AI tools tested against the job and the bill
Cost breakdowns and workflow guides for AI video, sales, marketing and research tools used in day-to-day business work.
Start with the operating question
Build an AI Sales Prospecting Workflow That Does Not Spam
Build an AI prospecting workflow that finds the right accounts, verifies addresses, drafts from evidence, and keeps a human responsible for every send.
An AI Video Editor or a Freelancer for Turning Webinars into Clips
A one-hour webinar yields ten to fifteen usable clips. Here is what those clips cost through a freelance editor, through Pictory, and where the tool stops being the cheaper answer.
What HeyGen Pricing Actually Costs at 100 Faceless Videos a Month
HeyGen killed unlimited plans in May 2026 and moved everything to credits. Here is the real per-video math, how Synthesia and Pictory now compare, and a free self-hosted route that produces the same 1080x1920 output.
How Far 1,000 Email Finder Credits Go Once You Verify Them Too
Every email finder prices itself in credits, and every plan quotes a number that assumes you never verify anything. Finding and verifying one contact costs two credits, which halves the plan before you send a single message.
When an Email Verifier Is Worth a Credit Per Address
Verification costs a credit for every address you check, and the answer to whether that pays depends entirely on where the list came from. Here are the bounce thresholds that decide it, and the list sources that cross them.
Which Free AI Video Generators Stay Free After the Trial
Most tools sold as free AI video generators are trials with a watermark and a countdown. Here is what each one gives away before asking for a card, and the one route that has no limit because there is no vendor.
Pictory vs Synthesia on a Daily Posting Schedule
Both tools are sold as AI video generators, but they fail in opposite ways. Here is what each one costs at a real posting cadence, where each one breaks, and which complaints show up repeatedly from people who actually shipped with them.