Create an intent
People search for plans, peers, collaborators, activities or help using plain language.
B2B intent-based networking
Find the right buyer, supplier or partner before the expo ends.
LMGram helps expo, summit and conference attendees say what they need and get matched with people looking for the same thing, or the complementary side. Less cold networking, more qualified conversations.
B2B matchmaking
Expo proximity
Intent rooms
ChatGPT connector
Expo floor
Search intent
I need sustainable packaging suppliers for a low-volume beverage launch
6 matches
supplier cluster
Packaging Supplier Hub
Buyers and vendors matched around a real expo need.
Sarah We supply compostable bottles for small runs.
Michael I am comparing MOQs and lead times.
Priya We can discuss food-safe labeling options.
Open to qualified 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.
Match by meaning
The engine compares sessions by semantic similarity, shared terms, complementarity and distance.
Coordinate in chat
Matches can become direct conversations with text, photos, video, audio and push notifications.
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.
- Intent capturedA user says what they want to do, find, learn or coordinate.
- Signals scoredLMGram evaluates meaning, overlap, complementary intent and optional location.
- Matches appearUsers see compatible people and existing rooms linked to the same intent.
- 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: buyer/vendor discovery, founder roundtables, investor conversations, workshops, side events, dinners or teams looking for the same discussion. Intent rooms turn match clusters into a shared place to coordinate.
Procurement Match Hub
7 members · open
SSarah Millerblock · report · direct chat
AAmanda Thomasblock · report · direct chat
MMichael Johnsonblock · 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