Connect The Dots vs Village
Two warm-intro tools that agree on the goal, the shortest path to a person or company, and disagree about what a path is allowed to be made of.
By Jerry Feng, Growth at Happenstance. Updated August 28, 2026.
The short version
Connect The Dots, if you want paths scored from your team's own replies and worked inside Salesforce, HubSpot or Gmail; Village, if you want a pre-built graph of people nobody on the team has met. Both find the shortest warm path to a person or company, and they split on where the graph comes from and where you do the work. CTD builds from your team's own email and LinkedIn, scores each tie on two-way replies, and offers inferred paths from public data only on its custom-priced Business tier. Village puts a pre-built graph of 775M+ profiles on every plan including free. CTD Professional is $20 a month billed annually, $25 month-to-month; Village Pro is $79.
Connect The Dots details from ctd.ai, including its pricing page and its FAQ. Village details from village.ai, including its home page, its pricing page and its data page.
Connect The Dots
- Calls itself
- The relationship graph that turns into warm intros
- Sold to
- Individuals, sales and RevOps teams, and VC and PE firms
- Funding
- $20M raised in total, including a $15M Series A led by Norwest announced December 2021
- Pricing
- Free $0 forever; Professional $20/mo billed annually, $25 month-to-month; Business custom
- Sources today
- Email, LinkedIn connections and messages, CRM. Calendar, WhatsApp, SMS and Apple Contacts listed as coming soon
- Security
- SOC 2 Type II stated on its pricing page
Village
- Calls itself
- Relationship intelligence for teams
- Sold to
- Sales, recruiting, fundraising and job search; teams first, with individual plans
- Pricing
- Free $0 at 100 credits a month; Pro $79/mo, $49/mo annually; Business $149/mo, $119/mo annually, plus $19 per collaborator
- Sources today
- LinkedIn, Google, Outlook, WhatsApp and manual imports; Google Contacts and Google Calendar listed on Pro
- Security
- SOC 2 Type II badge on its data page
CTD counts only real interactions, Village adds inferred ones
Connect The Dots counts only interactions it can see. Its graph is built from communications metadata: email plus LinkedIn connections and messages. The score is bidirectional, weighing frequency, recency and whether the other person wrote back. Its FAQ puts it in one sentence. If someone emailed you 100 times but you never replied, that's a zero. Group threads are excluded. The effect is a smaller graph in which a strong path means two people have corresponded.
Village starts from the same kind of material, its members' synced accounts, and then adds a second layer that CTD's individual plans don't have: a pre-built graph of public work and education records, published on its home and pricing pages as 775M+ profiles, 52M+ companies and 4.77B relationships. That layer is what lets it answer a question about a company where nobody on your side knows anyone. Village's own data page publishes the composition: co-worker 613M edges, role 569M, alumni 490M, direct 133M, with direct labeled 7%.
The interesting detail is that CTD does the same thing, just later and further up the price list. Its Business plan card offers more paths, probabilistic matches from public data, and its FAQ explains the logic in the same terms Village uses: two people who worked together for years probably know each other. So the split is about when you get the inference, not whether it's allowed. Village hands it to a free account. CTD holds it behind a custom-priced enterprise tier, and everyone below that sees only correspondence.
