MARKET RESEARCH & GO-TO-MARKET · FOR PEOPLE WHO BUILD

Autopilot —your go-to-marketresearch,fully automated.

One report on real data — market, competitors, audience, channels and a 30-day plan. Ready in a couple of hours, from $29.

GET A REPORT — $29 →See packages

Real data, not a guess. ~2h. Pay once.

  • Semrush•
  • Similarweb•
  • AdSpy•
  • AppMagic•
  • Reddit•
  • Trustpilot•
  • LunarCrush•
  • WorldBank Data•
  • Brand24•
What it is

Market research and a go-to-market call — without the agency or the guesswork.

Tell it your product and goal. It runs real research — demand, competitors, audience, channels — and hands back a decision you can act on, in about two hours.

Real market research

Demand, competitors, audience and channels — from live data, not training data.

A reality check on your idea

An honest read: who actually pays, where you're weak, whether to go at all.

A clear first move

Ranked channels and a 30-day plan — what to do Monday, not a 200-page deck.

Real data, not training data — in about two hours.

The output

A real report — section by section.

Every claim traced to a source.

Hover any item to see it inside the report.

Real output. Redacted because client work stays private.

YOUR-REPORT.MDReal output · redacted
01 · EXECUTIVE SUMMARY
Executive summary
The verdict — go / go-with-changes / pivot / no-go — plus niche, geo, who pays, best channel, #1 risk.
Verdict: GO, with changes. Don't build "another invoicing app" — incumbents own it. Win the wedge they ignore: getting freelancers paid on time. Who pays: established solo freelancers ($40k+/yr). Best channel: community-led content, ~$0 CAC. #1 risk: willingness to pay vs free tools. | source: synthesis of sections 02–08
SEE A SAMPLE REPORT →
THE REAL COMPARISON

IT LOOKS SMART. BUT CAN YOU DEFEND IT?

Any LLM — free or paid, ChatGPT or Claude — guesses from training data. The gap isn't the model. It's the data.

> > How do I find users, and what are my first steps?
ASK ANY LLM
ChatGPT · Claude

Start by clearly defining your target audience, then meet them where they already are: post on Crypto Twitter, join relevant Discord and Telegram communities, and share genuinely helpful content consistently. Launch on Product Hunt, build an email waitlist, and consider a few micro-influencer partnerships. In the first few weeks, focus on consistent community engagement and gathering feedback so you can iterate quickly.

A generic playbook — confident, but nothing's ranked, no numbers, nothing to act on Monday.
RollinScope
SOURCED · REPRODUCIBLE

First 3 weeks, in order. Week 1: ship a public demo screenshot worth posting. Week 2: launch a weekly X thread "Risk-Adjusted Top-10 Stablecoin Yields" → target 100–150 waitlist. Week 3: seed it in 8–10 protocol Discords. Run only these — skip paid search: 0 advertisers in the niche, ~90 searches/mo. CAC ≈ $0.

source: channel benchmarkssource: SERP + ad data
VERDICTVERDICTLead with one channel — the weekly X thread. Skip paid: it's dead money in this niche.
Get your report — $29 →
How it works

From a raw idea to a decision you can defend.

  1. 01
    AI INTERVIEW

    Brief

    You answer a short brief — your product, your goal, what success looks like. The AI pushes back on vague answers, so research starts from something real.

  2. 02
    9 INDEPENDENT AGENTS

    Research on real data

    It pulls live data from the professional tools a senior marketer actually opens — across demand, competitors, audience and channels.

  3. 03
    EVERY CLAIM SOURCED

    Cross-check & QA

    Findings get validated and de-duplicated. Where the data isn't there, the section is dropped — not invented. Every claim is tied to its source.

  4. 04
    DELIVERY

    Your report — in ~2h

    You get a working document: a real market read, an honest reality check on your idea, ranked channels, and a clear first move.

Powered by the tools pros pay for
SemrushTRUSTPILOTSimilarWebAPPMAGICREDDITLunarCrushAdSpyBrand24AND MORE
$1,500+/mo in subscriptions→one $29 report
50+
Products analyzed
120+
STRATEGIES DELIVERED
~2h
AVERAGE DELIVERY
9
PRO TOOLS PER REPORT
Use cases

From a solo hunch to a team's go/no-go.

Same research engine. Different stakes.

→
Solo founders

Validate an idea before you sink months into it.

→
Vibe coders & small products

Find your first channel, ICP and message — on real data.

→
R&D & product teams

Feature validation and market-entry go/no-go, backed by sources you can defend.

→
Investors

A fast, independent second opinion on a deal or a portfolio bet.

Not sure which fits? Start with a $29 report — it scales from there.

Honest

No magic. Only the power of knowledge.

I'd rather talk you out of it than sell you a report that can't help. It won't, if:

Very small or niche markets (like China)

Public data is too thin to build on — and we won't fake what isn't there.

An idea so new the market doesn't exist yet

With no data to ground it, the service's only edge disappears — you'd just get confident fiction.

Hard B2B on direct, personal sales

maybe

You know your motion — but a second opinion can still surface a channel you've written off.

→

Everywhere else — real data beats a guess.

