The False Boom and Real Barriers of AI-Powered Office Work
Over the past six months, I’ve reviewed no fewer than fifty business plans for AI-powered office solutions.
Every page is filled with buzzwords like “disruption” and “transformation,” and every pitch promises “second-level generation.” Everyone is obsessively optimizing single-point features—racing to boost parameters, chasing benchmark scores, competing over whose chat interface looks flashier.
Yet beneath this veneer of prosperity, month-two retention metrics often tell a grim story.
Why? Because most players have failed to grasp a fundamental truth: The essence of AI-powered office work has never been selling isolated features—it’s about delivering seamless, end-to-end outcomes.
Single-point tools do deliver fleeting moments of delight: one-click outline generation, email polishing in a second.
Then what?
Employees generate copy in Tool A, copy-paste it into Tool B for formatting, then switch to Tool C to share it with their team. That isn’t productivity enhancement—it’s mass-producing “digital搬运 workers.”
The fragmentation of single-point tools is ruthlessly tearing apart the continuity of enterprise collaboration.
Once novelty fades, traffic spikes and marketing hype cannot save retention. Workers don’t need ten AI assistants that write poetry—they need one system that simply gets the job done.
The real barrier lies not in how fast a single-point model runs, but in who can become the foundational platform that hosts and delivers AI-generated results.
Selling isolated features is hawking wares at a bazaar; building an ecosystem foundation is laying roads and bridges.
While the industry remains locked in heated debates over “whose wheel is rounder,” some players have already stepped out of the rat race—and quietly begun weaving their networks.
Take Lark.
Rather than obsessing over dazzling technical feats in isolated functions, Lark builds deep, broad collaborative infrastructure using everyday capabilities: instant messaging, documents, multi-dimensional spreadsheets, calendars, video conferencing, and approval workflows.
On this foundation, AI ceases to be a standalone chat window—it becomes the lifeblood flowing through business processes.
This is the toughest, most essential survival logic for the office-work赛道 in the AI era.
No Reinventing the Wheel—Weaving Networks with Everyday Capabilities
I’ve seen too many enterprises procure office systems as if assembling parts at a marketplace.
Buy a chat tool. Add a document editor. Tack on a project management app. In the end, they discover all the pieces are assembled—but the vehicle won’t move.
Data silos remain the most insidious bleeding point in collaborative office work.
Lark’s intelligence lies in its refusal to chase revolutionary “new wheels.”
It focuses on just one thing: pushing everyday capabilities to their highest degree of interoperability.
What counts as an everyday capability? Instant messaging, multi-dimensional spreadsheets, documents, calendars, video conferencing, and approval workflows.
They sound utterly unremarkable—but the true barriers often hide precisely within these most unassuming fundamentals.
Tightly interlocking these foundational components—like LEGO bricks snapped perfectly together—defines the very “material” of Lark’s platform.
Let’s examine a real-world office scenario.
After a two-hour video meeting ends, the most painful part is summarizing notes and assigning tasks.
In Lark’s logic, this isn’t magic performed automatically by the system—it’s natural, seamless human-AI collaboration.
Right after the meeting wraps, you casually create a to-do item in the associated document—or update progress directly in a multi-dimensional spreadsheet. Or while discussing business in an instant message thread, you effortlessly forward an approval request.
No jarring context switches. No cumbersome navigation. Information flows—not stagnates.
People’s natural interactions across these everyday components weave fragmented scenarios into an airtight, seamless network.
That network captures not only enterprise business flows—but also employees’ attention.
Selling single-point features sells “tools.” Weaving networks with everyday capabilities sells an “environment.”
When messages, documents, calendars, and approvals cease to be isolated islands—and instead become interconnected shipping lanes—the true value of the foundation finally emerges.
This isn’t merely about making things easier to use.
More importantly, only when infrastructure is sufficiently level and data flow sufficiently smooth can smarter “brains” integrate successfully.
That’s why Lark doesn’t rush to flex its muscles on isolated features.
After all, even the most powerful intelligent work Agent cannot accelerate across a muddy swamp.
Only rich, deep soil can grow towering trees.
The Leverage of an Open Ecosystem: Enabling Agents to Deliver Within Real Scenarios
With fertile soil in place, the next act is letting everything grow.
