Bubble Lab is live · pricing from $99/mo · last verified 4 Nov 2026 · viability healthy
Bubble Lab
Bubble Lab adds attendee intelligence and AI matchmaking to the events and communities you already run
Most event tools stop at the guest list; Bubble Lab starts there and is one of the few products genuinely built around what happens after people leave the room. The $99 Gather tier means you can test the matchmaking thesis on a single dinner series without a membership commitment. Budget for the 1% of processed payments, because that line scales with your community, not your headcount.
Verdict generatedVerified 9d ago · liveness 70/100 · cite: rightaichoice.com/tools/bubble-lab
- Dinner series, workshop nights and summits that want to know whether anyone actually met
- Founder networks, investor groups, career communities and alumni networks running paid membership
- Operators consolidating a messy stack of event, CRM and payment tools into one bill
- Event-only teams who want to start at $99/mo and grow into a community later
- Pre-revenue meetups with no budget for a managed platform or a 1% payments fee
- Teams that want to self-configure every workflow instead of buying a managed operations layer
- Communities built outside the Luma, Partiful, Slack, Discord and Stripe spine
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Skip Bubble Lab if your members do not live in Slack, Discord or WhatsApp and your events do not sync from Luma — the enrichment and matchmaking depend on that spine, and nothing on the integrations list replaces it.
Setup is a one-time configuration and member migration done by the Bubble Lab team, so plan for a week of onboarding effort before the platform is carrying your operations
At $499/mo, Bubble Lab is priced for operators already paying for a paid professional community or a recurring event series — and the homepage positions it against a 9-plus-tool stack it values at roughly $1,500/mo, so the pitch is consolidation rather than cheapness. Below that line, Circle and Mighty Networks sell self-serve community software at far lower monthly starting points; above it, a custom build plus a part-time community manager costs more but gives you control Bubble Lab does not.
In short
Bubble Lab — Bubble Lab adds attendee intelligence and AI matchmaking to the events and communities you already run. Best for Dinner series, workshop nights and summits that want to know whether anyone actually met, Founder networks, investor groups, career communities and alumni networks running paid membership, Operators consolidating a messy stack of event, CRM and payment tools into one bill. Plans from $99/mo.
What is Bubble Lab?
Bubble Lab — Bubble Lab adds attendee intelligence and AI matchmaking to the events and communities you already run. Best for Dinner series, workshop nights and summits that want to know whether anyone actually met, Founder networks, investor groups, career communities and alumni networks running paid membership, Operators consolidating a messy stack of event, CRM and payment tools into one bill. Plans from $99/mo.
Bubble Lab is an intelligence layer that sits on top of the tools a community operator already uses — Luma, Partiful, Slack, Stripe — and turns what happens inside them into usable data. Every RSVP becomes a working profile, enriched from LinkedIn and the public web before doors open: role, company, stage, and what the person is actually looking for, plus their history with the community. From that profile base it runs three jobs. Attendee intelligence lets you search the room in plain language ("founders raising a seed in climate") and see who is engaged, who is drifting, and who keeps bringing friends. Matchmaking gives each guest a named match with a written reason drawn from both profiles plus icebreakers written for that pair. Conversion covers the morning-after recap email, sent in the organizer's voice with the guest's own photos and a held seat for the next event. The operations layer handles applications, checkout, onboarding, email campaigns and automations; SMS appears as an add-on on Build and is included from Engage up. Stripe handles payments and Bubble Lab takes 1% of what processes through it. An MCP server starts on Build, letting Claude, ChatGPT, Cursor, Gemini, Copilot, Perplexity and other MCP clients look up members, events, guest lists and emails. Two buyers fit here. Operators running a dinner series or summit with no community yet can start at Gather at $99/mo; paid founder networks, investor groups, career communities and alumni networks will want Build or above. Against Luma or Eventbrite, the split is what happens after the guest list — Bubble Lab keeps attendees, enrichment, introductions and attendance as permanent data so the second event opens with what the first one learned.
