
Monitor Facebook Groups for leads: the API is gone
Meta shut down the Groups API for good in April 2024. Here's what's actually left for a founder trying to catch buying signals inside Facebook Groups.

Meta shut down the Groups API for good in April 2024. Here's what's actually left for a founder trying to catch buying signals inside Facebook Groups.

GitHub's REST search covers issues and pull requests. Discussions live behind a separate GraphQL budget, and the reply rules differ by repo.

Product Hunt's API bans commercial use by default, and its own guidelines erase self-promotion in comments. Here's the room built for the pitch.

Slack caps outside apps at 15 messages a minute, and its API terms ban using one community's data for your pipeline. Here is what a founder can still run.

Bluesky streams every public post over one unauthenticated socket. We sampled 20 minutes of it and counted what a founder could actually reply to.

X charges half a cent per post read. The arithmetic on whether a keyword monitor on X pays for itself, and the point where it stops.

Most Discord lead-gen advice quietly breaks Discord's own Developer Policy. What rules 5, 6, 7 and 20 actually say, and the motion that survives them.

Fifteen tools for getting content seen across social platforms — schedulers, repurposing, listening, newsletter. What each is good at. Not a ranking.

Fifteen lead generation tools across prospecting, outbound, intent, and inbound — what each is good at, what it's bad at, who it fits. Not a ranking.

Christmas shoppers ask ChatGPT for gift ideas. If OAI-SearchBot can't crawl your products, you're invisible. The 2026 listing playbook.

Most cold email A/B test lifts are sample-size theater. The timing variable swamps copy variance. Here's what's actually testable in 2026.

Find paying clients on Reddit by being early, useful, and specific — not by spamming DMs. The honest 2026 playbook for freelancers and agencies.

Paid ads in the lead-gen toolkit: when ads work cleanly, when they quietly fail, the CAC math vs intent-based outbound, and why blended programs win in 2026.

Cold email didn't die in 2019. It died in February 2024 when Google and Yahoo rewrote sender rules. Here's what survived, the reply-rate math you can plan against, and where the trigger has to come from.

LinkedIn buying intent is real, sparse, and hidden behind API limits. Here's the exact signals we watch, the signals we ignore, and the pipeline that makes the channel work.

Honest cost breakdown of building sales intelligence in-house vs buying. Scraping infra, LLM APIs, classifier engineering, enrichment, maintenance — actual numbers.

We built Shadow Inbox with OpenClaw, an AI agent factory. Here's the agent role split, the 1-week MVP, the surprises, and what we'd do differently.

Reddit reply strategy for founders: why most marketing advice gets you banned, how moderators actually think, and the disclosure pattern that earns upvotes.