Example output · vibe-check

Say you tell vibe-check "I have an idea for a productivity app for people with AuDHD." This is the kind of report its discovery process surfaces: real pain points mined from the communities living the problem, a competitor gap map, and a plain verdict on whether it's worth building. Real research, on a real idea, nothing staged.

This public sample shows the shape and the verdict. The engagement version goes further: the claim-by-claim table, the full source-pool breakdown, and the per-need scoring behind the boards. Want one for your idea? Write to arab.amer@gmail.com.

Back to the vibe-check examples

Idea Validation · Prepared 2 July 2026
SAMPLE REPORT · produced on a real idea, with real research, to show what you receive. The brief was written for this demonstration.

AuDHD Productivity App

The brief asked one question: "Is this worth building?" The verdict is directly below. The proof sits one tab over.

The verdict
GO-IF

GO-IF the product is rebuilt around the abandonment cycle (needs N4 and N1), not around adaptive planning (N2), and scoped to the $8k budget.

The brief's founding premise, that nothing is designed for AuDHD specifically, did not survive contact with the store listings: at least two products target AuDHD by name and two more market the exact energy-adaptive thesis, so an $8k solo build entering on the same premise would be a coin flip against Tiimo's $4.8M and a stream of fresh entrants. The pain underneath the premise is another matter. It is confirmed and loud, and it is badly served on two specific axes: plans that collapse on a bad day, and the abandonment cycle itself. The market demonstrably pays. One wedge sits unoccupied: no product on the board is designed for this community's defining usage pattern, which is quitting and coming back. That wedge is specific enough to test cheaply before any code gets written, which is exactly what an $8,000 budget requires.

The confirmed pain

The try-then-abandon cycle is real. Independent voices describe the same two-week collapse in near-identical words, and streak mechanics actively punish it.

The gap

Nobody designs for the return. Every tool on the board assumes continuous use; not one treats leaving and coming back as normal.

The money signal

The market pays. Tiimo reports 50k+ paying subscribers, and body doubling commands $8 to $40 a month. But this community punishes subscriptions from unproven tools.

The brief's claims, checked

Every checkable claim in the brief was tested against the evidence. One was contradicted outright: the founding premise that nothing is designed for AuDHD did not survive contact with the store listings. Two were confirmed loudly, and two survived only in a reshaped form. The two claims that reshaped the verdict are unpacked at the bottom of the Evidence tab. The full claim-by-claim table, with every source and standing, ships with the engagement version of this report.

How to read this report

Tab 2 holds the proof: two boards and 26 verbatim quotes with named sources. The verdict above should be reachable from that tab alone; if it is not, tell me. Tab 3 is the version of the product the evidence supports. Tab 4 is your homework list, and the natural agenda for a follow-up call. Tab 5 explains how the research was done and exactly where it is thin.

Prepared by Amer Arab · arab.amer@gmail.com
Produced with the author's discovery method.

Two boards, then the quotes behind them

The Opportunity Map places all seven scored needs. The Competitor Matrix shows nine rivals against the five needs that decide this space. Below the boards: the strongest 26 of the 102 pooled quotes, verbatim, organized by need. Ellipses shown as [...] are elisions; nothing else has been edited.

Five needs land in the gap quadrant. The dashed border on N5 marks a hunch: real signal, below the three-source evidence floor.

A dash means the need is not that product's lane, or the evidence was too thin to judge. The green row is the wedge: no product on the board designs for leaving and coming back.

The quotes, by need

N1 · Plans collapse on a bad day; rigidity punishes inconsistency

Seen itPain 9Served 4Opportunity 14
"Tiimo was designed for autism rather than ADHD. I tried it and the routines were not adaptable or changeable, and if you were a minute late starting your routine the whole sequence was fucked for the rest of the day basically."Mumsnet thread "Apps to help ADHD" (VoltaireMittyDream)
"The whole minute to minute planning doesn't always work since I end up falling behind."App Store review of Tiimo (brookeekay)
"The ritual can become its own obstacle. Another thing to fail at. [...] Sunsama's model assumes you will show up for the ritual every day. Miss a day and the backlog grows."Rivva blog, "Best Sunsama Alternatives for ADHD in 2026" (a competitor's blog)
"Other apps try to do this too but the execution isn't right. It feels like a drill sergeant yelling at you.""Review of Llama Life by an AuDHDer", on the Focus Bear blog (a competitor's blog)

