Village vs The Swarm

Two companies selling a pre-built relationship graph on top of the networks a team pools. They disagree about who the customer is, and the price tag shows it.

By Jerry Feng, Growth at Happenstance. Updated August 28, 2026.

The short version

Village, if you want it priced per user and want the product to do the work; The Swarm, if you want it priced per company and want the data through an API. Both sell a pre-built relationship graph stacked on the networks a team pools, and they split on how they charge for it: Village is metered in credits, The Swarm in API credits. Village publishes 775M+ profiles, 52M+ companies and 4.77B relationships on its home and pricing pages. The Swarm publishes 500M profiles and 50M companies with daily job-change tracking. Village Pro is $79 a month, Swarm Premium is $99 per company per month.

Village figures from village.ai, including its home page, its pricing page and its data page. The Swarm figures from theswarm.com, its pricing page, its Data API page and its developer documentation.

Village

Users
13,413+ stated on its home page
Published graph
775M+ profiles, 52M+ companies, 4.77B relationships
Pricing
Free $0 at 100 credits a month; Pro $79/mo, $49/mo annually; Business $149/mo, $119/mo annually, plus $19 per collaborator
Security
SOC 2 Type II badge on its data page

The Swarm

Funding
$8M raised in total per its own announcement, including a $4M seed led by 500 Global, with HubSpot Ventures backing
Users
Not published
Published graph
500M profiles, 50M companies with fundraising data
Pricing
Free $0 up to 10 connectors; Premium $99 per company per month, $2,990 per company per year; Enterprise custom
Security
Not published
Recent change
Acquired Commsor, announced July 2026

Village charges per user, The Swarm per company

Village counts people and actions. A seat is $79 a month, $49 billed annually, and inside that seat almost everything burns credits: an AI search costs about 6, warm intro paths to a person cost 5, building a list of 25 with AI costs about 16, and running a project agent costs about 50. The team graph is a tier above, at $149 a month with 7,500 pooled credits, and each extra collaborator with third-degree access is $19 a month and brings 1,000 credits of their own.

The Swarm counts companies and connectors. Premium is $99 per company per month for 50 connectors, 12,000 API credits a month and overage at $0.10 a credit, and a connector is a person whose professional history maps relationships rather than a paid seat. Its free tier allows 10 of them. So a fifteen-person sales team pays $99, and the number that constrains it's how many people have plugged their history in, not how many people log in.

Set those two sentences next to each other and the buying question mostly resolves. One paid user is cheaper on Village; anything that looks like a department is cheaper on The Swarm, and the crossover arrives at two paid Village seats.

Side by side

Graph source, connected sources, teams, search, workflow, API access, pricing and security compared between Village and The Swarm
VillageThe Swarm
Where the graph comes from
Built fromEvery teammate's synced accounts pooled into one de-duped graph, joined to public work and education recordsConnectors, the people whose professional histories map the graph, plus a curated external dataset
Published size775M+ profiles, 52M+ companies, 4.77B relationships500M profiles, 50M companies
Published edge mixCo-worker 613M, role 569M, alumni 490M, direct 133M, with direct labeled 7%Not published
Ties inferred from shared employers, roles and schoolsYesYes
Job-change trackingNot publishedDaily, 100M+ profiles monitored
Fundraising data500k+ funding rounds stated on its demo page50M+ companies with fundraising data
Connected sources
What members syncLinkedIn, Google, Outlook, WhatsApp, manual imports and what its data page calls 100 integrationsLinkedIn, Google Contacts and CRM imports, through connectors
CalendarGoogle Calendar sync, listed on ProNot published
The unit that's cappedCredits, reset monthly on every planConnectors: 10 free, 50 on Premium, custom on Enterprise
Teams and pooling
Pooled team graphYesYes
Priced bySeat, plus $19 per collaborator for third-degree team networkCompany
What a fifteen-person team pays$149/mo Business plus $19 per collaborator with third-degree access$99/mo, the same as a three-person team
Search
Plain-English search in the productYesThe app is filter-driven; plain language runs mainly through the MCP
Relationship scoringPerson Rank, named on its site but not describedNetwork Mapper, ranking paths on work-experience correlations, common investors and its own signals
Degree filters1st to 3rd degree, team and community networksNot published
Pre-mapped VC networks14k+, one on Free, unlimited on ProNot published
Workflow
Agentic pipelines and autopilotsYesNo
AI intro sequences and outreachYesNo
Browser extensionEvery plan, including FreeYes; the white-labeled version is Enterprise only
CRM and other destinations500+ integrations on BusinessHubSpot, Attio, Clay, Airtable
CSV exportUnlimited exports on BusinessUp to 10,000 people on Premium
Done-for-you serviceVIP, from $2,000/mo per campaign, excluding seatsPartner services, on Enterprise
API and assistants
API accessEvery plan including Free, credit-meteredPaid plans only; the free tier has no API
How API use is metered100 free credits a month, intro paths 5 credits, company path checks 1, cached lookups free12,000 credits a month on Premium, overage $0.10 a credit
MCP servermcp.village.ai, promoted for Claude and ChatGPTOAuth for Claude and ChatGPT, custom headers for Cursor, Claude Code and VS Code
Pricing
Free plan$0, 100 credits a month, 10 results per AI search$0, up to 10 connectors, no API
Entry paid planPro $79/mo, $49/mo billed annuallyPremium $99 per company per month
Team planBusiness $149/mo, $119/mo annually, plus $19 per collaboratorPremium is already per company; Enterprise is custom
Security
Attestation stated publiclySOC 2 Type II badge on its data pageNot published
Security documentationThird-party security report linked from its home pageNot published

