Happenstance

The Swarm alternatives

The Swarm sells relationship data: a pooled team graph, a 500M-profile dataset and an API. Teams leave when they wanted the question answered. Seven tools, ordered by which half you were missing.

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

The short version

The best The Swarm alternatives in 2026 are Happenstance, Village, Connect The Dots and Clay. Happenstance if you want "who can get us into this account?" answered in the product, from relationships your team has, free; Village if you want an inferred graph with outreach built around it; Connect The Dots if the answer should land in Salesforce or HubSpot; Clay if what you wanted from The Swarm was the data pipeline. The Swarm is a relationship data company: a dataset and an API at $99 per company per month, with search mostly in other tools and connector caps on who can pool. 500,000+ professionals search their networks on Happenstance.

The Swarm details from theswarm.com public pages and docs, other prices from each vendor's own pricing page.

What sends teams looking beyond The Swarm

The Swarm's homepage title is "The Relationship Data Company" and its pitch is to builders and investors: 500M profiles with daily job changes, 50M companies with fundraising data, a network-mapping engine, an API. That's an accurate description of a good product. The mismatch happens when a team reads "relationship intelligence" and expects to type a question. Price is the fourth reason below, and for most teams it's the weakest one.

The answer lives somewhere else. In-app search is filter-driven and data-centric. Plain-language questions run through The Swarm's MCP inside Claude, ChatGPT, Cursor or Claude Code, which is a second product you need open to ask "who can get us into Datadog?".

Coverage depends on connectors, and connectors are capped. A connector is a person whose imported network feeds the graph: active ones log in and import from LinkedIn, Google Contacts or a CRM, passive ones are added by hand. The free tier allows 10, Premium 50, Enterprise a custom number. Warm-path quality is a function of how many teammates import, so a team that half-adopts gets half a graph, and the 51st person who could have added the missing path is a pricing conversation.

The free tier has no API, and solo users get a thin version. Full database access, exports and the API start on Premium; the white-label extension is Enterprise-only. The per-company model assumes a team on the other end, so one person trying it alone sees the product at its weakest.

The price. Premium is $99 per company per month; $2,990 a year. For a fifty-person team $99 is cheap. For a three-person team that wanted answers it's $99 a month for ingredients.

Where The Swarm still wins

You're building on relationship data. A documented Data API with per-field timestamps, daily job-change tracking across 100M-plus monitored profiles, fundraising data, and a mature multi-client MCP with OAuth for Claude and ChatGPT. If your product or your pipeline consumes relationship data, that's the buy, and none of the alternatives below replaces it.

Your team runs in Clay, HubSpot or Attio. The Swarm's native integrations push network signal into the tools a RevOps team already lives in.

You're large and want one bill. Fifty connectors for $99 per company per month is cheaper than any per-seat product in the category once the team passes a handful of people.

The alternatives, ordered by what you wanted from The Swarm

Happenstance, Village, Connect The Dots and Affinity answer the question inside the product; Clay and UserGems keep The Swarm's data-first model and change the workflow; Boomerang runs the introduction itself. Not ordered by popularity or price.

Happenstance: best for the question answered in the product

Best for
Teams and individuals who want to ask who they know and get ranked paths back, from relationships that exist, free.
What it fixes about The Swarm
The answer layer and the caps. Ask "Who on our side knows anyone on Datadog's platform team?" in Happenstance and get paths ranked by strength, each through someone a teammate emailed, met with or follows. Groups pool networks free with no connector count, and the largest make 380,000+ people searchable. The public API, MCP server, ChatGPT app, Claude and Claude Code integrations and CLI ship on every plan, with API and MCP calls metered by credits.
Pair it with
The Swarm's dataset, if your pipeline consumes it: daily job-change tracking across 500M profiles, fundraising data on 50M companies, 10,000-row CSV exports and the Clay integration; Happenstance is the answer layer beside it.
Price
Free; the free plan is the whole product with usage limits on chat and web search. Pro $30 per month, $24 billed yearlyChecked August 2026
Choose it if
you'd rather ask than assemble, and the people who matter are within reach of someone on your team. 500,000+ professionals search this way.

Ask your first question free, no connectors to count. Head-to-head at Happenstance vs The Swarm.

Village: best for reach beyond your own connections, with the workflow attached

Best for
Teams that want plain-English search in the product plus paths to people nobody on the team knows.
What it fixes about The Swarm
Search in the product, and reach. Village's plain-English search, autopilots and AI intro sequences sit in one app, on top of the team's pooled LinkedIn, Google and Outlook and an inferred public-record graph (Village publishes 775M+ profiles). An MCP for Claude and ChatGPT and a free API tier are included.
What you give up
Certainty and headroom. Inferred paths need verifying before the ask. Credits meter every plan, including free (100 credits, 10 results per AI search), and team pooling is $149 a month plus $19 per collaborator, which is The Swarm's connector cap priced per head.
Price
Free (100 credits a month); Pro $79 per month; Business $149 per month plus $19 per collaboratorChecked August 2026
Consider it only if
you want machine-proposed paths to strangers and the sequences to work them, and you will check each path first.