N2 · Daily energy swings; plans do not adapt

Seen itPain 8Served 5Opportunity 11
"Additionally, AuDHD chafes under scheduling structure as much as it craves structure. No one could venture a guess what would be best for you."r/AutisticWithADHD comment, verified verbatim against the raw comment
"I have these weird, unpredictable energy spikes where I can hyperfocus and get tons done, followed by valleys where even checking my email feels impossible. And none of the apps I've tried seem to understand this reality."r/adhdwomen thread; see the caution directly below
"Sunsama does not know that you had two hours of fragmented sleep. It treats 9am and 3pm as equivalent scheduling slots."Rivva blog, "Best Sunsama Alternatives for ADHD in 2026" (a competitor's blog)
Crowding note: Thruday and Sprout already market energy-adaptive planning. This need is real and it is being actively attacked.

A caution on the strongest match

The single most on-thesis quote in this evidence base (the "energy spikes [...] valleys" quote above) comes from a thread whose author was validating their own competing app concept. It is treated throughout this report as a crowding signal, not as demand evidence. It still tells you something useful: another founder read this market the same way you did, and is already moving.

N3 · Pressure mechanics backfire: streaks and overdue counters flip from motivation to dread

Seen itPain 7Served 3Opportunity 11
"I've stopped opening the app first thing every morning because the little spark of excitement I used to get turned into a subtle dread."r/finch comment on "So I'll just never get rewarded for this area again"
"I second Finch!! I had to remove the 'streaks' function because I hate that, but the rest is so good!"r/AutisticWithADHD comment on "How do you guys journal / plan / keep a log"
"A list of two hundred old tasks isn't a to-do list, it's a guilt machine."BrightMind blog, "TickTick for ADHD" (a vendor's blog)
"You also don't get penalized/made to feel bad if you don't complete some goals for your day"App Store review of Finch (Sbhojigglez, 2024)

N4 · The abandonment cycle: novelty decays in about two weeks, guilt accumulates, and no tool is designed for leaving and coming back

Seen itPain 8Served 2Opportunity 14
"I have a graveyard of planners that I have started and was dedicated to for all of two weeks"r/ADHD thread "Planners suck, but maybe Bullet Journaling is ok?"
"It worked for about a week. Maybe two. Then I'd forget where I saved something, or I'd start a new notebook because the old one felt cluttered, or I'd just stop opening the app altogether."Tejas Sharma, Medium essay "Every Productivity App Failed My ADHD Brain. So I Built My Own."
"I once spent an entire weekend setting up a Getting Things Done system in Todoist. Tags, filters, projects, labels [...] I used it for exactly three days before it felt overwhelming, and I stopped opening the app entirely."R Brunell, Medium essay "I Deleted 47 Productivity Apps in 30 Days"
"Things that are designed for neurotypical people. Many people with ADHD like me use systems like that for a month and then get burned out or bored."r/AskMenOver30 comment, self-identified ADHD
"I bought this app, but don't use it"App Store review of neurolist (Well3Yeah, 2025)

N5 · Demand avoidance (PDA): any app instruction becomes the thing you resist

HunchPain 8Served 2Opportunity 14
"I have PDA so anything like this is a demand to me [...] the only thing that pretty much always works for me is body doubling in person."r/AutisticWithADHD comment, body-doubling thread
"Sometimes simply looking at your calendar or email causes anxiety, so you put it off entirely"Authentically ADHD Substack, "Living with AuDHD: Navigating Planning, Prioritizing, and Organizing"
Below the evidence floor: two sources against a floor of three. N5 is shown as a hunch, was demoted from differentiator candidacy, and is flagged for targeted re-search. See Open Question 6.