Village answers the question, The Swarm sells the data

Village is an application. You ask it a question in the product, it returns paths scored by a model it calls Person Rank, and the layers above search are its own: autopilots, AI intro sequences, lead screening, a browser extension that surfaces a path while you read a profile. Its API and MCP server exist, and they're on every plan, but they're an extension of the app rather than the point of it.

The Swarm calls itself the relationship data company, and it means it. The app browses and exports; the Data API is the product, with enrichment, the network mapper, job-change tracking, fundraising data and per-field timestamps documented for builders. Its own positioning is by builders, for builders, and the plain-language asking usually happens somewhere else: Claude or ChatGPT over the MCP, or Clay next to the rest of a RevOps stack.

This is why the free tiers differ in the way they do. Village gives away a metered version of the answer, credits and all. The Swarm gives away a small version of the network and withholds the API, because the API is the thing being sold.

Reading the published numbers

Village publishes 775M+ people, 52M+ companies and 4.77B relationships, and its data page breaks the graph down by edge type: co-worker 613M at 34%, role 569M at 32%, alumni 490M at 27%, direct 133M at 7%. Nearly all of it's overlap, not acquaintance. That is a description of what a pre-built graph is, and it applies to The Swarm's network mapper too, which explores extended networks using work-experience correlations and common investors.

The Swarm publishes fewer numbers and different ones: 500M profiles, 50M companies with fundraising data, 100M+ profiles monitored for job changes, and per-field timestamps so a caller can see how old each value is. That last one says which buyer it was written for. Freshness guarantees matter to someone building on the data, and they rarely reach a sales demo.

Choose Village if

  • The searching and the sending should happen in one product, with autopilots and AI intro sequences next to the results
  • You want a path surfaced in a browser extension while you read a profile, on any plan including the free one
  • Fund networks are the coverage you're buying: its pricing table offers 14k+ pre-mapped VC networks
  • One or two people will use it, so a $79 seat is cheaper than a $99 company license
  • A vendor-run campaign is on the table, at VIP from $2,000 a month per campaign

Choose The Swarm if

  • The relationship data has to land somewhere else: Clay, HubSpot, Attio, or your own application over the Data API
  • The team is big enough that per-company pricing beats per-seat, which happens at two paid Village users
  • Freshness is the requirement: daily job-change tracking, live enrichment and per-field timestamps
  • Fundraising data across 50M+ companies is part of what you're buying
  • You want plain-language access through Claude, ChatGPT, Cursor or Claude Code over MCP rather than a vendor UI

When it is one person searching

Both of these are team products. Village's pooled graph and third-degree mapping sit on Business at $149 a month, and The Swarm's connector model assumes a group of colleagues supplying histories, with the free tier capped at 10 connectors and no API. An individual evaluating either one is buying the half of the product that wasn't designed for them, and paying the credit meter to find that out.

There is a third shape in this category that neither vendor sells: search over the network you already have, with no pre-built graph on top. Happenstance is that, and it's free, with groups that pool networks at no cost and usage limits rather than a credit meter. The licensed dataset is The Swarm's and the autopilots and CRM integrations are Village's; a RevOps team that needs either runs Happenstance beside it. For one person, or a founding team pooling its angels and advisors, it answers the who-do-we-know question without a seat. Happenstance vs Village and Happenstance vs The Swarm have the row-by-row detail.

