Happenstance vs Draftboard
Draftboard maps routes into the accounts you name. Happenstance answers the question before you have a list, from the accounts you connect. The split is inference against evidence.
By Jerry Feng, Growth at Happenstance. Updated September 1, 2026.
The short version
Draftboard, if a sales team wants routes mapped into a list of target accounts and each intro request tracked to the ask; Happenstance, if your question starts with who do I know, over every account you connect. Draftboard scores paths from published signals such as length of overlapping employment, recency and seniority, charges $0.30 per quality path after 50 free with a $0.90 ceiling per target, and tracks each intro request through to the ask. Happenstance builds its graph from things that happened across seven connected sources, ranks paths by relationship strength, and is free.
Draftboard details from draftboard.com, its About page, its blog including its own post on how it scores relationships, its Chrome Web Store listing and its Product Hunt launch history. It publishes no pricing page; the figures below are the ones on its homepage and comparison pages.
Choose Happenstance if
- You want to ask open questions, not score a list you already made
- A path should be backed by something that happened, not by a shared employer
- Your network lives in calendar, Google Contacts, Twitter and Instagram as well as email and LinkedIn
- The bill should be knowable in advance rather than metered per result
- You want the answer inside ChatGPT, Claude or your own code
Consider Draftboard only if
- The work starts from a named account list or a CSV out of a prospecting tool
- You want every intro request tracked through a pipeline to the ask
- Second and third degree reach matters more than whether the tie is verified
- Teammates won't connect their own accounts, and mapping has to work anyway
- Paying only for the paths you use suits how your team buys
Draftboard and Happenstance, as far as the public pages go
Draftboard publishes less than Happenstance: no pricing page, no attestation and no user count. Its account-list workflow and request tracking are in the workflow rows.
| Happenstance | Draftboard | |
|---|---|---|
| Company | ||
| Funding | Backed by Y Combinator | Investors named on its About page: Twelve Below, Animo, Founder Collective, Ground Up, Centre Street Partners; amounts not published |
| Users | 500,000+ | Not published |
| Security | SOC 2 compliant, DTI Trust Level 2; email read as headers only | No attestation published |
| Pricing | Free (the whole product, usage limits on chat and web search); Pro $30/mo or $24/mo yearly | $0.30 per quality path, 50 free without a card, $0.90 maximum per target; no pricing page, no team plan published |
| Prices checked | August 2026 | August 2026 |
| Where the graph comes from | ||
| Built from | What happened between you and each person, across your connected accounts | A team's LinkedIn and email connections, imported lists, and inferred ties |
| Scoring factors | Evidence of real interaction: replies, meetings, saved connections, follows | Overlapping employment, recency, multiple overlaps, titles and departments, seniority |
| Written rationale on each path | The source of the connection is shown on the result | Yes, a stated reason to ask that person |
| Reaching people outside your network | Web search | Second and third degree inference |
| Connected sources | ||
| Gmail, Outlook | Email connections | |
| Calendar | Google Calendar | No |
| Address books | Google Contacts | No |
| Your connections | Team connections | |
| Twitter and Instagram | Yes | No |
| Imported target lists | No | CSV from any prospecting tool |
| CRM | No | Not published |
| How you ask | ||
| Plain-English questions | Yes | Not published |
| Start from a named account list | Supported in a question | The primary workflow |
| AI research on a person | Yes | Pre-meeting intro alerts |
| Questions outside sales | Hiring, fundraising, partnerships, job search | Board recruiting and job hunting as listed use cases |
| Workflow | ||
| Intro request tracking | No | Full lifecycle, request to ask |
| Drafted intro messages | Drafts for you to send | Yes |
| Team pooling | Groups, free and unlimited; the largest make 380,000+ people searchable | Team network mapping, second and third degree |
| Outside members without a seat | Anyone can join a group | Not published |
| API and AI assistants | ||
| Public API | Included on the free plan | Yes |
| MCP server, ChatGPT app, Claude, CLI | Yes | No |
Draftboard scores work history, Happenstance scores replies
Draftboard publishes how it scores a route: length of overlapping employment, recency of the connection, multiple overlaps at different companies, titles and departments, relative seniority. Every item on that list is drawn from work history. None of them observes an interaction between the two people.
That design has a genuine advantage, which is that it works without anyone connecting an account. Point it at a company and it'll produce routes. The cost is that a route rests on overlap rather than contact: two people at the same 400-person company for three years, in adjacent departments, at similar seniority, score well whether or not they ever spoke. Send that ask to a teammate and you've spent the only currency that matters in an intro request, which is their willingness to be asked again.
Happenstance ranks the other way. The graph is built from what your connected accounts recorded: who answered your email, who sat in a meeting, who is in your Google Contacts, who you follow and who follows back. Fewer paths survive a test like that. The ones that do are the ones a colleague will forward without hesitating.
Who can introduce me to someone on the platform team at Ramp?
Example7 people on Ramp's platform team are in your network; two are directly known.
| Person | Mutuals |
|---|---|
ZM Zoe MarsdenPlatform Engineer at Ramp | |
FB Felix BrandtStaff Engineer, Platform at Ramp | |
AO Amara ObiEngineering Manager at Ramp |
A target list is a narrower question than who do I know?
Draftboard's workflow starts with names you already have. You submit target accounts, or import a CSV out of a prospecting tool, and it returns scored routes into them with a stated reason to ask each person. For an account executive with a territory list, that's exactly the right shape, and the intro request tracking that follows is Draftboard's workflow.