N6 · Human presence (body doubling) is what actually works

Seen itPain 7Served 6Opportunity 8
"The only thing that really actually works for me is body doubling. Which fucking sucks because there's a lot of things I need/want to do on my own."r/AutisticWithADHD thread, body-doubling discussion
"I have ADHD and I've done 500+ FocusMate sessions in the last year. I've found it sticky and helpful like nothing else I've ever tried"Hacker News comment, thread on focus and coworking tools
Already served by paid services: Focusmate at $8 to $12 a month and Flow Club at $40 a month. The money in this lane is proven, and the need is not unserved.

N7 · Subscription fatigue and price resentment

Seen itPain 5Served 3Opportunity 7
"I tried an app called Tiimo but it was too expensive and didn't suck me in"r/ADHD comment, retrieved via the PullPush archive; permalink not captured
"$15-$16 a month is waaaaaaaay too expensive for this app...when you price the app so highly it makes me feel as though the app is trying to profit from my disability rather than help."App Store review of Numo (h_ericson, 2022)
"People with ADHD, put this $300 into your emergency fund and use Reclaim.ai instead [...] This is 100% a scam [...] The happiest part of this experience is the hope in the beginning but it's an empty bag"App Store review of Motion (Markraby, 2023)
"I will probably happily pay them for the rest of my life"r/adhdwomen comment about YNAB, a budgeting app that stuck; retrieved via the PullPush archive, permalink not captured
"There is a cost, but it is well worth it to me and WAY cheaper than doing all of this with a coach, owing a ton in late fees because I forget to pay bills, or the risk of losing a job."App Store review of Inflow
"I would love the option to pay a once off price"Hacker News comment, productivity app pricing discussion

Where the brief and the threads part ways

Claim 1: "Nothing is designed for AuDHD specifically"

The brief assumed the space was empty. The store listings say otherwise. Focus Bear's Google Play title is literally "Focus Bear: AuDHD routines", and its App Store tagline reads "Structure for AuDHD brains". Sprout's marketing repeats the brief's exact thesis, including "Most productivity apps are designed for neurotypical brains". Tiimo was co-designed with ADHD and autism experts, and Thruday targets "ADHD, autism and time agnosia" with a neurodivergent-led team. The kind reading: the niche exists but is thinly executed. Focus Bear has 11 App Store ratings, and its reviews include routines resetting themselves to 3 AM. The claim fails as stated, and survives only as "nobody has executed well for AuDHD yet".

Claim 5: "The community would pay because we're desperate"

The brief assumed desperation converts to revenue. The threads say the money is real but shaped. On one side: Tiimo reports 50k+ paying subscribers and $4.8M raised, Inflow charges $95.99 to $199.99 a year at a 4.4-star average, and body doubling commands $8 to $40 a month. On the other: "I tried an app called Tiimo but it was too expensive", a $15 monthly subscription reads as "trying to profit from my disability", and the only unconditional loyalty in the whole evidence base ("I will probably happily pay them for the rest of my life") was earned by a tool only after it demonstrably worked. Desperation drives trying, not paying. Paying follows surviving the two-week cliff.

Prepared by Amer Arab · arab.amer@gmail.com
Produced with the author's discovery method.

The wedge the evidence supports

A planner that expects you to quit and designs for your return.

Every product on the matrix assumes continuous use. The community's actual pattern, documented across five source pools, is cyclical: adopt, drop within two weeks to a month, feel guilty, try the next one. The differentiator this evidence supports is not a better planner. It is the first planner where leaving and coming back is the designed-for path. That is needs N4 and N1 together, and it is the one row on the competitor matrix that is empty across all nine rivals.

The smallest V1 that proves it

No streaks, anywhere.The strongest single lesson in the evidence: streaks flip from motivation to dread for this community.
No overdue debt.Yesterday's unfinished tasks dissolve unless you re-choose them today. A task list must never become "a guilt machine".
A re-entry ritual.After any absence, the app offers one tiny thing and zero guilt. Returning is treated as normal use, never as failure.
Bad day mode.One tap shrinks today's plan instead of recording a miss.
Pressure mechanics optional, off by default.The Finch lesson: the same mechanic that retains one user repels another, so every one of them is a switch.

What to leave out of V1

The riskiest assumption, and its cheap test

People who have abandoned ten apps will try an eleventh because it promises to absorb abandonment.

