Built by a data-driven marketer.
Trusted by 50,000+ professionals.
We review AI tools the way a rigorous analyst would — not to generate clicks, but to help professionals make decisions they can stand behind. No hype. No filler. Just honest verdicts.
I graduated from Carnegie Mellon University with a degree in Economics and Statistics. I built my career in data-driven marketing at Merrill Lynch, BetMGM, and FlyQuest Sports — organisations where performance had to be measurable and decisions had to be defensible.
In every role, I was paid to separate signal from noise: find what actually drove results, ignore what didn’t. When the AI boom arrived, I watched that same discipline disappear from most coverage. Vendor-written content, affiliate-padded lists, and breathless launch-day takes replaced genuine analysis.
AI Need That is what I built instead: a resource where every review is grounded in real use cases, honest about trade-offs, and written for professionals who need to make decisions — not for people who want to feel informed.
📊 Economics & Statistics
💼 Merrill Lynch
🎰 BetMGM
🎮 FlyQuest Sports

Work with us
We’re open to partnerships with AI companies, B2B SaaS tools, and marketing teams who want their product in front of professionals actively evaluating tools. We don’t do paid rankings or fake reviews — but we do offer featured placements that reach real buyers.
- Featured tool reviews (AEO + GEO optimised, permanent listing)
- Sponsored content clearly labelled as such
- Category sponsorships and newsletter placements
- Custom research and comparison reports for enterprise buyers
Affiliate disclosure
AI Need That earns commission on some purchases made through our links. This does not affect the tools we choose to cover, our ratings, or our editorial conclusions. We cover tools we believe are genuinely useful — and we give honest verdicts regardless of commercial relationships.