See real strangers
find your product.
The AI Copilot for vibecoders. Paste your URL and the machine starts working across paid ads, SEO, AEO, MCP discoverability, and community placements — for both you and your AI assistant.
Builders stay builders. We do the labor of being found.
- Free forever. Bounded compute quotas. No card.
- $79/mo if you want the work running continuously, in the Cohort.
- Your ad media stays on your card — no markup, ever.
The labor we do
Five channel families. Both tiers. From day one.
Not just ads. The full inventory of being found — running for your product, grounded in proven distribution workflows.
Paid micro-tests
Small, hard-capped tests on Bing / X / Reddit. Your card, no markup.
SEO pages
Pages generated for your niche — answering what people ask Google.
AEO answer pages
Answer pages that get cited by ChatGPT, Perplexity, and Claude.
MCP discoverability
Registered on AI-assistant platforms — when vibecoders' agents look for help, your product surfaces.
Community + build-in-public
Reddit / IndieHackers / X drafts in your voice. You approve each post.
Free: hand-off prompts pre-worked for your AI to execute. Cohort: runs continuously where direct execution is wired; hand-off where it isn't.
Two relationships with the same machine
Same outcome reach. You choose who does the work.
Free — forever
- You trigger; your AI executes via hand-off prompts.
- 1 deep-look / 10 drafts / 1 diagnosis per month.
- Cohort intelligence: refreshed weekly (14-day snapshot).
- Aggregate diagnosis.
- UI-only access.
- Ad media: your card, at cost — $0 markup.
Cohort — $79/month
- The work runs for you, every second.
- Fair-use compute — we monitor outliers and email before we throttle.
- Cohort intelligence: real-time; your activity feeds it daily.
- Per-channel analytics.
- Your agent subscribes via MCP + events + webhooks.
- Ad media: your card, at cost — $0 markup.
Two tiers, ever — Free and the $79 Cohort. No success fees. No revenue share. Fair-use compute, no surprise bills. Cancellation is one click.
Built for how you already work
Your AI assistant connects via MCP.
Sparks (a real customer arrived), cohort signals, and optimization recommendations arrive as events your agent can act on — over MCP and webhooks. On Free, your assistant pulls context (UI-only depth). In the Cohort, it subscribes to real-time events.
Earn ad-media credit (optional)
Honest reciprocity, never a catch.
- +$15Share your diagnosis (X / LinkedIn / link)
- +$15Refer a vibecoder who signs up — and +$30 when they join the Cohort
- +$5Contribute a cohort correction
Credit is ad-media runway — earned through honest reciprocity, used at cost on your own ad spend. Not a sign-up bonus, not a referral scheme.
How it works
Four steps. Plain English the whole way.
Paste your URL
We read your homepage, pricing, and intake. The Scout shows it understood your product. You correct anything we got wrong.
Share what you know
Name two audiences you suspect want this. Optionally connect Stripe, analytics, your AI assistant, or share your brand voice.
The Engine runs
The machine starts: paid micro-tests if you want them, SEO / AEO drafts, MCP discoverability, community drafts. Hand-off prompts ready for identity-bound actions.
Diagnosis + next moves
On demand. The picture is the diagnosis — which audience-channel pairs worked, in plain English. Scale what works, try three adjacent, or pause with dignity. What you owe: nothing.
What we will never do
The hard floors.
Free is bounded by honest compute quotas — because Anthropic isn't free. The $79 Cohort is fair-use: we monitor outliers and email before we throttle, no surprise bills. Ad media is pass-through at $0 markup, on any tier.
- We will never take a cut of your sales. $79/mo is the whole price — no success fees, no revenue share, no markup on ad media.
- We will never lock you in. Cancellation is one click. You own your customer data.
- We will never use dark patterns. No guilt walls, no hidden auto-renew traps, no manufactured panic.
- We will never claim what we can't prove. The diagnosis shows ground-truth signal, not projections. Cohort comparisons appear only at N ≥ 20.
- We will never add tiers beyond Free and the $79 Cohort.
- We will never silently charge or throttle. Fair-use means we email and ask before we adjust anything — no surprise bills.
- We will never speak in your voice without your tap. Hand-off prompts pre-work the content; your AI executes; you approve each public post.