Tools & platforms
The channels it publishes to, the data it researches from, and the discipline behind choosing which provider does which job — kept honest by re-checking, not by habit.
Where it publishes
Instagram (feed, Reels, Stories), Facebook, TikTok, LinkedIn, X, and YouTube — native formats for each, not one post reshaped six ways. Alongside social, it builds and deploys landing pages on your own domain, so a post has somewhere real to send people instead of ending at a profile.
What it researches
Before it writes anything, it reads: your own site and existing content, public competitor activity, what's currently running in ad libraries, review platforms, and search signals for your market. That research isn't a one-time onboarding step — it's re-run as the market moves, which is what keeps strategy from going stale a month in.
The benchmarking work
No single AI provider is best at everything, and none of them stay best forever. One model reasons better about strategy, another writes tighter short-form copy, a third is cheaper per generation at comparable quality for bulk tasks. That ranking shifts every few months as providers ship updates.
Rather than pick one provider at launch and stop looking, the system is built to keep testing combinations — which model for research, which for copy, which for images — against actual output quality and actual cost, and to route work accordingly. That's the part most tools skip, because it's not glamorous. It's also the part that determines whether the output is genuinely good or just fast.
Why that matters with BYOK
Because you bring your own provider keys, this isn't an academic exercise — the benchmarking directly decides what shows up on your bill. Routing a task to whichever provider is actually worth it, instead of defaulting to the biggest name, is the difference between a system that's honest about cost and one that just spends your budget with confidence.