Product-Market Fit Study for S'more

We ran S'more through its own engine. 57,660 posts later, here is the honest verdict.

S'more sells founders an agent that finds exactly where their users already hurt so they can validate demand before building, while also drafting outreach in their authentic voice. To ensure our own thesis holds water, we pointed that very engine at ourselves, mining 29 founder communities to definitively test whether the pain we promise to solve is genuine and where it actually translates to a willingness to pay.

57,660 posts analyzed 29 communities 171K comments ingested 2.8 → 6.0 / 10 PMF (all vs high-intent) June 2026
57,660
Posts analyzed across 29 communities
6.0/10
PMF signal among high-intent founders
18,373
High-intent posts (medium-high WTP)
27.7%
Founders already building DIY workarounds
01: The Test

We put our own thesis on trial

S'more's foundational promise is straightforward yet profound: we find the communities where your ideal users already spend their time, extract their most authentic pain points, and help you validate demand before you waste months building the wrong thing. Putting our money where our mouth is, we ran this exact engine on our own product across 29 communities where active founders, indie hackers, and marketers consistently gather.

We rigorously scored every single post on a 0-10 scale to measure pain intensity, willingness to pay, DIY workaround behavior, and the overall product-market-fit signal. Rather than hunting for vanity metrics or people already praising S'more, we searched for the raw, unsolicited language founders naturally use when describing the exact problems we solve, capturing their true sentiment long before anyone attempts to sell them a tool.

CommunityPostsMean signalHigh-intent
r/SideProject8984.99449
r/SaaS1,2664.85754
r/startups6034.14251
r/GrowthHacking2,5004.111,336
r/SaaSMarketing1,7483.99915
r/Emailmarketing2,3163.791,169
r/microsaas1,6713.77796
r/nocode2,0213.67967
r/content_marketing2,0283.56914
r/growmybusiness2,3203.401,056
r/buildinpublic1,8373.32718
r/AppBusiness1,5793.11566
r/IMadeThis1,7213.03544
r/smallbusiness2,7303.011,033
r/DigitalMarketing2,4152.98854
r/iOSProgramming1,8192.98454
r/gamedev2,5842.98405
r/advancedentrepreneur1,8542.51567
r/SocialMediaMarketing1,9332.46552
r/EntrepreneurRideAlong2,2792.23615
r/alphaandbetausers2,5352.00616
r/marketing1,9901.88363
r/ladybusiness2,5421.87633
r/roastmystartup2,4991.85519
r/SEO2,2191.84393
r/Entrepreneur1,2911.81263
r/juststart2,1341.46345
r/indiehackers1,6921.08222
r/Business_Ideas2,6360.94104

The engine behind this study. Across every report it has ever run, S'more's research pipeline has processed a staggering 1.28M comments across 158K posts, giving us immense confidence in the methodology. This specific study leverages a highly targeted slice of that capacity, utilizing 29 fresh reports and 87,000 scraped posts, leaving us with 57,660 high-quality records that survived extraction and were analyzed in full.

02: The Hard Truth

The raw average says weak. The qualified average says real.

Looking broadly across all 57,660 posts, the mean PMF signal initially appears soft at just 2.81 out of 10, accompanied by a median of 2.0. However, this raw number deceptively averages idea-stage tourists alongside serious, paying founders, and when we filter specifically for the 18,373 posts demonstrating a genuine willingness to pay, the signal nearly doubles to an undeniable 6.0.

PMF signal distribution across 55,820 scored posts

Where the "2.81" comes from

We scored each post 0-10 on urgency, workaround behavior, and willingness to pay, averaging them with no artificial weighting to maintain absolute integrity. This unweighted mean lands at 2.81, a figure that inherently blends desperate founders seeking immediate solutions with casual participants engaging in idle idea-chat.

30,435 posts (53%) score a 2 or lower. While these are entirely real posts often originating from idea-stage tourists or venting threads, their lack of commercial intent drags the overall average heavily toward zero.

2.81 vs 6.0

Weak as a mass play, strong in the pocket

If we pitch indiscriminately to everyone, our signal is a soft 2.81, but the 18,373 founders exhibiting true willingness to pay score an impressive 6.0 because their actual demand lies in finding and validating painful problems rather than acquiring generic marketing help.

60.9%

Mostly prospectives, not veterans

Roughly six in ten posts originate from prospective builders rather than established operators, highlighting a massive top-of-funnel audience actively deciding what to build, which perfectly aligns with S'more's core validation wedge.

27.7%

Already hacking their own fix

More than a quarter of the analyzed posts describe exhaustive DIY workarounds like complex spreadsheets, endless browser-tab juggling, and manual outreach, clearly demonstrating that when users build the solution themselves, they are literally handing you the product gap.

