Happenstance vs Connect The Dots

Both build the relationship graph from what happened between people, which makes them the two closest tools in the category. The split is how much of your network each can see, who each is built for, and what free means.

By Jerry Feng, Growth at Happenstance. Updated September 1, 2026.

The short version

Connect The Dots, if your sales team lives in Salesforce or HubSpot and wants intro drafts routed through it; Happenstance, if you want AI people search over every account one person or a pooled group connects, free. Both build the relationship graph from things that happened (emails answered, messages exchanged) rather than from job titles. CTD connects email, LinkedIn and the CRM, drafts intro emails an executive approves, and gives a free plan of 10 AI searches a month with Professional at $20. Happenstance connects seven sources including calendar, Google Contacts, Twitter and Instagram, pools teams through free groups, and its free plan carries usage limits rather than missing features.

Connect The Dots details from ctd.ai, its pricing page and its FAQ.

Choose Happenstance if

  • Your network lives in more than email and LinkedIn: meetings, Google Contacts, Twitter, Instagram
  • You're one person, or a group that wants to pool networks without seats or a sales call
  • You want the whole product free, with Pro only if you hit the limits
  • You need to reach people outside your network too, with web search
  • You want answers inside ChatGPT, Claude or your own code, included

Consider Connect The Dots only if

  • Your sales team works inside Salesforce or HubSpot and wants warm paths there
  • Executives will approve AI-drafted intro emails rather than write them (Ghost emails)
  • Job-change tracking on accounts is part of the sales motion
  • Board members, investors and advisors should join the company graph without paid seats

Happenstance and Connect The Dots side by side

Company facts first, then what each graph is made of and what each product does with it.

Company facts, sources, team pooling, search, workflow and developer access compared between Happenstance and Connect The Dots
HappenstanceConnect The Dots
Company
FundingBacked by Y Combinator$20M raised; $15M Series A led by Norwest, December 2021
Users500,000+Not published
SecuritySOC 2 compliant, DTI Trust Level 2; email read as headers onlySOC 2 certified; email bodies not stored
PricingFree (the whole product, usage limits on chat and web search); Pro $30/mo or $24/mo yearlyFree (10 AI searches, 5 Ghost emails a month); Professional $20/mo billed annually, $25 month-to-month; Business custom
Prices checkedAugust 2026August 2026
Graph source
Built fromYour connected accounts; what happened between you and each personYour team's connected accounts; email and message metadata
Relationship scoringStrength ranked from two-way interactionBidirectional; a message with no reply scores zero
Beyond your own networkWeb searchProbabilistic matching, Business plan
Connected sources
EmailGmail, OutlookEmail metadata
CalendarGoogle CalendarNo
Address booksGoogle ContactsNo
LinkedInConnectionsConnections and messages
Twitter and InstagramYesNo
CRMNoSalesforce, HubSpot
Team pooling
Pool a team's networksGroups, free and unlimitedCompany network search, Business plan
Outside members join freeAnyone can join a groupBoard, investors, advisors as external members, Business plan
Largest pooled network380,000+ people searchableNot published
Search
Plain-English questionsYesYes; 10 a month on the free plan
AI research on a personYesSummaries; 5 a month on the free plan
Profile enrichmentYesCRM enrichment
Workflow
Intro draftingDrafts for you to sendGhost emails an executive approves
Job-change trackingNoYes
Inside Salesforce or HubSpotNoYes, with a browser extension
Lists, notes, pipelineNoLists; 2 on the free plan
API and MCP
Public API and MCP serverEvery plan, credit-meteredBasic on Professional, full on Business
ChatGPT app, Claude, CLIYesNo

Both count real interactions, not guesses

Most tools that promise warm intros guess. If two people worked at the same company for three years, the tool assumes they know each other. Connect The Dots does not work that way and neither does Happenstance. Both count emails that got a reply and messages that went both ways, and Happenstance also counts time on the calendar. CTD's FAQ says it plainly: if somebody emailed you 100 times and you never replied, the score is zero.

The two products agree about what a real relationship is and differ on three things: how much of your life each graph can see, who is allowed to search it, and what it costs.

Where the paths come from: three sources versus seven

Connect The Dots connects email, LinkedIn (connections and messages) and the CRM. Happenstance connects Gmail, Outlook, Google Calendar, Google Contacts, LinkedIn, Twitter and Instagram, and runs web search for people outside the graph entirely.

The gap matters because warm paths are not spread evenly across sources. The path to a candidate is often a Twitter follow. The path to an investor is a college friend who only exists in your Google Contacts. The path to a buyer is a meeting from two years ago that never produced an email thread. A graph built from email and LinkedIn alone can't rank a path it can't see, and the strongest relationship a person has is often in one of the missing sources.

Who can introduce me to someone on the sales team at Datadog?

Example
Ran 1 search

5 people on Datadog's sales team are in your network; three are account executives.

Example results for “Who can introduce me to someone on the sales team at Datadog?
PersonMutuals
MI
Mateo IbarraAccount Executive at Datadog
IS
Ingrid SolbergSales Engineer at Datadog
RI
Rahul IyerFormer Datadog AE, now at a startup
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.Each person shown with the colleague who knows them. The graph those paths came from includes calendar and Twitter, two sources CTD doesn't connect.

CTD reads LinkedIn messages, not just connections, and it pulls Salesforce or HubSpot into the graph. If your working network is a sales team's inbox and CRM, three sources cover it.

