articuler.ai - Describe your goal. Meet the right professional.

@jason_shen3 big fan of trying new outreach, especially in AI slop land.

Do you have a usage-based model or MPP / x402 that I could connect an agent to? So that I could route searches directly from my Claude (and from products I build with Claude)? Ex. I'm asking Claude to plan a trip to SF, and one of the considerations is to find me people from my network I should meet. With an Articuler MPP, Claude could query on my behalf and suggest folks.

@itsluo Luo, this is exactly who we built Articuler for 🙏 Solo founders feel this bottleneck the hardest — every hire, every investor, every first 10 customers is a single-person decision with no team to crowdsource intros from.

Try a query like "early-stage operator who's done 0-to-1 GTM at a solo or 2-person team, open to fractional or advisory roles" — that's the kind of search LinkedIn can't run. And Playbook will tell you things like "this person turned down 3 fractional offers last quarter because the founders pitched salary instead of equity" — the intel you'd never find on a profile.

What's the most painful "right person" search on your list right now? Happy to run it.

@itsluo Thank you for liking our product! Perhaps you can take a look at our directory feature, it helps you with finding very specific people for your need. If there isn't one that suits you, you can always reach out for us to give us ideas!

@ann_y1 Yes, just as simple as that! Then you will get a list of profiles with a detailed summary about why they fit your profile and your goal!

@ann_y1 just tell us your target's image, and we deliver!

@erictian Yes, you can! In-event matching is on the last stage of beta testing, please dm me, and I can provide you more details.

@erictian Of course! Our event matchmaking function will be launched no later than late June. Happy to reach out and discuss further details with you.

@jissin lu 😄 If Confucius had Articuler, "in any group of three, one of them is my teacher" would've become "in any group of 980 million, the right teacher is one query away." （I really like your porofile pic haha :)

Jokes aside — mentorship is one of our favorite use cases, and not just for founders. College students and young professionals use us heavily — the question "who walked the path I'm trying to walk" is the deepest networking need most young people have.

Try a Directory Match like "USC grads who broke into big tech in the last 3 years" — that scopes the search to your alumni network specifically and surfaces people who remember exactly what your stage feels like. Way more useful than a generic LinkedIn search for "Google PM."

Founders find investors. Students find mentors. Different intent, same engine. What domain are you in?

@jissin Hi Lu, happy to share a little personal story! I've seen it firsthand.

I just graduated last year, and when my friends were job searching, they had the drive but not the network. I let them try Articuler.ai, and the most valuable matches weren't recruiters — they were mentors. Alumni and professionals who actually took the time to review resumes, reframe their story, and show them how to reach out.

As a recent grad, I can tell you: the biggest gap early in your career isn't skills. It's access. You don't have 20 years of warm intros to fall back on. Articuler.ai closes that gap — not by handing you a list of strangers, but by finding people who are willing to help and telling you how to start that conversation.

@hans_c Hans, this is one of the most thoughtful reads of the product I've seen 🙏 You caught the "filtered through yours" detail that we obsess over most — most cold email tools research the recipient but treat the sender as anonymous. The message ends up technically accurate and emotionally hollow.

To your three questions:

1. Softer vs transactional — We don't think they're that different. Sustainable connections are built on exchangeable value — what changes is just the form. · Sales: a specific insight matching what their company's working on (recent hires, launches, public asks). · Fundraising: your domain insight intersecting their current thesis (recent posts, podcasts, check history). · Mentorship: genuine curiosity from someone walking their path — sometimes a shared alma mater is enough.

Generated Email and Playbook adjusts the form, so a sales pitch doesn't read like a mentor request, and vice versa.

2. The 8x figure — Overall rate, not cherry-picked. Caveat: consumer/SMB sees higher reply rates than enterprise — senior recipients are harder regardless of personalization quality.

3. Bring your own context — Current version infers from your public footprint + auto-learns from your preference signals (saves, outreaches, conversions). Next version lets you bring explicit context (notes, what you're working on, who you've talked to). Exactly how you framed it.

Also — Me.bot is the adjacent problem we care about deeply. The day everyone has a real personal memory layer, Articuler's "filtered through yours" gets exponentially better. Rooting for you 👌

@hans_c Thank you Hans, really appreciate the thoughtful breakdown — and you nailed exactly why Jason and Bob built Articuler.ai this way. Starting from intent rather than a name or title is how people actually think about networking. You don't wake up thinking "I need to find John Smith." You think, "I need someone who can help me with X." Every tool on the market forces you to translate that backward into keywords. We wanted to skip that step entirely.

And yes — the "filtered through yours" piece is what we're most proud of. The Playbook doesn't just research the other person. It reads both sides and finds the threads between you. That's why the outreach doesn't sound generic — it's grounded in what you actually have in common, not just what they've done.

@hans_c That’s exactly what caught my attention too most networking tools still feel very search-first instead of goal-first.

The part about outreach being filtered through both profiles feels especially interesting because generic personalization is becoming easier to spot now. Curious to see how well it handles more relationship-driven networking compared to transactional outreach.

@davitausberlin Davit, we're not a database — and respectfully, not trying to be a better one.

The "database + search + cold email" stack — ZoomInfo, Apollo, Lemlist — is structurally spam infrastructure. Buy a list, run keyword filters, blast templates. The whole industry's TAM depends on filling professional inboxes with messages people don't want to read.

Articuler is on the opposite side. We're a content distribution network for professional intent.

Keyword search matches strings: "VP of Marketing" returns every VP of Marketing. Intent matching understands meaning — we read 980M public footprints (posts, podcasts, hiring patterns, check histories, etc.,) and surface the specific humans whose current intent overlaps with yours. Where there's actual exchangeable value on the table.

A database tells you who exists. We tell you who's worth meeting, and why.

Worth noting — FlowMarket and Articuler are pointed at the same horizon from different starting points. You're letting AI agents discover and negotiate B2B deals; we're building the layer where humans find the right humans to begin with. Different problems, shared belief: the future is about fit and intent, not lists and blasts. Would love to chat someday about how the layers might compose 🚀

@charlenechen_123 Thank you Charlene! We only want to deliver connections that are useful