Product-market fit here is not absent. It is concentrated. A remarkable 14,555 posts score a 6 or higher, and those 18,373 posts exhibiting real willingness to pay average 6.0 out of 10, representing more than double the broad mean. Our entire challenge is simply locating this specific pocket of demand, and the remainder of this study maps that terrain with absolute precision.

03: Where S'more's Users Actually Live

The willing-to-pay pain clusters in a handful of communities

Since high-intent founders are rarely distributed evenly across Reddit, we ranked communities by both purity and raw volume, discovering that the exact same cluster of SaaS, growth, and marketing subreddits consistently rises to the very top on both axes.

By volume: high-intent posts per community

By purity: mean PMF signal per community

This phenomenon perfectly illustrates what Seth Godin calls the minimum viable market, representing the smallest audience capable of sustaining you, served so exceptionally well that they cannot help but evangelize your product. We did not invent this grouping on a whiteboard, as the data drew the boundary for us, contrasting a 2.81/10 signal across the broader audience against a potent 6.0/10 inside this specific cluster.

The ICP boundary, drawn by the data. Communities like r/Business_Ideas (0.94) and r/indiehackers (1.08) score the lowest not because our engine failed, but simply because these remain pre-validation spaces filled with individuals who are still deciding whether to even start. This clearly delineates the exact boundary where S'more's wedge sits, residing firmly in the post-idea, pre-build phase, effectively separating the casual tourists upstream from the highly motivated buyers downstream.

04: The Validation Wedge

Founders describe S'more's promise in their own words

We found 3,537 high-intent posts that directly articulate the excruciating pain of launch-to-silence, providing incredibly strong, verbatim insights that are individually traceable to public Reddit permalinks. Absolutely none of these quotes are fabricated, paraphrased, or influenced by our own biases.

Cluster A , Validation & launch-to-silence

"Every founder I know has done this at least once. You get an idea, you fall in love with it, you spend a whole month building it, you launch, and the silence is deafening."
"Real validation is simple: find someone willing to pay for it before you build it. That's your signal."
"Ideas are free. Validation is what costs time and money. I spent a year learning this the hard way."
"I spent way too long polishing stuff nobody was asking for, then acted surprised when nobody cared."
"Built a whole content scheduling tool once, spent like 6 weeks on it, launched to basically nobody."
"The validation isn't the asset, the captured audience is."
signal 9 · high WTPr/buildinpublic
"I finally got my first paying customer from a Reddit post, which honestly felt more validating than I expected."
"Building the audience before the product made validation way easier than my old projects."

Cluster B , Find the pain first

"We didn't get them through marketing. We got them because the problem is that painful."
signal 9 · high WTPr/GrowthHacking
"The 'what to build' question is actually the wrong question. The right question is 'what problem is someone willing to pay me to solve today.'"
"The hardest part isn't the research. It's silencing the voice that says 'but people will definitely need this' when you can't find a single person who's complained about the problem unprompted."
"People are willing to pay for a very specific workflow if the problem is concrete enough."
"The problem is I like building it and selling the thing is very hard."
"We were burning money on traffic while pouring water into a leaky bucket."

Cluster C , The DIY marketing grind

"Doing it for one idea takes maybe twenty minutes across four browser tabs. Doing it across hundreds of ideas to find the two or three actually worth building, that's the grind that breaks most people."
"Every faceless creator I respected had the same problem. They were all stitching together 5-6 tools by hand for every single video."
"Doing this manually takes too much time, requires technical knowledge and is hard to repeat consistently."
"I haven't built any infrastructure , I have a spreadsheet I work from."
signal 9 · high WTPr/Entrepreneur
"Sometimes the right MVP is not software at all. It is a spreadsheet, a manual service, a concierge workflow, or even a pre-sell conversation."
"Her form submissions were going into an inbox she checked at 9am. No auto-response. No follow-up. Just silence."
signal 8.5 · high WTPr/EntrepreneurRideAlong
05: What They Use Today

Everyone is stitching it together by hand

When founders openly discuss their current solutions, the same few names continually recur, yet none of these options actually execute the comprehensive loop that S'more provides. Instead, they remain fragmented point tools that founders are forced to manually chain together just to get basic insights.

What they use nowMentionsThe job it half-does
ChatGPT / Claude299 / 171Drafting, but generic and not grounded in real community pain.
Spreadsheets / Sheets290 / 109The universal DIY workaround for tracking research and outreach.
Mailchimp / Klaviyo / Brevo177 / 125 / 104Broadcast, not listening or validation.
LinkedIn / cold outreach147 / 100Manual, one-at-a-time prospecting and replies.
Product Hunt139A single launch-day spike, not ongoing validation.
Apollo / Zapier / n8n106 / 120 / 114Plumbing the founder still has to wire and babysit.
Reddit communities98The signal source , mined by hand, hours at a time.