Packages

Three ways in.
One honest price each.

Available now
01
Fully automated

Autopilot

$49$29

Fully automated go-to-market research for fast founder validation. Everything included — no hidden fees, no tool subscriptions.

  • ▸AI brief interview (pushes back on vague answers)
  • ▸Real research: Reddit, SERP, competitor traffic, forums
  • ▸ICP + competitor map + channel ranking
  • ▸Budget estimates + task roadmap
  • ▸Delivered to Telegram or email
Get Autopilot →
02
Automated + human review

Expert Review

Coming soon

Same engine as Autopilot, but reviewed and corrected by a human marketer before it ships.

  • ▸Everything in Autopilot
  • ▸Personal ICP validation
  • ▸Channel hypothesis correction if data doesn't align
  • ▸Positioning rewrite if weak
  • ▸Voice note explaining my reasoning
Coming soon
03
For teams · custom scope

Team / Feature Validation

Custom

A heavier package for product teams, R&D teams, feature validation, and market-entry decisions.

  • ▸Feature or market validation
  • ▸Custom research scope
  • ▸Tailored go-to-market recommendation
  • ▸Designed for internal teams, R&D, and product orgs
  • ▸Direct collaboration with senior operator
Request custom scope →

All tools, APIs, and tokens included in every package. Nothing extra to pay.

Real founders, real results

Not just numbers — outcomes.

Real people you can check.

"We've run it more than ten times now. R&D research that usually drags on for weeks, we close in a couple of hours. Not perfect, but it points you the right way — and it saves serious time at the start of any hypothesis."
Dmitriy Kubata
Dmitriy Kubata
CEO, international crypto exchange (B2C/B2B)
"We use it purely for go-to-market. We used to outsource market research — now we cover it with this. For a fund that's a direct saving, in both money and time. "
Alexander Rubin
Alexander Rubin
Co-Founder & CEO, Excellion Finance (hedge fund)
"In three days I ran more than 50 market researches. I've been in marketing for 10+ years — no human team gives you that speed."
Anastasia Vasilenok
Anastasia Vasilenok
Product Marketing Producer, GameDev · 10+ yrs
"I'm building a pet project — a productivity app. Marketing isn't my thing, and this filled the gap: it showed me where my users actually hang out, no guesswork. For a solo dev, that's a lifesaver."
Dmitry Vakhrushev
Dmitry Vakhrushev
Senior Product Designer · building a productivity app
"I'm working on a pet project — a portfolio manager. I threw in the idea and got a real breakdown of the market and channels, not the usual 'just do content' fluff. "
Artem Kirillov
Artem Kirillov
Product & Ops Leader, iGaming/Fintech 
"I do go-to-market for a living, so I'm picky. What sold me is the rigor - real competitor and audience data, not a generic AI answer. It's now my first pass before any launch: it surfaces angles I'd have spent days digging for."
Anastasiia Shurak
Anastasiia Shurak
Product Marketing & GTM Lead · 5+ yrs in startups
Get your report — $29 →

Let's be honest
about the alternatives.

Fast, cheap, good — you usually pick two. We do all three.

Ask any LLM
  • Speed
    Minutes
  • Price
    From $20/mo
  • Quality
    Generic. Can't see your market.
Hire an agency
  • Speed
    Weeks
  • Price
    $3k–10k / month
  • Quality
    Maximum
Use RollinScope
  • Speed
    ~2 hours
  • Price
    $29, once
  • Quality
    Solid. Based on real data
FAQ

Things people ask
before they buy.

How is this actually different from ChatGPT or Claude?+

An LLM answers from training data — it can't see your live market, so it fills the gaps with confident guesses. RollinScope pulls real, current data on demand, competitors, audience and channels — and shows you where it comes from. You get a call you can defend, not a guess that just sounds smart.

Isn't this just an LLM wrapper under the hood?+

No. The model is one part. The work is real research tools — the same ones a senior marketer pays for — plus a method and a workflow pressure-tested on live launches. The data and the method do the heavy lifting; the model just speeds it up. And if the data isn't there, we say so — we don't invent it.

What if I'm not happy with it, or the plan doesn't pan out?+

Tell me — @greycaptain on Telegram — and we'll look at what happened and figure out the next move together. No fine print. Informed bets still fail sometimes; the point is they fail cheaper and teach you more.

Will it surface anything I don't already know?+

Usually, yes — at least a few channels or audience angles you hadn't considered, backed by data. You know your product better than anyone; the gap is almost always the market around it, and that's what we dig into.

Can RollinScope execute the plan for me too?+

Not on Autopilot — that's research and a plan you run yourself. If you want hands-on help or a deeper custom scope, that's the Team track — just reach out.

Where do I ask questions about my report?+

Message me directly — @greycaptain on Telegram. Happy to walk through the reasoning or the numbers with you.

▸ Ready to stop guessing?

Pick a package.GET YOUR REPORT. SHIP.

Autopilot — $29REQUEST CUSTOM SCOPE →

No contracts. No retainers. Pay once.

✶ Always reachable

Still have questions?

Ask me directly, or follow on LinkedIn before you buy.

Ask me directlyFollow on LinkedIn