Introhive vs The Swarm
Both are sold as relationship intelligence. One is a program a firm runs across its people; the other is a dataset with an invoice and an API key.
By Jerry Feng, Growth at Happenstance. Updated August 28, 2026.
The short version
Introhive, if a professional services firm wants relationship intelligence deployed across its fee-earners; The Swarm, if a revenue team wants an API-first data layer piped into the tools it already runs. Introhive captures the firm's email and calendar activity into the CRM and enriches the records, sold to legal, accounting, consulting and built-environment firms, with no published price. The Swarm publishes one: $99 per company per month for the entire database, the full API and 50 connectors, free up to 10 connectors with no API.
Introhive details from introhive.com. The Swarm details from theswarm.com, its pricing page, its Data API page and its developer documentation. Introhive's price band and implementation length are third-party figures from Boomerang's 2026 buyer's guide.
Introhive installs across a firm, The Swarm is called by an app
Introhive's mechanic is capture. It sits across a firm's email and calendar, records who spoke to whom, writes those interactions into the CRM and cleans and enriches the records it finds there, with a 90% data accuracy claim on its own site. The output is a system of record that reflects the firm: which partner owns which client relationship, which practice group has a way into which account. That only works if the whole firm is on it, which is why it's sold to the firm rather than to a team inside it.
The Swarm's mechanic is supply. Connectors, the people whose professional histories map the graph, bring their networks in, and a curated dataset of 500M profiles and 50M companies with fundraising data sits over the top. What you get back is data: enriched profiles, ranked paths from its network mapper, job-change signals refreshed daily, exports, and a documented API with per-field timestamps. Where it lands is your problem to solve, and that's deliberate. Its own phrase is by builders, for builders.
So the two aren't competing for the same budget line. Introhive is bought by a firm's marketing or business development leadership as an initiative. The Swarm is bought by whoever owns the revenue stack, on a card, for $99 a month.
Introhive
- Calls itself
- The #1 Relationship Intelligence Platform
- Sold to
- Professional services firms: legal, accounting, consulting and built environment
- Names as clients
- Freshfields, Grant Thornton, Colliers, Baker Tilly, Osler
- Pricing
- Not published. Boomerang's 2026 buyer's guide estimates $50,000 to $150,000 a year
- Published data
- 90% data accuracy claimed on enrichment; no graph size published
- Security
- Not published
The Swarm
- Calls itself
- The Relationship Data Company, and The Relationship Intelligence Leader
- Sold to
- Sales and RevOps teams, investors, recruiters, and developers building on the data
- Names as clients
- Not published
- Funding
- $8M raised in total per its own announcement, including a $4M seed led by 500 Global, with HubSpot Ventures backing
- Pricing
- Free $0 up to 10 connectors with no API; Premium $99 per company per month; Enterprise custom
- Published data
- 500M profiles, 50M companies with fundraising data, 100M+ profiles monitored for job changes
- Security
- Not published
Side by side
Introhive publishes far less about its product than The Swarm does. Neither company states a security attestation on its public pages, which is worth asking about on both calls, since both handle communications metadata.
| Introhive | The Swarm | |
|---|---|---|
| Where the graph comes from | ||
| Built from | The firm's own email and calendar activity, captured automatically across fee-earners | Connectors, the people whose professional histories map the graph, plus a curated external dataset |
| Pre-built external dataset | No | 500M profiles, 50M companies |
| Published graph size | Not published | 500M profiles, 50M companies |
| Enrichment claim | 90% data accuracy | 50+ data points a profile, live enrichment up to 50,000 profiles a day, per-field timestamps |
| Job-change tracking | Not published | Daily, 100M+ profiles monitored |
| Fundraising data | Not published | 50M+ companies |
| Connected sources | ||
| What's synced | Firm email and calendar | LinkedIn, Google Contacts and CRM imports, through connectors |
| Coverage depends on | The firm rolling it out across its people | How many connectors are added: 10 free, 50 on Premium |
| Deployment | ||
| Bought by | The firm, centrally | A team, or one person on the free tier |
| Self-serve signup | No | Yes |
| Implementation | 90 to 180 days, per Boomerang's 2026 profile | Not published; the free tier starts on signup |
| Search | ||
| Plain-English search | Not published | The app is filter-driven; plain language runs mainly through the MCP |
| Warm path ranking | Not published | Network Mapper, ranking paths on work-experience correlations, common investors and its own signals |
| Workflow | ||
| Writes into the CRM | Yes, automated firm-wide capture into the CRM is the core mechanic | No; it integrates with HubSpot, Attio, Clay and Airtable as destinations |
| Reporting on who holds which relationship | Yes | Not published |
| CSV export | Not published | Up to 10,000 people on Premium |
| Browser extension | Not published | Yes; the white-labeled version is Enterprise only |
| API and assistants | ||
| Public API | Not published | Documented Data API, paid plans only |
| API metering | Not published | 12,000 credits a month on Premium, overage $0.10 a credit |
| MCP server | Not published | OAuth for Claude and ChatGPT, custom headers for Cursor, Claude Code and VS Code |
| Pricing | ||
| Free plan | No | $0, up to 10 connectors, no API |
| Published price | None; contact sales | $99 per company per month; $2,990 per company per year |
| Priced by | Not published | Company, not seat |
| Third-party price estimate | $50,000 to $150,000 a year, per Boomerang's 2026 buyer's guide | None; the price is published |
| Security | ||
| Attestation stated on public pages | Not published | Not published |
Each one covers a different part of the network
Introhive's coverage is deep and internal. Every fee-earner's inbox and calendar feeds it, so it knows about the associate who has been emailing a general counsel for six years, and it knows because the emails happened. What it can't tell you is anything about a company nobody at the firm has ever written to. Its graph stops at the edge of the firm.