Key features
- Luma and Partiful guest list sync: every RSVP becomes an enriched profile
- Attendee enrichment from LinkedIn and the public web before doors open
- Ask the List: plain-English search of the guest list and member roster
- Engagement flags showing who is active, drifting or bringing friends
- AI matchmaking with a written reason drawn from both profiles
- Icebreaker questions written for each matched pair
- Match delivery at the event plus follow-up in a shared thread
- Automated morning-after recap email in the organizer's voice with guest photos
- Applications, checkout and onboarding automation
- Email campaigns and re-engagement automations
- SMS reminders and campaigns (add-on on Build, included on Engage)
- MCP server for admins: read access to members, events, guest lists and emails
- MCP full access add-on: update events, edit emails, draft campaigns, add sponsors
- Stripe payments with 1% of processed community payments
- Member directory and community CRM with revenue
Behind the verdict
The pitch that lands is the memory. Luma answers who registered. Bubble Lab answers who should meet, makes the introduction, and then keeps the result — who attended, who was introduced to whom, what each guest asked for last time. Run three dinners and that record is the asset; run one and it is a nice recap email. Pick Gather if you run events and nothing else. At $99/mo plus 1% of processed payments you get Luma and Partiful sync, enrichment for every guest, Ask the List, and the emails and photos that go out after. That is a fair price for a dinner series where you currently keep a spreadsheet and hope. Move to Build at $499/mo when the community is the business — applications, checkout, a member directory with revenue, email campaigns and automations. This is also the tier where MCP read access starts, so your AI can query members, events and guest lists. The $99/mo full-access add-on is what lets it actually change things: update events, edit emails, draft campaigns, add sponsors. Where it bites: the 1% cut on processed payments is the real variable cost, and it grows as your community does. Engaging at $799/mo adds SMS, engagement levels and a sponsor view — only worth it once you are running frequent events and chasing drift. Enterprise from $1,499/mo is for white-label and two-way sync with tools you insist on keeping. Against Luma or Eventbrite, the honest framing is that those are registration platforms and this is a relationship layer that expects you to keep them. If you want one tool to handle both ticketing and community, you will run two products either way. The closest alternative is a hand-built stack of Airtable plus a CRM plus manual intros — Bubble Lab's case is that you stop paying for four things and stop doing the matchmaking by hand. One
Models under the hood
as of 2026-11-09
Limitations
- Pricing is a monthly subscription on top of 1% of payments processed, laddering from $99/mo (Gather) to $499/mo (Build), $799/mo (Engage) and from $1,499/mo (Enterprise), with one-time setup on community plans scoped individually rather than published.
- Core capabilities are tier-gated — SMS, custom automations, engagement levels, unlimited events and the sponsor view appear on Engage, while applications, directory and CRM arrive on Build, and white labelling and custom builds are Enterprise-only.
- MCP read access is included on Build and up, while MCP full access (write actions) is a $99/mo add-on; MCP works with external AI clients such as Claude, ChatGPT, Cursor, Gemini, Copilot, Perplexity, Windsurf and Raycast.
- Member caps, contract terms and extra integration fees are not detailed in the available sources.
as of 2026-10-10
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Is Bubble Lab still active?
Bubble Lab is live · pricing from $99/mo · last verified 4 Nov 2026 · viability healthy.
Viability score
How well maintained and how widely used is Bubble Lab? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: November 2026
How we score →What do users say about Bubble Lab?
What people actually say about Bubble Lab — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
ResearchedDiscussed by users across 3 sources (Hacker News, Bluesky, Lemmy) · researched Nov 4, 2026.
Weighted by the 20 posts each of 3 sources contributed.
- +Persistent attendee profiles mean the second event opens with data from the first
- +Plain-language 'ask the list' search is a genuinely useful operator shortcut
- +AI matchmaking with written reasons and icebreakers could lift networking quality
- +Sits on top of Luma, Partiful, Slack and Stripe instead of forcing a migration
- +Morning-after recap email in the organizer's voice is a smart retention loop
- −Zero genuine community feedback exists to validate any marketing claim
- −LinkedIn/public-web enrichment invites privacy and consent questions from guests
- −1% payment fee stacks on top of subscription pricing for paid communities
- −SMS is only included at Engage tier — Build users pay extra
- −Namesake collision with a TypeScript workflow tool muddies search and reputation
- • 1% of all community payments processed through Stripe, on top of Stripe fees
- • SMS billed as an add-on unless you reach the Engage tier
- • MCP full write access is a separate add-on beyond the Build-tier read access
How we verified this
Every listed fact about Bubble Lab — pricing, features, links, status — is re-read from the vendor's own pages by our verification pipeline and each change is logged with a date; the last pass ran on 4 Nov 2026. Analysis is drafted with AI models and checked against our editorial standards before publishing; see how we verify.
