Fuzzy AI

We warm your prospects before reaching out

Sales

Marketing

Artificial Intelligence

Vercel Day

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I like the idea because yes, you have low chances of getting a response from a cold outreach. But I feel like there's an issue which is authenticity because if I found out that someone had been warming me up with AI comments I'd have a different view on the person.

Interesting concept! Does Fuzzy adapt its messaging based on how prospects engage over time?

the warming-up approach actually works, saw real engagement on my comments before i ever pitched anyone. way less spammy than the linkedin tools i bounced off of last year.

The 'only comment when there's real overlap' call is the whole ballgame, and it's harder than it sounds. Running automated engagement myself, the asymmetry that bit us: a false positive, a comment where you don't actually have standing, costs way more than a miss, because a slightly-generic reply on someone's post reads as automated and burns the exact warmth you were trying to build. How are you tuning that overlap threshold, and do users get to see or veto the borderline ones before they go out?

Congrats on the launch, Serena. The 4% to 14% cohort you shared in the thread is the number that makes this interesting: warming as a measurable stage instead of a vague brand effect. My question is about audiences that live mostly off LinkedIn. We sell to healthcare professionals, and the busiest ones barely post, they read quietly if they show up at all. Does Fuzzy still find enough surface to warm an ICP like that, or does it need prospects who are actively engaging in-feed?

Finally tried this for my consulting work and the comment-warming angle actually feels different from typical scrapers. Surprised it didn't take much setup to get a sequence going.

One thing that would really round this out for me is a built-in deliverability health dashboard that flags risky sends before campaigns go live. Warming up inbox reputation is usually a separate chore, so baking it into Fuzzy alongside the sequences would save a lot of juggling.

Congrats on the launch! I run LinkedIn outreach for a 36-person company and the engage-first approach is the right call, cold blasts are dead. My question is the one every LinkedIn tool has to answer: account safety. Automated engagement and follow-ups are exactly what LinkedIn hunts for, so does Fuzzy run through my own browser session with human-like pacing, or cloud accounts? And what daily limits do you enforce by default? Our reps’ accounts are worth more than any tool, so this answer decides everything for me

The "warm them up before outreach" approach is smart — most cold email tools skip the part where you build recognition first. Does Fuzzy actually track whether someone engaged with your content before triggering the outreach, or is it more of a timeline-based sequence?

Since Fuzzy handles everything from research to comments to outreach to replies in one workspace, how do you prevent the 'thoughtful comments' step from feeling templated across hundreds of prospects — what stops it from just being scaled-up cold outreach with extra steps?

the "thoughtful comments" part is where I'd want more detail before trying this. if those comments are AI-written and posted under my name on other people's posts without me seeing them first, that's a real reputational risk if the tone is off even once. is there a review step before anything goes out under my identity, or does it just post?

I like products that encourage better relationships instead of just more automation. That's rare in the age of AI... mindful automation :)

Personal branding and outbound have always felt disconnected. Good to see them combined into one workflow. Congrats!

When someone subscribes, they get all three sides of the product by default or there is an option to select what we want?

This reminds me of networking at conferences, you usually chat before asking someone for something. It would be awkward if someone just went and asked or pitched randomly without building the rapport.

Does Fuzzy adapt its commenting style depending on the founder's writing voice or industry?

Bringing research, engagement, and outreach into one unified workspace is a massive UI win @serena_lam_!

In team setups where multiple reps or account executives are targeting different stakeholders within the same enterprise account, how does Fuzzy prevent duplicate 'warming' efforts? If Account Executive A is commenting on an Exec's post, does the workspace flag that context to Account Executive B so the team's outreach stays coordinated rather than spammy?

Congrats on the launch! 🎉 Love that outreach only fires after real engagement — feels way warmer than cold, scraped-list sequences.

Quick one: is the trigger a fixed rule (e.g., N interactions within X days), or a weighted score factoring in signal type, recency, and ICP fit before a sequence kicks off? And is that threshold configurable per campaign, or fixed platform-wide?

I would definitely try it out.