You shipped in a weekend, like everyone else. Launch day: some X impressions, a launch-platform spike, then silence. The 2026 problem isn't building - it's that every distribution channel is either saturated, slow or priced for someone with a war chest. Here's what each one actually delivers, and the channel that got rails this year.
| Channel | Delivers | Time to signal | The catch |
|---|---|---|---|
| Launch platforms (PH + alternatives) | A one-day spike, some backlinks | 1 day | Tourist traffic; the algorithm decides; no repeat lever |
| Build-in-public / X | Compounding audience – for the builder, not always the product | Months | You become a content creator with a side project |
| SEO / content | Durable inbound | Quarters | Too slow for first users; needs product-market signal first |
| Paid ads | Volume, eventually | Weeks + budget | $3-5k to learn anything; brutal for dev audiences who don’t click ads |
| Manual community posting | Real users when it lands | Days | One post per room before you’re spam; unscalable; unmeasurable |
| Paid community endorsements | The admin of a fitting room posts your product, tracked per room | Days | Admins decline products that don’t fit – the filter is the feature |
Every first-users guide ends with 'go where your users are'. This is that advice with an API.
In Claude or Cursor, via the Torchly MCP server: “find communities of AI builders and estimate reach for a $20 CPA campaign.”
Your worst case is target x cap, known before you pay. Rooms that can’t hit your number are never offered.
Each room’s admin reviews the exact copy and price. An approval is a human endorsement, not an impression.
Clicks, confirmed conversions and CPA per room – queryable by your agent, billable only on what your systems confirm.
Where your product fits: AI & developer communities in the directory · the economics: pricing · the numbers: benchmarks.
The honest ranking: launch platforms give you a spike (Product Hunt and its alternatives), content and SEO compound but take quarters, paid ads need budget to learn, and niche communities - the Discords, subreddits and group chats where your exact users gather - convert best per hour invested. Every credible first-users guide says 'go to the communities'; the difference now is you can do it as a paid, tracked channel instead of manual posting.
Launch-platform traffic is tourists: people who browse launches, upvote, and move on. A dev community's members share a real problem, and a recommendation from the admin they trust arrives with context. Rooms are smaller - hundreds to low thousands - but a 4% click rate and double-digit conversion on a fitting product beats a front-page spike that converts at a fraction of a percent.
Campaigns start around $500. Dev and product rooms price at $120-200 per approved placement plus $10-40 per confirmed conversion; you set a target CPA and a cap, so worst-case spend is known before you pay. Weak campaigns cost you volume, not surprise bills - unspent budget is refunded.
Posting is free once per community, and then you're the person who spammed the server. Paying the admin for an approved placement inverts it: the room's gatekeeper reviewed your product, chose to endorse it, and posted in their own voice. It scales past your personal goodwill and it's measurable per room.
Yes - this is the part that didn't exist before. Torchly ships a REST API and an MCP server, so an agent in Claude, Cursor or any MCP client can search communities by audience, estimate reach and cost against your target CPA, launch the campaign, and read per-community attribution. Distribution becomes a callable function, the way Stripe made payments one.
Network priors: beta recruitment converts at ~22% of clickers - enthusiast rooms over-index for trying new tools - and installs at ~13%. AI-builder and dev communities are also unexpectedly strong for business banking, productivity and hiring products: developers are founders and freelancers too.