What free buys on each plan, and who gets to pool

CTD's free plan is $0 a month with 10 AI searches, 5 Ghost emails, 2 lists and 5 summaries. Ten searches is about one question every three days. Professional is $20 a month billed annually, $25 month-to-month and removes the caps; that undercuts Happenstance Pro at $30 a month or $24 billed yearly, so a solo user whose network fits inside email and LinkedIn and who wants the cheapest paid plan has a case for CTD.

Happenstance is free, and the free plan is the whole product, Sidedoor included, with unlimited connected accounts, friends and groups and usage limits on chat and on web searches beyond your network. Pro raises the limits.

Teams are where the two plans split hardest. Company-wide network search at CTD sits on the Business plan, custom-priced, after a sales call. On Happenstance, a group is free and unlimited: a founding team, a fund and its portfolio, a sales team and its advisors, all pooled by joining, with nobody needing a seat. The largest groups make 380,000+people searchable. CTD's external members feature (board members and investors join without paid seats) is the same idea, delivered for a sales org that has already bought Business.

Running Connect The Dots and Happenstance together

What you keep. If your sales team already runs CTD inside Salesforce or HubSpot, keep it there. Ghost emails, job-change tracking and the CRM-embedded workflow are CTD's, and a sales org that has wired its intro motion into the CRM keeps it there.

What Happenstance adds. The sources CTD doesn't connect, and the people outside a Business contract. Connect your calendar, Google Contacts, Twitter and Instagram, and ask "Who do I know at Snowflake who I have met in person?" Pool a group of founders, advisors or a whole fund without a Business contract. Reach beyond the graph with web search. All of that is on the free plan, so the second tool costs nothing to run alongside the first.

Moving over entirely makes sense when the CRM workflow was never the reason you signed up: an individual on CTD's free plan hitting the ten-search cap, or a small team that wanted pooled search and was quoted Business pricing to get it. You lose Ghost emails and job-change alerts. You gain calendar, Google Contacts, Twitter and Instagram, free groups, web search and the API. Search your network free.

Happenstance is magical. It just found 30 connections in my friend's network who are technical and also care about language learning.
Adam Novak
Adam Novak
Founder, Candid

What Happenstance reads from your accounts

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

The difference

What's the difference between Happenstance and Connect The Dots?

Scope and buyer. Connect The Dots is a warm-intro tool built for sales teams, deployed inside Salesforce or HubSpot, with AI-drafted intro emails an executive approves and sends. Happenstance is AI search over the network one person or a pooled group has connected: seven sources, plain-English questions, free. Both score relationships from what happened between two people rather than from shared employers.

Is Connect The Dots the same kind of product as Happenstance?

Closer than any other tool in the category. Both build the graph from communications metadata and both score a relationship as two-way: CTD's FAQ says that someone who emailed you 100 times without a reply scores zero, and Happenstance ranks paths by relationship strength the same way. The split is what each graph can see and who each product is built to serve.

What are Connect The Dots' Ghost emails?

AI-drafted introduction emails written on an executive's behalf, so the executive approves and sends rather than writes. It's CTD's signature workflow feature and the free plan includes five a month. Happenstance drafts intro requests for you to send yourself.

Pricing

Is Connect The Dots cheaper than Happenstance?

On the paid individual plan, yes: CTD Professional is $20 a month billed annually, $25 month-to-month against Happenstance Pro at $30 a month or $24 billed yearly. On the free plan, no: CTD's free plan allows 10 AI searches and 5 Ghost emails a month, while Happenstance's free plan is the whole product with usage limits on chat and on web searches beyond your network.

Does Connect The Dots have a free plan?

Yes. CTD's pricing page lists a free plan at $0 a month with 10 AI searches, 5 Ghost emails, 2 lists and 5 summaries a month, plus unlimited data sources, job-change tracking and network sharing. Company-wide network search, CRM integration and SSO are on the custom-priced Business plan.

Is Happenstance free?

Yes. Happenstance is free, and the free plan is the whole product, Sidedoor included, with unlimited connected accounts, friends and groups, and usage limits on chat and on web searches beyond your network. Pro raises the limits. No credit card.

Sources

Which connects more sources, Happenstance or Connect The Dots?

Happenstance: Gmail, Outlook, Google Calendar, Google Contacts, LinkedIn, Twitter and Instagram, seven in total. Connect The Dots connects email, LinkedIn connections and messages, and Salesforce or HubSpot. Happenstance also runs web search for people beyond your network.

Does Connect The Dots sync your calendar?

Not yet. CTD's FAQ lists calendar as coming soon, alongside WhatsApp, SMS and Apple Contacts. Happenstance connects Google Calendar, and meetings are one of the strongest signals of a working relationship.

Teams

Is Happenstance or Connect The Dots better for teams?

For a sales org that wants the graph inside Salesforce or HubSpot with executive-approved intro emails, Connect The Dots, on its Business plan. For any group that wants to pool networks and search them, Happenstance: groups are free and unlimited, nobody needs a seat, and the largest groups on Happenstance make 380,000+ people searchable.

Can I use Connect The Dots and Happenstance together?

Yes, and the two don't overlap much. Keep CTD for the CRM-embedded sales workflow and Ghost emails. Run Happenstance for the search itself, over calendar, Google Contacts, Twitter and Instagram, and over any group you pool. Happenstance is free, so the second tool costs nothing.

Developers

Do Happenstance and Connect The Dots both have an API and MCP server?

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. Connect The Dots offers basic API and MCP access on its $20 Professional plan and full access on its Business plan.

Which is more secure, Happenstance or Connect The Dots?

Both read email as headers only and neither stores message bodies. Happenstance is SOC 2 compliant and holds DTI Trust Level 2, and Connect The Dots is SOC 2 certified, per its pricing page. What Happenstance stores, and for how long, is on the security page.

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