Intent-based networking

Meet the right people for what you want to do now.

LMGram turns live intentions into relevant matches, private chats and group rooms. It is built for events, hotels, conferences, venues and communities where many people are nearby, available and looking for compatible plans.

Semantic matching Geolocation signal Intent rooms ChatGPT connector
LMGram Live nearby
Search intent I want to organize a dinner with nearby people
4 matches cluster detected

Dinner Circle

5 people matched around the same plan.

Michael I can bring drinks.

Emily Vegetarian option works for me.

James Let's close at 8 people.

Open to new matches

What LMGram does

A product for live intent, not static profiles.

Users express what they want in natural language. LMGram understands semantic overlap, applies location when useful, creates match requests and opens the right conversation surface: one-to-one chat or an intent room for a group.

01

Create an intent

People search for plans, peers, collaborators, activities or help using plain language.

02

Match by meaning

The engine compares sessions by semantic similarity, shared terms, complementarity and distance.

03

Coordinate in chat

Matches can become direct conversations with text, photos, video, audio and push notifications.

04

Form a room

Clusters of compatible matches can become a group room so participants coordinate together.

How it works

From a sentence to a real conversation.

  1. Intent capturedA user says what they want to do, find, learn or coordinate.
  2. Signals scoredLMGram evaluates meaning, overlap, complementary intent and optional location.
  3. Matches appearUsers see compatible people and existing rooms linked to the same intent.
  4. Conversation startsThey open a direct chat or create/join a room for the group opportunity.

Intent rooms

When the match is bigger than two people, LMGram creates the room.

Many real-world intentions are group-shaped: dinner, football, tours, workshops, side events, study groups or founders looking for the same discussion. Intent rooms turn match clusters into a shared place to coordinate.

Founder Dinner Hub 7 members · open
MMichael Johnsonblock · report · direct chat
AAmanda Thomasblock · report · direct chat
MMaria Lopezblock · report · direct chat

One room per open cluster

LMGram avoids duplicate group chats by recognizing when matched intentions belong to the same open cluster.

Transitive matching

New people can join if they match any member's intent in an open room, even after the room was created.

Close when complete

Members can close a room to new matches when the table, team, group or activity is full.

Best-fit markets

Built for high-density contexts with limited time.

Conferences

Help attendees find peers, investors, customers, founders and side-event groups before the opportunity is gone.

Hotels and venues

Activate guests around dinners, sports, tours, business networking and local plans in the same building.

Expos and fairs

Connect buyers, suppliers, sponsors and exhibitors by explicit commercial needs instead of static directories.

Coworkings

Surface founders, builders, operators and freelancers who are looking for feedback, talent or collaboration.

Campuses

Form study groups, hackathon teams, language practice sessions and activity groups from live student intent.

Travel experiences

Make spontaneous groups for tours, dinners, transport sharing and outdoor plans easier to create safely.

Trust and control

People can connect without giving up control.

LMGram now includes safety and conversation controls across individual and group chats. These are foundational for hotels, campuses, tourism and any venue-based deployment.

Bidirectional blockingIf one user blocks another, messages between both users are hidden both ways.
Reports with categoriesHarassment, inappropriate language, spam, hate speech, sexual content and other with details.
Collective room removalIf at least half of a room blocks one member, that member is expelled and cannot rejoin.
Chat actionsDelete, empty, search, mute, report conversation and abandon an intent room.

Mobile, ChatGPT and API

Use LMGram from the app, from ChatGPT or as an API-backed matching layer.