The smartest way to build a foundational platform has never been to take on every dirty, labor-intensive task yourself.
Instead, it’s about setting up the stage—and inviting “external brains,” those who best understand vertical scenarios, to step onto it and perform.
That’s how an open ecosystem leverages business impact.
Within Lark’s ecosystem, you won’t see isolated AI chat windows. What you’ll see are intelligent work Agents that grow organically *within* business workflows.
Picture this.
You invoke a specific intelligent work Agent right inside instant messaging—and rather than dumping you onto an external link, it returns the latest operational data and inventory reports as interactive cards directly in your chat window.
Decision-making closes—in that very second the conversation happens.
Now consider content creation.
When you’re stuck mid-sentence while typing in a document, the integrated third-party AI assistant doesn’t force you to switch to another webpage to generate text. Instead, it seamlessly continues or polishes your writing—right where your cursor blinks—following your train of thought.
Your thinking stays uninterrupted. Your flow remains intact.
Then there’s the most frustrating challenge of all: data processing.
Facing a sprawling multi-dimensional spreadsheet, the integrated AI office tool cleanses your data and auto-tags entries on the spot.
Formulas that used to take data analysts half a day to write now run silently—just once—as an embedded action inside the spreadsheet.
Lark provides the scenario and the entry point; third-party capabilities handle result delivery within that scenario.
The chemistry between them is called the multiplier effect.
Many collaboration tools tack on AI as an “add-on”—used once and gone, requiring constant data export-import gymnastics.
Lark’s ecosystem logic embeds AI as intrinsic “muscle.”
It doesn’t obsess over training an all-powerful large language model itself. Instead, via extremely smooth, standardized interfaces, it seamlessly stitches diverse third-party AI capabilities into its network of everyday capabilities.
Selling single-point AI is selling “miracle drugs.”
Building an ecosystem foundation is providing a complete “diagnostic and treatment system.”
When countless intelligent Agents navigate Lark’s messaging, documents, and spreadsheets, Lark stops being just a collaboration tool.
It becomes a digitally evolving organic entity.
And that—this is the ultimate trump card.
The Endgame Isn’t a Tool Carnival—It’s the Triumph of the Soil
Once you see through this logic, the commercial essence of AI-powered office work becomes crystal clear.
Single-point tools sell features; ecosystem foundations sell soil.
Over the past two years, the industry has lacked nothing more than “AI miracle tools.” One day, a tool launches that generates reports with a single click; the next, another appears that auto-processes data.
Superficially booming—yet fundamentally fragmented.
Enterprises soon realize, after purchase, that existing data silos remain unbroken—and instead, they’ve acquired yet another set of “new wheels,” each demanding separate logins and constant switching.
The true endgame is absolutely *not* a carnival of isolated tools.
Enterprises don’t need a pile of independent AI plugins operating in silos. They need one unified workspace capable of absorbing *all* advanced productivity tools.
That’s exactly what Lark is relentlessly pursuing.
Rather than pouring energy into flashy, single-point features, Lark has solidified everyday capabilities—instant messaging, documents, multi-dimensional spreadsheets, calendars, video conferencing, and approval workflows—into exceptionally fertile soil.
On this soil, third-party AI assistants and intelligent work Agents grow naturally.
No need to track underlying model iterations. No need to wrestle with complex integration paths.
AI office tools “bloom and bear fruit” within specific scenarios—while Lark supplies sunlight, water, and root-network infrastructure.
When all information flows, approval workflows, and task assignments converge seamlessly atop this ecosystem foundation, a genuine barrier emerges.
This isn’t something you can buy with ad spend or traffic acquisition.
It’s a moat painstakingly built—day after day—by refining collaboration experiences and opening ecosystem interfaces, inch by inch.
As an industry observer, I’ve witnessed towers rise and banquets hosted—and I’ve also watched those same towers crumble.
Today, as AI reshapes every industry, only those willing to serve as “soil” will live to see true winner-takes-all dominance.
Behind every ranking list lies a complete story of an entire赛道.
I’m Li Bangzhu.
Having understood the endgame of collaborative office work—what’s your next move? Are you ready to enter the next sector AI will reinvent?