The Swarm's coverage is wide and external. 500M profiles and 50M companies sit underneath, so it'll map a route into an account no connector has touched, using work-experience correlations and common investors. Those routes are inferences, which is the standing caveat on every pre-built graph in this category: two people who overlapped at a large employer may be close, or may never have met.
The practical version of this: a firm with a thousand fee-earners and forty years of client history has an enormous amount of relationship signal that nobody has ever written down, and Introhive exists to write it down. A twelve-person sales team has very little of that, and buys The Swarm to borrow somebody else's.
What you can learn before you talk to sales
The Swarm publishes its price, its credit costs, its connector caps, its export limits and its API documentation. You can read all of it, open a free account and check whether the paths it returns are any good before speaking to a human. Annual billing is $2,990 per company per year.
Introhive publishes none of it. There's no price, no tier structure, no implementation timeline and no trial; the only figures, $50,000 to $150,000 a year and 90 to 180 days, are Boomerang's 2026 estimates. For a firm running a formal procurement that's normal and not a problem. For anyone trying to size the decision in an afternoon, it's a wall.
Choose Introhive if
- The firm's CRM is the deliverable, and the brief is that it should be clean, current and complete without anyone typing
- You are in legal, accounting, consulting or the built environment, where its named clients and its vocabulary come from
- The question you need answered is which partner owns a relationship, not which stranger you could reach
- There are hundreds or thousands of fee-earners whose interaction history is the asset nobody has captured
- A 90 to 180 day rollout with adoption workstreams is a project the firm is prepared to run
Choose The Swarm if
- The data has to move: into Clay, HubSpot, Attio, a warehouse, or an application you're building on the Data API
- You need reach beyond people your side has already emailed, across 500M profiles and 50M companies
- Freshness is the requirement: daily job-change tracking and per-field timestamps on every value
- A published $99 per company per month is worth more to you than a quote, and a free tier lets you test first
- Plain-language access through Claude, ChatGPT, Cursor or Claude Code over MCP fits how the team already works
When neither one fits the question
Both of these assume an organization. Introhive assumes one large enough to run a capture program and pay for it; The Swarm assumes one with a stack to pipe data into and connectors to contribute. Someone asking a smaller question, which is who among the people I already know can introduce me here, is being quoted for infrastructure.
Happenstance is the smaller shape: search over the accounts each person connects, free, with groups that pool networks without seats or a contract. The CRM capture is Introhive's job and the licensed dataset is The Swarm's; Happenstance is the search layer beside either. A practice group, a boutique advisory or a founding team can connect accounts and search. Happenstance vs Introhive and Happenstance vs The Swarm take each pairing row by row.
Running both
These two coexist more comfortably than most pairs in this category, because one owns the record and the other supplies what the record doesn't contain. A firm running Introhive for capture can call The Swarm's API for enrichment, job-change alerts on people already in the CRM, and paths into accounts nobody at the firm has touched. Nothing about that is a migration.
Switching between them is the odd move, and it usually signals that the brief changed rather than that the tool failed. Dropping Introhive for The Swarm means giving up automated firm-wide capture and the CRM hygiene that came with it. Dropping The Swarm for Introhive means giving up the external dataset, the API and the $99-a-month price, and starting a procurement.
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
How much does Introhive cost?
Introhive doesn't publish pricing. Every route on its site leads to a demo request, and contracts are quoted per firm. Boomerang's 2026 buyer's guide estimates a typical contract at $50,000 to $150,000 a year.
How much does The Swarm cost?
Its pricing page lists Free at $0 for up to 10 connectors with no API access, and Premium at $99 per company per month for 50 connectors, 12,000 API credits a month, overage at $0.10 a credit, the entire database, the full API and CSV exports up to 10,000 people. Annual billing is $2,990 per company per year. Enterprise is custom.
Is Introhive or The Swarm better for a law or accounting firm?
Introhive. It sells to professional services specifically and names Freshfields, Grant Thornton, Colliers, Baker Tilly and Osler as clients on its own site, and the outcome it's bought for, a CRM that reflects who in the firm knows whom, is a partnership problem rather than a pipeline one. The Swarm is built for revenue teams, investors and developers, and nothing in its material is aimed at fee-earners.
Does The Swarm write to a CRM the way Introhive does?
No, and that's the cleanest line between them. Introhive's core mechanic is automated capture of firm-wide email and calendar activity into the CRM, plus contact enrichment it advertises at 90% data accuracy. The Swarm ships integrations to HubSpot, Attio, Clay and Airtable and a documented Data API, so it hands data to a destination the buyer chooses rather than owning the record.
How long does an Introhive implementation take?
Introhive doesn't publish a timeline. Boomerang's 2026 profile describes typical implementations of 90 to 180 days. Enterprise capture programs of this shape are scoped as projects with rollout and adoption workstreams, and that work is part of what the contract buys. The Swarm has no equivalent step: a free account and 10 connectors take no procurement.
Which one can a developer build on?
The Swarm, without qualification. It documents a Data API covering enrichment, its network mapper, autocomplete, job-change tracking and fundraising data with per-field timestamps, plus an MCP server that works with Claude, ChatGPT, Cursor, Claude Code and VS Code. Introhive publishes no developer API or MCP surface on its site.
Is there a cheaper alternative to Introhive and The Swarm?
Happenstance is free, and it answers the who-do-we-know question over the accounts each person connects, with groups that pool networks at no cost. Pro raises the limits. The capture program is Introhive's and the dataset and API are The Swarm's; Happenstance is the search layer beside either, and for a practice group or a small team, nothing needs to be installed and nobody buys a seat.
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