Most questions about people don't arrive with the list already written. "Which of my connections have gone on to found something?" "Who do I know in Berlin?" "Who has hired a head of finance before?" "Who can tell me what it is like to work at this company before I take the offer?" Those are searches, not scorings. Happenstance is the same product for all four, plus web search when nobody in the graph fits.
The scope difference follows from that. Draftboard sells to founders, sales teams, partnerships and agencies, with board recruiting and job hunting as secondary use cases. Happenstance is one search box that an investor, a recruiter, a job seeker and a founder each point at a different question, which is also why the free plan matters: nobody has to justify a line item to ask who they know.
When a guessed graph beats no graph
Nobody on the team will connect an account. Inference is what the constraint leaves you with. If activation is the blocker, a tool that maps second and third degree reach from imported lists will produce something before anyone has connected an account.
The ask needs to be tracked. Draftboard follows an intro request through its lifecycle, so a manager can see which asks were made, by whom and what came back, and the tracking is as much the product as the routes are.
You want to pay per result. $0.30 a quality path with a $0.90 ceiling per target and 50 free paths is a low-commitment way to test a target list, and some teams prefer metered spend to a subscription.
The list is the job. If the whole task is routes into fifty named companies and nothing else, a product built for exactly that will feel more direct than a general search box.
Keeping Draftboard, or moving off it
What you keep. A sales team already working an account list inside Draftboard keeps the list workflow and the request tracking. Both stay in Draftboard, and adding a free tool beside them changes nothing.
What Happenstance adds. The sources Draftboard does not read, which are calendar, Google Contacts, Twitter and Instagram, and the questions that do not start from a list. It also adds the ranking that tells you which of the routes you were handed is backed by something real, which is useful even when the routes came from somewhere else.
Moving over entirely makes sense when the metered model stops fitting: a large target list whose cost is unknown until you run it, a team that wants everyone searching rather than a few people submitting lists, or a use case that was never sales. You lose intro request tracking and the CSV-in workflow. You gain plain-English search across seven sources, free groups that advisors and investors can join, web search past the graph, and the API and MCP server. Search your own network free.
“For anyone looking for a job, make a Happenstance account.”

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
The difference
What's the difference between Happenstance and Draftboard?
What the graph is made of, and what you're allowed to ask it. Draftboard infers ties from public and employment signals across a team's LinkedIn and email connections plus imported target lists, then scores routes into the accounts you name. Happenstance builds the graph from interactions that happened across seven connected sources, and answers open questions in plain English rather than scoring a list you supply.
What's Draftboard?
Today it's a warm intro agent for sales pipeline: it maps a team's network, scores routes into target accounts with a written rationale, drafts intro messages and tracks each request. It launched in April 2024 as a public referral-bonus marketplace and relaunched into the warm intro product in November 2025.
Does Draftboard have plain-English AI search?
Its published workflow is account lists, CSV imports and a browser extension, and the output is scored routes into the accounts you named. Happenstance is built the other way round: you ask a question, such as who do I know who has raised a seed round since January, and the list is the answer.
How the paths are found
How does Draftboard score a relationship?
By its own published factors: length of overlapping employment, recency of the connection, multiple overlaps at different companies, titles and departments, and relative seniority. Those are inferences from work history: they say two people could have known each other, not that they did.
How does Happenstance rank warm intro paths?
From evidence of the interaction itself: email headers showing who replied to whom, calendar attendees showing who sat in a room together, Google Contacts, and social follows. Someone who answers your email outranks a connection request accepted years ago and forgotten, and the strength label on each mutual says which is which. Where the evidence is thin, the ranking says so rather than promoting the path.
Which finds more paths?
Inference finds more candidate paths, because it can assert a tie between any two people who overlapped somewhere. Interaction data finds fewer and stronger ones, because it only counts what happened. The number that matters is introductions made, not paths found.
Pricing
How much does Draftboard cost?
Draftboard publishes usage pricing on its homepage: $0.30 per quality path, the first 50 quality paths free with no credit card, and a maximum of $0.90 charged per target. Its marketing says about two out of three paths are free. No team or enterprise plan is published.
Is Happenstance cheaper than Draftboard?
Happenstance is free, with Pro at $30 a month or $24 a month billed yearly, and searching is not metered per result. Draftboard bills $0.30 per path found, so the cost of a large target list isn't known until the list has been run.
Is Happenstance free?
Yes. The free plan is the whole product, Sidedoor included, with unlimited connected accounts, friends and groups. The limits are on chat usage and on web searches beyond your network, and Pro raises them. No credit card.
Does Happenstance charge per introduction?
No. Happenstance isn't an introduction marketplace: nobody is paid to make introductions, and there's no per-intro fee, success fee or percentage of any deal. The graph is built from the accounts you and your groups connect. The only paid thing is Pro, a flat subscription that raises usage limits, and groups, friends and connected accounts are unlimited on the free plan.
Teams and developers
Can both tools pool a team's network?
Yes, and the models differ. Draftboard maps a team's second and third degree reach and can start from CSV imports, so not every teammate has to connect an account. Happenstance uses groups, which are free and unlimited and open to advisors and investors as well as employees, and each member connects their own accounts.
Can I use Draftboard and Happenstance together?
Yes. Keep Draftboard for the account-list workflow and the intro request tracking if your team already runs on it, and use Happenstance for open questions, for the sources Draftboard doesn't read, and for everything outside sales. Happenstance is free, so the second tool costs nothing.
Do Happenstance and Draftboard work with ChatGPT and Claude?
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. Draftboard publishes an API and no MCP server or assistant app.
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