The cheap test, before any build: a fake-door landing page pitched as "the planner that expects you to quit", with a waitlist, shared where the community already vents.

Pass signalMeaningful waitlist conversion, plus unprompted "finally" replies.
Fail signalThe pitch reads as a gimmick and conversion stays flat.

This test costs a weekend and protects the rest of the $8k. If it fails, the budget is still intact, and the questions in the next tab point at where to look instead.

Prepared by Amer Arab · arab.amer@gmail.com
Produced with the author's discovery method.

Open questions for the founder

The brief could not answer these six questions, and parts of the verdict are conditional on them. Each comes with the cheapest honest way to answer it. This list is also the natural agenda for a follow-up call.

1

Who exactly is the first user?

Diagnosed AuDHD adults, self-identified neurodivergent people, or the broader ADHD market?

Why it matters: it changes distribution and tone entirely. The communities you enter and the words on the landing page shift with the answer.

The cheap way to answer it: run the fake-door page with two headline variants, "built for AuDHD adults" against "built for ADHD brains", and compare conversion. Five short conversations in the communities quoted in this report would settle the tone question.

2

Is $8k the build budget, or the whole runway?

Why it matters: marketing into these communities costs attention and time, not just code. If $8k must cover both, the V1 scope shrinks further.

The cheap way to answer it: this one is a decision, not research. One sitting with a spreadsheet, before anything else is spent.

3

What is your pricing stance?

The evidence punishes subscriptions from unproven tools and rewards one-time or cheap founder pricing. "Trying to profit from my disability" is the sentence your pricing page must never earn.

Why it matters: pricing model, not price point, decides whether this community trusts you.

The cheap way to answer it: add one question to the waitlist form ("what would you expect to pay: one-time, or monthly?") and read the replies. It costs nothing extra.

4

How attached are you to the "adapts to your energy" framing?

Why it matters: two competitors already market that exact pitch, so leading with it buys a crowded fight while the abandonment wedge sits empty.

The cheap way to answer it: A/B the landing page headline, the energy framing against the return framing, and let conversion decide.

5

Do you have any existing distribution into AuDHD spaces?

Why it matters: cold entry is the biggest non-product risk. An existing following, or a relationship with community moderators, changes the launch math entirely.

The cheap way to answer it: a one-page inventory of where you already have standing, then one message to three community moderators asking what founders are allowed to post.

6

Are PDA users in or out of scope for V1?

Why it matters: the signal is real but sits below this report's evidence floor (two sources against a floor of three). If they are in scope, the design constraint is severe: any instruction can become the thing the user resists.

The cheap way to answer it: one focused day of targeted mining in PDA-specific communities, plus three conversations, before committing either way.

Prepared by Amer Arab · arab.amer@gmail.com
Produced with the author's discovery method.

How this was done

The brief's checkable claims were extracted first. A discovery sweep then ran across five source pools, and every candidate need was scored with Opportunity = Pain + max(0, Pain - Served) against a fixed rubric. Evidence tags are earned, not assumed: a need is marked "seen it" only when roughly three or more independent sources back it. Below that floor it stays a hunch, and a hunch cannot anchor a verdict or a differentiator. 102 verbatim quotes were pooled in total. The strongest 26 appear in the Evidence tab; all 102 are retained in the engagement record with their sources.

The sources, in brief

Five source pools were mined: the Reddit communities living the problem, the store reviews of neurodivergent-focused apps, first-person essays on mainstream tool failures, money signals (pricing pages, funding news, what people say they pay), and the competitor landscape itself. Each of the seven scored needs carries an earned evidence tag, and one (demand avoidance) sat below the three-source floor, so it stayed a hunch and was demoted from differentiator candidacy. The full source-pool breakdown, the search phrases used, and the per-need scoring table ship with the engagement version of this report.

Limits, stated plainly

What the thin spots did to the verdict

Thin r/AuDHD coverage and the below-floor PDA signal pushed this verdict toward GO-IF rather than GO.

This method mines what people say publicly, in community threads and on review pages. It is directional, not statistical. A loud thread is a strong hypothesis, not proof.