Side by side
| Connect The Dots | Village | |
|---|---|---|
| Where the graph comes from | ||
| Built from | Your team's own email and LinkedIn, scored, de-duplicated and shared | Every teammate's synced accounts pooled and de-duped, joined to public work and education records |
| Pre-built external graph | Business only, as probabilistic matches from public data | 775M+ profiles, 52M+ companies, 4.77B relationships, on every plan including Free |
| Published edge mix | Not published | Co-worker 613M, role 569M, alumni 490M, direct 133M, with direct labeled 7% |
| How a tie is scored | Email frequency and recency, two-way replies, LinkedIn signals and public career overlaps; group threads excluded, an unanswered sender scores zero | Person Rank, named on its site but not described |
| Job-change tracking | Direct connections on Free, faster refreshes on Professional | Not published |
| Connected sources | ||
| Yes | Yes | |
| Connections and messages | Connections | |
| Calendar | Listed as coming soon | Google Calendar sync, listed on Pro |
| Address book | Apple Contacts listed as coming soon | Google Contacts, listed on Pro |
| Messaging | WhatsApp and SMS listed as coming soon | WhatsApp among its sync sources |
| CRM as a source | Salesforce and HubSpot | 500+ integrations on Business |
| Teams and pooling | ||
| Sharing networks on the free tier | Yes, invite others as free users and share networks with each other | Not published; the pooled team graph is on Business |
| Company-wide network search | Business, custom priced | Business, $149/mo published |
| People outside the paid seats | Unlimited external members on Business, for board, investors and advisors | $19 per collaborator per month for third-degree team network |
| Search | ||
| Plain-English search | Yes | Yes |
| Free-tier allowance | 10 AI contact searches a month | 100 credits a month, about a dozen AI searches, 10 results each |
| Explaining the tie | 'How do I know' summaries, 5 a month on Free, unlimited on Professional | Path detail with degree and connection type filters |
| Workflow | ||
| Drafted introduction emails | Ghost emails, drafted for an executive to approve and send from their own name | AI intro sequences |
| Agentic pipelines and autopilots | Not published | Yes |
| Browser extension | Chrome, over LinkedIn, Sales Navigator, Gmail and Salesforce | Every plan, including Free |
| Mobile app | All plans | Not published |
| Done-for-you service | Not published | VIP, from $2,000/mo per campaign, excluding seats |
| API and assistants | ||
| Public API | Basic on Professional, full on Business | Every plan including Free, credit-metered |
| MCP server | Basic on Professional, full on Business | mcp.village.ai, promoted for Claude and ChatGPT |
| Pricing | ||
| Free plan | $0 forever: 10 AI contact searches, 5 ghost emails, 2 lists and 5 summaries a month | $0: 100 credits a month, 10 results per AI search |
| Individual paid plan | Professional $20/mo billed annually, $25 month-to-month | Pro $79/mo, $49/mo billed annually |
| Team plan | Business, custom, contact sales | Business $149/mo, $119/mo annually, plus $19 per collaborator |
| What's metered | Counts of searches, ghost emails, lists and summaries on Free; unlimited on Professional | Credits on AI and data actions, on every plan |
| Standing discount | Portfolio Program, 20% off for a VC or PE firm's portfolio | Annual billing, up to 38% |
| Security | ||
| Attestation stated on public pages | SOC 2 Type II, on its pricing page | SOC 2 Type II badge, on its data page |
| What a shared view exposes | Name, avatar and relationship score only, never the underlying emails, messages or contact details; email bodies not stored | Not published |
| Export | Your data, exportable anytime, stated on its pricing page | Unlimited lists on Pro, unlimited exports on Business |
Where you use each one
CTD's answer is that the work happens where the seller already is. The Chrome extension runs over LinkedIn, Sales Navigator, Gmail and Salesforce, the CRM integration is Salesforce and HubSpot, and its distinctive feature is ghost emails: an AI-drafted introduction request that an executive approves and sends under their own name. A mobile app and its Dottie assistant are on every plan. The product's center of gravity is a rep's day, and the assumption is that the CRM is the system of record either way.
Village's answer is that the work happens in Village. Search, paths, lists, autopilots, AI intro sequences and lead screening sit in one place, with 500+ CRM and ATS integrations arriving on Business. Its browser extension, API and MCP server are on every plan including free, so an unusual amount of the product is reachable without paying, in exchange for the credit meter.
Neither approach is better in the abstract, and the choice usually follows an existing habit. Teams that live in Salesforce resent a second tab; teams with no CRM discipline do better with a product that doesn't assume one.
What each paid plan costs and includes
The individual comparison is stark and easy to state. CTD Professional is $20 a month billed annually, $25 month-to-month, and it lifts every cap on the free plan: unlimited AI contact searches, unlimited ghost emails, lists and summaries, faster refreshes, plus basic API and MCP access. Village Pro is $79 a month, $49 billed annually, and buys 4,000 credits, unlimited autopilots and unlimited lists on top of the pre-built graph. The premium is the graph, and whether it is worth four times the price depends on how often your answer is nobody.
At the team level only one price is published. Village prints $149 a month for Business with 7,500 pooled credits, plus $19 per collaborator for third-degree access. CTD prints custom, and its Business tier holds the company-wide network search, the probabilistic public-data paths, the CRM integration, SSO, unlimited external members and the full API. One team price can be read off the page; the other needs a call.