Connect The Dots: best for warm paths inside Salesforce, HubSpot and Gmail

Best for
Sales teams that want the answer to appear in the CRM and the inbox they already use.
What it fixes about The Swarm
Search in the product, CRM-native. CTD scores relationships in both directions from email metadata, LinkedIn connections and messages, and CRM records; its extension runs inside Salesforce and Gmail; ghost emails let an executive approve an AI-drafted intro request. External members (board, investors, advisors) join without paid seats, which is the connector model without the cap. SOC 2 Type II.
What you give up
Calendar sync, listed as coming soon, and every social source. The free plan stops at 10 AI searches a month. Company-wide network search is a custom-priced Business tier behind a sales call.
Price
Free (10 AI searches a month); Professional $20 per month billed annually, $25 month-to-month; Business customChecked August 2026
Consider it only if
the warm-intro motion is a sales motion and the CRM is where the answer needs to live.

Affinity: best for a fund that wants the answer inside its system of record

Best for
Private capital firms choosing a CRM with relationship scoring built in.
What it fixes about The Swarm
The answer, for a firm. Relationship strength scored from the firm's own captured email and calendar, recommended introduction paths with numeric scores, deal pipelines, enrichment from PitchBook, Preqin and Grata, and on Scale and above an MCP server and the Ascend agents for meeting prep and warm intros.
What you give up
Per-company pricing and self-serve. $2,000 to $2,700 per user per year, annual, every tier sales-led, no free plan. The graph is firm email and calendar; personal social graphs aren't in it.
Price
Essential $2,000 per user per year; Scale $2,300; Advanced $2,700; no free tierChecked August 2026
Consider it only if
you are a fund choosing a CRM and want the warm-path answer to come from your own captured activity.

Clay: best for teams that used The Swarm as one input to a bigger workflow

Best for
RevOps and growth teams with a builder, running outbound at volume on enriched data.
What it fixes about The Swarm
The build side, completely. Clay.com (the GTM tool, not Mesh, the personal CRM formerly called Clay) is a workflow engine over dozens of data providers, with waterfall enrichment, Claygent research and tables that feed outbound. If you were exporting Swarm data into Clay anyway, Clay is the layer you were paying for.
What you give up
Any native who-knows-whom graph. Clay has no relationship graph, no warm paths and no own-network model; it assembles third-party data and you supply the logic. Not turnkey, and credits meter everything.
Price
Free (500 actions and 100 credits a month); Launch $167 per month, annual from $54; Growth $446 per month, annual from $185; Enterprise customChecked August 2026
Consider it only if
you have someone to build and maintain workflows, and warm paths were never the point.

UserGems: best for the job-change signal on its own

Best for
B2B sales teams whose best pipeline is former customers and champions landing at new accounts.
What it fixes about The Swarm
One slice of the dataset, as a product. UserGems tracks when past customers, champions and decision makers change companies and surfaces them as warm pipeline in the CRM. It's the job-change tracking The Swarm folds into its data feed, without the graph or the API around it.
What you give up
The network graph and the individual plan. UserGems is sold to sales teams; no free tier, no personal network search, no warm paths through people you know beyond former customers.
Price
Not published; sales-ledChecked August 2026
Consider it only if
former customers moving to new accounts is your best source of pipeline and you want that feed in your CRM and nothing else.

Boomerang: best for the intro drafted, routed and reported

Best for
B2B revenue teams with $30k-plus ACV, active customer champions and an engaged board or advisor network.
What it fixes about The Swarm
The last mile. Boomerang maps warm paths from employees, customers, board, investors, advisors and partners into priority accounts, fires when a signal lands (a champion changes jobs, an executive moves), drafts the intro request in the connector's voice, routes it through Slack or Salesforce, and reports when the meeting books.
What you give up
Anything individual or free; the ICP is stated as sales teams with champions and a board. It is not a data product, so it has no equivalent of The Swarm's dataset.
Price
Not published; sales-led. Boomerang's own buyer's guide gives $15,000 to $25,000 per year for a ten-rep team as a directional estimateChecked August 2026
Consider it only if
a revenue team is the buyer and orchestration is the gap, with budget to match.

Compared on coverage and price

Whether the product answers the question itself, and who's allowed to contribute a network. The Swarm is the last row for reference.