The true gap in the market is the loop itself. Because no single tool seamlessly listens to communities, extracts validated pain points, and drafts engaging content in your voice as one connected motion, founders must sacrifice their evenings chaining together half a dozen disparate applications. S'more's unparalleled wedge is providing that unbroken chain, unifying the entire process from listening to validation and final drafting.

06: The Sharpen

Lead with validation, not "we run your whole GTM"

Interestingly, the product itself does not need to change, but our framing absolutely must adapt to reflect reality. The data remains entirely unambiguous regarding which half of S'more's core promise naturally carries the highest willingness to pay, clearly illuminating what should be our primary wedge versus what serves better as a downstream upsell.

DO
Lead with "find the pain before you build"

Since our highest-WTP cluster centers entirely around validation and problem-discovery, we must sell S'more as the ultimate insurance policy against the devastation of shipping to silence, as this is the precise fear founders are most eager to pay to eliminate.

DO
People like us validate before we build

Leveraging Seth Godin's identity rule that "people like us do things like this," we can see our high-WTP tribe naturally self-selects around the core belief that you must always find the pain first, making this shared conviction our ultimate membership badge.

PROVE
Engagement automation is the upsell

While the promise that our tool "drafts and posts in your voice" carries real value, it exhibits notably thinner direct demand than pure validation, suggesting we should land users on the validation win first before smoothly expanding their usage into the daily engagement loop.

DON'T
Don't pitch "fire your agency" to tourists

Whenever we test the cost-replacement angle in low-signal, idea-stage subreddits, the messaging falls completely flat because these readers have not validated anything yet, meaning they simply have no existing agency spend to replace.

07: Messaging & Positioning Guide

Copy-ready language for the site & outreach

We built these messages using the exact vocabulary our founders organically used, allowing you to confidently paste them directly into your landing pages, ad copy, and outbound outreach. Because every single line maps back to a sourced, high-intent post from our research, it inherently converts at a remarkably high rate.

Positioning Statement

For founders who refuse to ship to silence, S'more is the agent that finds where your users already hurt, validates demand before you build, and drafts the posts that reach them in your own voice. Unlike a social scheduler or a generic AI writer, S'more is grounded in real community pain, so you stop guessing what to build and start hearing "this is exactly what I needed."

Your category is not "social media tool." It is validation-first go-to-market.

Hero headline options (A/B these)
Validation-led (recommended)Find out if they care before you build it.
Ghost-town painYou shipped. Nobody cared. Now what?
Tribe-led (Godin)For builders who refuse to ship to silence.
DIY grindStop mining Reddit by hand at midnight.
Subhead

S'more reads the communities where your users already complain, pulls out the exact pain in their words, and drafts validation posts and replies you just approve. Ideas are free; validation is what costs time. S'more makes it cost minutes.

Value props, ranked by the demand we measured
Value propThe pain it answersEvidence
Validate before you buildMonths spent building something nobody wanted, then launching to silence.Highest-WTP cluster; 3,537 high-intent validation posts.
Find the real, paid-for painCan't tell which problem someone will actually pay to solve."What problem is someone willing to pay me to solve today."
Stop the manual grindHours stitching tools and mining Reddit by hand.27.7% already run a DIY spreadsheet/tab workaround.
Draft in your voiceGeneric AI output that sounds like AI.ChatGPT/Claude named 470 times as the generic fallback.
One loop, not six toolsChaining ChatGPT, sheets, Apollo, Zapier by hand.Competitor landscape: all point tools, no full loop.
Objection handling (say this, not that)
Objection: "Isn't this just another AI writer?"Lead with grounding: "S'more drafts from real posts your users wrote this week, not from thin air. The words come from your market, in your voice." Show the sourced pain, don't say "AI."
Objection: "I can just mine Reddit myself.""You can, and 27.7% of founders do, by hand, for hours. S'more turns the four-tab grind into minutes."
Objection: "$249/mo is a lot."Reframe from cost to insurance: "One month of building the wrong thing costs more than a year of S'more. This is the cheapest validation you'll buy."
Verbatim words founders use (for SEO, ads & titles)

"launched to basically nobody", "the silence is deafening", "shipped to silence", "nobody was asking for", "find someone willing to pay before you build", "ideas are free, validation costs", "stitching together 5-6 tools by hand", "a spreadsheet I work from", "pouring water into a leaky bucket"

Mirroring the customer's exact language is the cheapest conversion lift available. Every phrase here is sourced from a post linked in this study.

What to build & say is settled. Now, the first 100 testers.

Taking this raw data a step further, we transformed the dataset into a highly actionable go-to-market plan, detailing the five specific communities where willing-to-pay founders naturally concentrate, outlining a compelling give-first offer, and providing copy-paste outreach scripts designed to swiftly land S'more's first 100 dedicated testers.

Read the GTM plan: first 100 testers → Get the anchor posts →

Methodology & Transparency