Verification history
We have re-verified Bubble Lab 13 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — changed SSL certificate
- — changed limitations, pricing page
- — changed integrations, summary, description, our verdict, pricing tiers, who should skip it, who it suits, features, SSL certificate
- — changed summary, features, our verdict, pricing tiers, description
- — changed SSL certificate
- — changed pricing page, models, limitations
Showing the 6 most recent of 13 verification passes.
Free to cite with attribution — this page re-verifies continuously.
How much does Bubble Lab cost in 2026?
Bubble Lab: Plans from $99/mo. Pricing last verified 4 Nov 2026.
Plans compared
Every published Bubble Lab tier, its price as the vendor publishes it, who it fits, and what it adds over the tier below. The 12-month cost projection follows.
| Plan | Price | Billing | Who it's for |
|---|---|---|---|
| Gather | $99/moVendor: “$99/mo + 1% of payments processed” | monthly | — |
| Build | $499/moVendor: “$499/mo + 1% of payments processed” | monthly | — |
| Engage | $799/moVendor: “$799/mo + 1% of payments processed” | monthly | — |
| Enterprise | From $1,499/moVendor: “From $1,499/mo + 1% of payments processed” | monthly | — |
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Where the pricing makes sense
The company stage and team size where Bubble Lab's pricing actually pencils out — and where peers do it cheaper.
At $499/mo, Bubble Lab is priced for operators already paying for a paid professional community or a recurring event series — and the homepage positions it against a 9-plus-tool stack it values at roughly $1,500/mo, so the pitch is consolidation rather than cheapness. Below that line, Circle and Mighty Networks sell self-serve community software at far lower monthly starting points; above it, a custom build plus a part-time community manager costs more but gives you control Bubble Lab does not.
Has Bubble Lab's pricing changed?
No plan price for Bubble Lab has moved since we began logging in Aug 2026; the pricing page is re-read on every verification pass.
Who should pick Bubble Lab?
Pick Bubble Lab if you are Dinner series, workshop nights and summits that want to know whether anyone actually met, Founder networks, investor groups, career communities and alumni networks running paid membership, Operators consolidating a messy stack of event, CRM and payment tools into one bill, Event-only teams who want to start at $99/mo and grow into a community later.
Look elsewhere if you are Pre-revenue meetups with no budget for a managed platform or a 1% payments fee, Teams that want to self-configure every workflow instead of buying a managed operations layer, Communities built outside the Luma, Partiful, Slack, Discord and Stripe spine, Rooms full of attendees with thin public footprints, where enrichment and matchmaking have little to work with.
Skip it if Skip Bubble Lab if your members do not live in Slack, Discord or WhatsApp and your events do not sync from Luma — the enrichment and matchmaking depend on that spine, and nothing on the integrations list replaces it.
GeneratedReal-world workflow fit
Concrete scenarios for the personas Bubble Lab actually fits — and what changes day-one when you adopt it.
RSVPs sync from Luma into enriched profiles, you search the room in plain English for "founders raising a seed in climate," and matchmaking emails each guest a match with a written reason and icebreakers before the dinner.
Outcome: Guests arrive knowing one person worth meeting, and the morning-after recap repeats the match with the night's photos, so the introduction survives past the event.
Applications and approvals run automatically, approved members are auto-invited to Slack with DM automations firing, and Stripe collects dues — all from one login instead of Memberful plus Notion plus Flodesk plus Zapier.
Outcome: Ops time moves from chasing spreadsheets to programming, and the software bill consolidates from a multi-tool stack to one line.
New members are enriched from LinkedIn and the public web on join, and the engagement flags surface who is drifting so you can send a personal, in-your-voice reminder before they go quiet.
Outcome: Retention work becomes targeted instead of broadcast, and the member directory stays searchable and current without manual upkeep.
