdom into expert agents — from distillation and content generation to omnichannel distribution. Validated by 1000+ customers.
Is my business data secure?
Yes. Read-only access, encrypted transmission, and strict isolation. You control permissions and can revoke access at any time. Private deployment is available for larger customers.
Which channels are supported?
We already support WeChat, Xiaohongshu, WeCom, Feishu, Douyin, and more. OpenClaw enables 50+ channels and keeps expanding.
How long to go live?
As fast as 30 minutes: upload materials, distill, and deploy. Deep distillation with 24/7 shadowing usually takes 1-3 months.
A Small, Sharp Team That Gets Both AI and the Business
Team members from 复旦大学 · 同济大学 · 华东师范大学 · 东华大学 等
AI engineering chops paired with real B2B experience — expert agents delivered to 1000+ clients including a leading infant formula brand, a leading bank, and top creators. Backed by MiraclePlus.
Distill Your Team's Wisdom into Expert Agents
Wisdom flows, growth lands.