Using both, or moving between them

They overlap less than the shared category language suggests. A team already piping The Swarm into Clay gets no intro sequencing from it, which is exactly where Village's autopilots live. A team on Village Business that wants relationship data inside its own warehouse has to work through a credit meter for something The Swarm sells as the product. Teams that run both use The Swarm for the pipes and Village for the interface, and pay $99 plus at least one $79 seat.

Moving in either direction is mostly re-syncing accounts, since neither graph is portable. Village exports lists on Pro and unlimited exports on Business; The Swarm exports up to 10,000 people on Premium. What leaves is a list of records, not the scored paths.

What Happenstance can see

Email is read as headers only. Message content and attachments never reach our servers. Yes. Your connections are searchable only by you, the friends you accept, and the groups you join, and sharing is always mutual. Your public profile shows a constellation of named people you know by default, which you can turn off anytime. We never share, sell, or use your data to train AI models. Happenstance is SOC 2 certified and DTI Trust Level 2; the full list of what is stored and for how long is on the security page.

Frequently asked questions

Pricing

Is Village cheaper than The Swarm?

Village for one person; The Swarm once two or more people pay. Village lists Pro at $79 a month per user, $49 a month billed annually, and Business at $149 a month plus $19 per collaborator. The Swarm lists Premium at $99 per company per month, so a team of five pays once. For one person, Village Free or Pro is the cheaper way in; past two paid users, the per-company price is lower.

Does The Swarm have a free plan?

Yes, capped at 10 connectors, with combined network access, enriched profiles and community support, and no API access. The API, the entire database and CSV exports up to 10,000 people start on Premium at $99 per company per month. Annual billing is $2,990 per company per year.

Does Village have a free plan?

Yes, a metered one. Free is $0 with 100 credits a month for AI and data actions and 10 results per AI search, and it includes the browser extension plus API and MCP access. Village's own pricing page prices an AI search at about 6 credits and warm intro paths to a person at 5, which puts 100 credits at roughly a dozen questions a month.

The graphs

Which has the bigger graph, Village or The Swarm?

Village, by the figures each company publishes. Village's home and pricing pages say 775M+ people and 52M+ companies with 4.77B relationships mapped. The Swarm's homepage says 500M profiles and 50M companies. Size isn't tie quality. Village's data page labels only 7% of its edges direct.

Do Village and The Swarm both have an MCP server?

Yes, and both promote Claude and ChatGPT. Village offers API and MCP access on every plan including Free, metered in credits, at mcp.village.ai. The Swarm documents an MCP with OAuth for Claude and ChatGPT and custom headers for Cursor, Claude Code and VS Code, but its free plan has no API access, so in practice the MCP is a paid surface there.

Fit and alternatives

Which is better for a sales team, Village or The Swarm?

Village, if the outreach should happen in the same product; The Swarm, if it happens in a sequencer you already own. Village carries that machinery inside its own product: autopilots, AI intro sequences, lead screening, a browser extension and 500+ integrations on Business. The Swarm is built to feed something else, with native pipelines into HubSpot, Attio and Clay and a documented Data API, which suits a RevOps team that already owns a sequencer and wants the relationship data in it.

Which is better for investors and deal sourcing?

Village prints the more specific claim for fund networks: a row on its pricing comparison table offers access to 14k+ VC networks, one on Free and unlimited on Pro. The Swarm sells fundraising data across 50M+ companies plus daily job-change tracking, which is sourcing and portfolio-tracking material rather than a path into a named partner. Firms that want both usually buy the data layer and keep their own CRM.

Which one can a single person use?

Village, though not the part it sells hardest. Village Free and Pro are individual plans, while the pooled team graph and third-degree mapping sit on Business at $149 a month. The Swarm prices per company and counts connectors, so a solo user gets the thin end of it: 10 connectors, no API and no exports on the free tier.

Is there a free alternative to Village and The Swarm?

Happenstance is free and answers the who-do-we-know question over the accounts each person connects, with groups that pool networks at no cost and no credit meter. Pro raises the limits. The pre-built datasets are Village's and The Swarm's, the autopilots are Village's, and Happenstance is the search layer beside either, with no seat to buy.

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