Use cases
- Automate membership applications, approvals and payments in one login
- Run recurring AI matchmaking and intros for a paid community
- Manage events end-to-end, from Luma sign-up through post-event recap
- Enrich every new member's profile from LinkedIn and the web automatically
- Track who came, who connected and who converted
- Replace a stack of Memberful, Notion, Flodesk, Zapier and Airtable with one bill
Setup time & first value
How long it actually takes to get something useful out of Bubble Lab — broken out by persona, not the marketing-page minute.
Expect roughly a week before first value: the homepage describes the Bubble Lab team configuring applications, checkout, onboarding, directory, matchmaking and automations and migrating existing members, so you are not setting this up alone but you are also not launching the same day. Communities already running on Luma with members in Slack or Discord will move fastest; anyone starting from
Switching to or from Bubble Lab
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From spreadsheets: send your member and attendee lists to the Bubble Lab team, who migrate them into the enriched directory during onboarding
- →From Memberful or Notion-based member tracking: applications, approvals and directory move into Bubble Lab's single login
- →From Luma-only event management: keep Luma for RSVPs and let sync push every registrant into an enriched profile
- →From a Zapier-glued stack: replace the hand-built Slack, Stripe and reminder automations with Bubble Lab's native flows
- ↗To Circle or Mighty Networks: export the member directory and rebuild applications, onboarding and dues in a self-serve platform
- ↗To Luma plus manual matchmaking: keep event sync and hand-run introductions from an exported enriched profile list
- ↗To a custom build: export member profiles and event history and rebuild enrichment and matching in-house
Integrations
Resources & guides
Tutorials & Learning
Bubble Lab Set up
Kristen Hammes
How to Automate Your Investor Research with Bubble Lab
Bubble Lab
Cell Membrane Bubble Lab
sofi solis
YouTube returned 6 videos for “Bubble Lab”, and we withheld 2: 2 did not mention Bubble Lab. Showing the 4 we can prove are about Bubble Lab.
Official links
What are the best Bubble Lab alternatives?
The closest alternatives to Bubble Lab we list are Pipedream, Budibase and Make. Ranked by direct product-type match, not category overlap.
| Alternative | Pricing | Starts at | Last verified |
|---|---|---|---|
| Pipedream | Freemium | Pricing not published | — |
| Budibase | Freemium | Pricing not published | — |
| Make | Freemium | Pricing not published | — |
Alternatives to Bubble Lab
View allTools that pair well with Bubble Lab
Common stack mates teams adopt alongside Bubble Lab, with the specific reason each pairing earns its keep.
Pipedream
Pipedream gives AI agents managed auth and 10,000+ tools across 3,000+ APIs via MCP and proxy
Budibase
Open-source platform for building AI agents, apps and automations on your own data and infrastructure
Make
Make is a visual automation canvas where branching workflows, AI agents and prompt-built scenarios run on the same map.
Bubble Lab vs its closest rival
Bubble Lab's closest head-to-head is with Locus Robotics — These are not competitors — they don't serve the same buyer, budget, or problem, so a head-to-head pick doesn't exist. If you run a warehouse and need autonomous picking at scale, Locus Robotics is the relevant evaluation (and its new Locus Array pushes toward fully autonomous Robots-to-Goods fulfillment). If you run a paid membership community or recurring event series and want matchmaking, Stripe dues, and Slack onboarding handled for you, Bubble Lab is the relevant evaluation. Shortlisting both only makes sense if you happen to operate both a warehouse and a community — in which case you'd buy both, not choose. Verdict generated
Head-to-head comparisons
Bubble Lab vs Locus Robotics
These are not competitors — they don't serve the same buyer, budget, or problem, so a head-to-head pick doesn't exist. If you run a warehouse and need autonomous picking at scale, Locus Robotics is the relevant evaluation (and its new Locus Array pushes toward fully autonomous Robots-to-Goods fulfillment). If you run a paid membership community or recurring event series and want matchmaking, Stripe dues, and Slack onboarding handled for you, Bubble Lab is the relevant evaluation. Shortlisting both only makes sense if you happen to operate both a warehouse and a community — in which case you'd buy both, not choose.
GeneratedBubble Lab vs Presto Voice
Verdict being re-reviewed against current pricing and data.
Bubble Lab vs Truleo
Verdict being re-reviewed against current pricing and data.
Frequently asked questions
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