Choose Connect The Dots if
- You want every path backed by correspondence that happened, with a score that counts replies rather than overlaps
- The team works in Salesforce or HubSpot and wants the path surfaced there and in Gmail rather than in another tab
- Ghost emails fit how introductions get made where you work, with an executive approving and sending in their own name
- Price matters at the individual tier, where CTD Professional is a quarter of Village Pro's monthly rate
- Board members, investors and advisors need to contribute their networks, which its Business tier includes without seats
Choose Village if
- You need candidate paths into companies where nobody on your side has corresponded with anyone
- A published team price matters more than a quote, and Village prints its Business price
- Calendar and address book coverage is needed now rather than when a roadmap lands
- Outreach machinery belongs in the same product: autopilots, AI intro sequences and lead screening
- You want the API, the MCP server and the browser extension on a free plan, and can live with a credit meter
If nobody on the team will pay for a seat
Both of these have free plans, and both are shaped to run out. CTD Free stops at 10 AI contact searches and 5 ghost emails a month; Village Free stops at 100 credits, roughly a dozen questions. That is the normal design of a self-serve funnel, and it works perfectly well for someone who intends to upgrade. It works less well for a founding team, a group of advisors or a set of alumni who want to search each other's networks and will never file an expense.
Happenstance is built for that case: the free plan is the whole product with usage limits, and groups pool networks without seats. The CRM integration and ghost emails are CTD's, the pre-built global graph is Village's, and a sales team that needs either runs Happenstance beside it. Happenstance vs Connect The Dots and Happenstance vs Village go through each pairing in detail.
Switching, and why teams sometimes run both
Running both buys coverage from two directions: CTD for paths the team can vouch for and send through Salesforce, Village for accounts where a communications graph has nothing to offer. The cost is two subscriptions answering one question, and the second answer still has to be checked before anyone acts on it.
Switching is uneventful in either direction, because neither graph is portable and both are rebuilt from the same accounts. Reconnect email and LinkedIn and the new product regenerates its own version within its own refresh schedule. What doesn't transfer is the scoring, the lists and, on CTD, the record of which introductions were sent.
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
How much does Connect The Dots cost?
Free is $0 a month forever for individuals, with 10 AI contact searches, up to 5 ghost emails, up to 2 lists and up to 5 'How do I know' summaries a month. Professional is $20 a month billed annually, $25 month-to-month, and lifts those caps. Business is custom and quoted by sales.
Is Connect The Dots cheaper than Village?
For one person, yes, by a wide margin: $20 a month billed annually or $25 month-to-month against Village Pro at $79 a month, $49 billed annually. For a team, only Village publishes a price: Business at $149 a month plus $19 per collaborator, while CTD's company-wide tier is custom and quoted on a call.
Which free plan goes further, Connect The Dots or Village?
CTD's, if you run a handful of searches a month and want to share networks with other free users; Village's, if you want the API, the MCP server and the extension without paying. They meter different things. CTD Free counts actions: 10 AI contact searches, 5 ghost emails, 2 lists and 5 summaries a month, with unlimited data sources and network sharing included. Village Free counts credits: 100 a month, which at about 6 credits an AI search and 5 for warm intro paths to a person is roughly a dozen questions, with 10 results per search, plus the browser extension, API and MCP access.
The graphs
Do Connect The Dots and Village build the graph the same way?
No, and this is the substantive difference. CTD builds from communications metadata: your team's email and LinkedIn connections and messages, scored on frequency, recency and whether the other person replied. Village pools its members' synced accounts and joins them to a pre-built graph of public work and education records, which is how it proposes a route to someone nobody on your side has met.
When does Connect The Dots infer a relationship?
On Business only. Its plan card lists 'more paths, probabilistic matches from public data', and its FAQ explains the reasoning: two people who worked together for years probably know each other, so it surfaces that. Free and Professional stay on the communications graph. Village makes inferred paths available on every plan, including the free one.
Does Connect The Dots sync my calendar?
Not yet. Its FAQ lists email, CRM and LinkedIn connections and messages as the sources it reads now, with calendar, WhatsApp, SMS and Apple Contacts described as coming soon. Village lists Google Calendar and Google Contacts sync on its Pro plan.
Fit and alternatives
Which is better for a sales team working in Salesforce or HubSpot?
Connect The Dots, on workflow. It integrates with Salesforce and HubSpot, its Chrome extension runs over LinkedIn, Sales Navigator, Gmail and Salesforce, and ghost emails let an executive approve and send an AI-drafted introduction from their own name. Village's answer is to keep the work in its own product, with autopilots, AI intro sequences and 500+ integrations on Business.
Is there a free alternative to Connect The Dots and Village?
Happenstance is free, searches the accounts each person connects across seven sources, and pools networks through groups at no cost. Pro raises the limits. The CRM integration and ghost emails are CTD's, the pre-built graph is Village's; Happenstance is the search layer beside either.
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