Knowledge-Sharing Infrastructure for Companies

Your best expertise is locked in people’s heads. LEAD makes it visible.

LEAD helps companies find subject matter experts, see where knowledge gets stuck, and keep expertise flowing across teams, powered by AI agents, smart matching, and network analytics. Backed by 2M+ introductions across 2,000+ deployments.

2M+ intros made 2,000+ deployments Wharton & Columbia research Slack & Teams

Powered by Wharton & Columbia Research

Find who knows what. See how knowledge really moves.

AI agents and network analytics work together to surface expertise, automate knowledge-sharing programs, and keep teams connected.
Subject Matter Expert Finder illustration

One platform for connection, knowledge, and AI-ready infrastructure

LEAD is not just a matching tool. It combines AI-powered connection programs, expert discovery, and network analytics into a single knowledge-sharing layer, with an API so your systems can build on top of it.

AI-powered connection programs

Automate onboarding buddies, mentorship matching, and cross-team introductions with AI agents: set it once, it runs on its own inside Slack and Teams.

Expert discovery and knowledge routing

Surface who people actually rely on, route questions to the right expert, and give AI systems the organizational context to make better decisions.

Onboarding and knowledge transfer

New hires find the right experts faster. When employees leave or change roles, their knowledge doesn’t leave with them.

Open API for enterprise systems

Build on LEAD’s knowledge graph. Connect expert data, collaboration signals, and network analytics to your existing tools and workflows.

LEAD subject matter expert finder cards

Surface the right expert faster

Help employees quickly identify who to ask, who can review, and where the right expertise lives, without searching through directories or guessing.

LEAD knowledge sharing and expert discovery workflow cards

Connect expert discovery to daily knowledge flow

Expert discovery and network visibility work together: better knowledge sharing, stronger collaboration, and clearer routing to the people who know.

Without Knowledge Management

When employees leave or change roles, critical knowledge is lost. Information and process management alone cannot capture who people actually rely on, where expertise lives, or how knowledge moves in practice.

Without Knowledge Management

With Knowledge Management

LEAD helps organizations identify subject matter experts, surface knowledge gaps, and keep teams functional when roles shift. That improves collaboration, preserves know-how, and creates better data for enterprise AI and internal decision-making.

With Knowledge Management

Unlocking knowledge through analytics

LEAD goes beyond traditional directories and org charts. It helps companies understand hidden knowledge networks, real information flows, and where employees actually go for expertise. That deeper visibility supports better knowledge-sharing strategies, faster expert discovery, and better decisions.

Traditional People Analytics from LEAD knowledge network insight page

Traditional People Analytics

Great for reporting lines and org structure, but limited at showing the informal experts, hidden connectors, and real collaboration paths that drive knowledge sharing.

Organizational Network Analysis from LEAD knowledge network insight page

Organizational Network Analysis (ONA)

Go beyond org charts. Identify subject matter experts, discover real knowledge networks, and see where collaboration and routing are getting stuck.

What LEAD does that coffee chat tools can’t

Other tools help people meet. LEAD helps organizations understand who knows what, and keeps that knowledge moving.

Find subject matter experts

Stop guessing. LEAD maps who people actually rely on, not just who has the title, so teams can reach the right expert in seconds.

Preserve knowledge when people leave

When a key employee exits, their expertise shouldn’t vanish. LEAD identifies knowledge concentration risks before they become emergencies.

Automate connection programs

AI agents run onboarding, mentorship, and cross-team programs inside Slack and Teams: 5 minutes per month to manage, not 5 hours.

Give AI systems organizational context

Enterprise AI fails when it doesn’t know who decides, who to ask, or how work actually routes. LEAD provides that missing layer.

The knowledge management infrastructure for companies

Knowledge is not only what is written in an intranet. It is also who knows what, who people rely on, and how work routes in practice. LEAD helps companies map those knowledge paths so employees can find the expertise they need across departments and teams.

Capture hidden knowledge contributors from LEAD knowledge network insight page

Capture hidden knowledge contributors

Uncover the people who quietly hold influence, context, and answers that others depend on, and make that knowledge visible to the rest of the organization.

Knowledge management infrastructure for companies from LEAD public page

Build a stronger knowledge-sharing system

Make expertise easier to find, handoffs easier to manage, and institutional knowledge easier to preserve across teams and transitions.

Find expertise faster Make it easier for employees to locate the right subject matter expert when they need help, review, context, or escalation support.
Reduce knowledge silos Surface hidden contributors, overloaded knowledge hubs, and areas where know-how is too concentrated in a few people.
Support onboarding and handoffs Give new hires and cross-functional teams better visibility into who to ask, where knowledge lives, and how collaboration actually works.
Improve team efficiency Spot collaboration bottlenecks and knowledge gaps earlier so teams can reduce repeated questions and move work forward faster.
2M+
introductions made
2,000+
organizational deployments
Wharton & Columbia
founder-authored research

Frequently asked questions

How does LEAD.bot’s Subject Matter Expert Finder work?
LEAD.bot maps who people actually collaborate with and rely on across your organization, not just who has the title. It identifies subject matter experts through real collaboration patterns, helping employees find the right person to ask without searching through outdated directories.
How is LEAD different from Donut or CoffeePals?
Donut and CoffeePals focus on random or semi-random introductions. LEAD goes further: it uses smart, purpose-driven matching and provides knowledge network analytics that show where expertise lives, where knowledge gets stuck, and who your hidden experts are. LEAD also offers private individual post-matching surveys (not group surveys), an open API, and research-backed benchmarking from Wharton and Columbia.
Does LEAD.bot read my messages?
No. LEAD observes collaboration patterns: who connects with whom, how often, and across which teams. It never reads message content, emails, or private conversations. Privacy is built into the architecture, not added as an afterthought.
How long does it take to set up?
About 2 minutes. Add LEAD.bot to Slack or Microsoft Teams, configure your first program, and it runs itself. You can set it up manually, connect your own AI agent via the API, or let LEAD’s AI agent configure everything for you.
What is knowledge-sharing infrastructure?
Knowledge-sharing infrastructure goes beyond documents and wikis. It maps who knows what, who people actually rely on, and how work routes in practice. LEAD helps companies build this layer so expertise doesn’t get lost when people leave, change roles, or work across silos.

See where your company’s knowledge actually flows

Find your hidden experts. Automate your connection programs. Build knowledge infrastructure that scales with your team.