What AI tools actually cost.
We run an AI content pipeline in production — video, images, voice, GPUs. Every article here is built from our own benchmarks and invoices, not vendor pricing pages. Measured numbers, failure notes included.
Measured · Not quotedThe Real Cost of AI Video Generation in 2026: Our Actual Bills
Local RTX 3060 vs cloud GPU rental vs per-second APIs — a 60-second video costs between $0 and $24 depending on the path, and the "free" one turned out to be the worst.
Images · ThroughputRTX 3060 for AI Image Generation in 2026: Real Throughput, and When to Rent Instead
32 seconds per Flux-schnell image, ~2,700 images a day, effectively free — and the three workloads we always send to rented GPUs instead.
Audio · DebuggingWhisper Hallucinations on Non-English Audio: The 3 Parameters That Fixed Our Pipeline
A real Tagalog livestream turned into "guys guys guys…" on loop under default settings. The exact parameters that fixed it.
Infra · CostsStatic Residential Proxies for Multi-Region Testing: Real Costs and What Actually Matters
$2–4 per dedicated IP per month done right — plus the eSIM misconception we paid to learn and our IP acceptance checklist.
More benchmarks landing soon: voice cloning cost per episode and print-on-demand margin math from a live store.