The Swarm alternatives compared on best fit, starting price, whether plain-language answers arrive inside the product, and who can pool a network
Best forStarting priceAnswers in the productWho can pool a network
HappenstanceAnswers over your team's networkFree; Pro $30/moYes, in the productAnyone; groups free and unlimited
VillageInferred reach plus sequencesFree; Pro $79/moYes, credit-meteredBusiness plan, $19 per collaborator
Connect The DotsCRM-native warm pathsFree; $20/mo annual, $25 monthlyYes, 10 searches/mo on freeBusiness tier; external members free
AffinityFirm CRM with scoring$2,000/user/yrAI Chat on Scale and aboveEvery paid seat at the firm
ClayGTM enrichment workflowsFree; $167/moNo; you build tablesNo relationship graph
UserGemsJob-change pipelineNot publishedA feed into the CRMCustomer data, not networks
BoomerangIntro orchestrationNot publishedYes, the agent drafts introsEmployees, customers, board, partners
The SwarmRelationship data and APIFree; $99/company/moMostly via MCP in other tools10 connectors free, 50 on Premium

Switching from The Swarm to Happenstance

What you keep. The pooled team graph, as a free group instead of a connector count: everyone connects their own accounts, sharing is mutual, and nobody is the 51st person. The same LinkedIn and Google Contacts imports, plus Gmail and Outlook headers, calendar, Google Contacts, Twitter and Instagram. The MCP and API, on every plan with credit-metered calls, alongside a ChatGPT app, Claude and Claude Code integrations and a CLI. And the question, answered in the product: type it in Happenstance and read the ranked paths.

Pair it with. The Swarm, if your pipeline consumes its dataset: daily job-change tracking, fundraising data, per-field timestamps, 10,000-row CSV exports, the Clay and HubSpot integrations, the Network Mapper's programmatic exploration around a target account. Keep The Swarm for that and add Happenstance for the asking; the second one is free, so the pairing costs what you pay today.

The test is the account you most want into. Ask the group who knows anyone there and compare the answer to the export you'd have built.

Who on our team can get us into Datadog's platform engineering org?

Example
Ran 2 searches

7 people at Datadog are in the team's network; three are in the platform org itself.

Example results for “Who on our team can get us into Datadog's platform engineering org?”
PersonMutuals
RV
Raj VenkatesanStaff Engineer, Platform at Datadog
MH
Maya HolmEngineering Manager, Platform at Datadog
SV
Sebastian VargaSite Reliability Engineer at Datadog
An example of the answer this question returns. The people and the counts are illustrative; what a search returns depends on the accounts each person has connected.The answer in the product, from relationships the team has, with no export step and no second tool open.

What Happenstance sees when a team pools its networks

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

What's the best alternative to The Swarm?

Happenstance, if you want answers rather than ingredients. It answers plain-English questions about who your team knows inside the product, ranks warm paths by relationship strength, pools networks in free groups with no connector cap, and ships its API and MCP on every plan, with calls metered by credits. If you wanted The Swarm's dataset more than its graph, Clay is the workflow layer and UserGems is the job-change feed.

Is there a free alternative to The Swarm?

Yes. Happenstance is free; the free plan is the whole product with usage limits on chat and web search, and the API, the MCP server, the ChatGPT app and the Claude integrations are on every plan, with API and MCP calls metered by credits. The Swarm's free tier allows 10 connectors and no API access. Connect The Dots has a free plan capped at 10 AI searches a month.

How much does The Swarm cost?

The Swarm's pricing page shows a free tier (10 connectors, no API), Premium at $99 per company per month or $2,990 per company per year, and a custom Enterprise tier. Premium includes 50 connectors, 12,000 API credits a month with $0.10 per credit overage, full database access and CSV exports up to 10,000 people.

What are connectors in The Swarm?

People whose professional histories and imported connections feed the team graph. Active connectors log in and import from LinkedIn, Google Contacts or a CRM; passive connectors are added by hand. The connector count is the pricing axis: 10 on the free tier, 50 on Premium, custom on Enterprise. Happenstance's equivalent is friends and groups, which are free, mutual and uncapped.

Is The Swarm a CRM?

No. It's a relationship data platform: pooled team networks, a 500M-profile external dataset with daily job-change tracking, and an API and MCP to reach them. It integrates with CRMs (HubSpot, Attio) and with Clay rather than replacing them. Happenstance isn't a CRM either; both sit beside one.

Why do teams switch from The Swarm?

Because they wanted the question answered and bought a data layer. In-app search is filter-driven and plain-language search happens mostly through the MCP in Claude or ChatGPT; warm-path coverage depends on how many teammates import networks, and connectors are capped; the free tier has no API; and solo users get a thin experience from a per-company model.

Is Happenstance or The Swarm better for warm intros?

Happenstance, if the introducer should know both sides. Its paths run through recorded interactions across seven connected sources, ranked by strength, and the answer arrives in Happenstance. The Swarm is stronger when the job is mapping extended networks around a target account programmatically, using its dataset and work-history correlations, and piping the result into a sales workflow.

Does Happenstance have an API like The Swarm?

Yes. Happenstance ships a public API, an MCP server, a ChatGPT app, Claude and Claude Code integrations and a CLI, on every plan; API and MCP calls use credits. The Swarm's API is documented and mature, with per-field timestamps and job-change tracking, and starts on the $99 per company per month tier.

Is Happenstance free?

Yes. The free plan is the whole product, Sidedoor included, with unlimited connected accounts, friends and groups, and usage limits on chat and web search. Pro is $30 per month, $24 billed yearly, and raises the limits. No credit card.

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