About This Site
A small independent resource — not a company, not a team, not a platform.
Who I am
My name is Marcus Webb. I'm not a developer. I don't have a computer science degree. I spent about eight years working in administrative and research roles — mostly in healthcare and education — before I started building websites on the side as a way to learn something new and, honestly, to have a project that was mine.
I got into AI tools the same way most people do: I kept hearing about them, tried a few, and found the gap between what was being claimed and what I actually experienced genuinely frustrating. I spent real money on a few tools that didn't work the way I expected. I read a lot of reviews that were basically reworded press releases. I watched colleagues at my old job adopt tools that were completely wrong for their workflows, because nobody gave them honest information before they committed.
So I built this site. Not because I'm an expert. I'm not. But I had time, I had experience trying and failing with these tools in actual professional settings, and I could write clearly about what I found. That felt like enough to get started.
I'm based in Brisbane, Australia. I work on this site on evenings and weekends. I have no staff, no investors, and no editorial board. It's just me, some research tools, and a willingness to say when something didn't work.
Why this site isn't a company
I get asked this occasionally — why not scale it up, get writers, build a media brand? A few reasons.
One is that I've seen what happens to review sites when they grow fast. The economics push toward covering more tools, faster, with less verification. Affiliate revenue starts shaping which tools get reviewed first. The actual usefulness of the content tends to go down as the business side goes up. I don't want to run that kind of site.
Another is simpler: I don't have the money or the appetite for it. I'm not trying to build a business. I'm trying to maintain a resource that helps people make better decisions about tools that affect their working lives. Those two goals aren't always compatible at scale, and I'd rather stay small and useful than grow and become unreliable.
Why I built this anyway
The specific frustration that triggered this site was trying to find a decent AI documentation tool when I was still working a research administration job. There were reviews everywhere. None of them said anything concrete about what the tool actually did wrong, who it wasn't suitable for, or what the realistic experience was after the free trial ended.
Every review I found was either a vendor's own content or a roundup that clearly hadn't involved anyone using the tool for more than twenty minutes. They all said things like "streamlines your workflow" and "boosts productivity" without telling me whether the tool would work with the specific EHR system we used, or whether the AI output needed so much editing that it wasn't actually saving time.
I'm not saying my reviews are perfect. Some of them rely on published research and practitioner interviews rather than direct testing, and I try to say that when it's the case. But I at least try to answer the questions I couldn't find answers to: who should avoid this tool, what goes wrong in practice, and what does the vendor's marketing not tell you.
How these tools should actually be used
This is probably the part of the site that matters most, so I'll say it clearly.
AI tools are drafting and organizing tools, not decision-making tools. A medical scribe AI produces a draft note — the physician reviews and signs it. A legal research AI surfaces relevant cases — the attorney verifies and applies judgment. An AI bookkeeping tool categorizes transactions — the accountant checks and corrects. The professional is still responsible for the output. The tool is doing the time-consuming first pass, not the work itself.
When these tools help most:
- You're doing high-volume, repetitive work with a predictable structure — writing the same kind of document over and over, processing similar transactions, responding to similar queries
- You have enough professional knowledge to catch errors when they happen — and they will happen
- You treat the AI output as a starting point, not a finished product
- You're willing to go through a calibration period where the tool performs worse than it eventually will
When they don't help — or make things worse:
- You expect the tool to replace judgment on complex or unusual situations — it won't
- You're working in a noisy, rushed environment where you're unlikely to review outputs carefully
- The tool is in a specialized area (a rare subspecialty, an unusual legal jurisdiction, a niche accounting situation) where its training data is thin
- You're evaluating it in the first week and concluding it doesn't work — most tools have a calibration period that genuinely affects performance
What you should always double-check yourself:
- Any citation, case reference, or statistic generated by an AI tool — hallucination is real and common
- Drug names and dosages in any medical AI output
- Compliance claims — a tool described as "HIPAA compliant" still needs a signed BAA; "FERPA friendly" still needs your district to approve it
- Pricing — it changes constantly and I don't always catch it in time
Transparency — please read this part
Some links on this site are affiliate links. If you click through and buy something, I may earn a small commission. This doesn't change what I write — I've given negative or mixed reviews to tools that have affiliate programs, and recommended tools that don't. But the relationship exists, and I think you should know about it rather than finding it buried in a footer you'd never read.
I don't guarantee anything on this site. Tool quality changes. Pricing changes. Companies get acquired and products get discontinued. A recommendation that was right in January might be wrong by July. I try to update when I know something has changed significantly, but I miss things.
There are no paid placements here. No one has ever paid me to rank them higher or write a positive review. If that changes, I'll say so.
The ads you see are served through Google AdSense. I don't control which ads appear. I earn from those too. It's not a lot, but it's what keeps the hosting paid and gives me enough motivation to keep updating things.
If you spot something outdated, wrong, or misleading on this site — genuinely, please tell me. The contact page works. I read everything that comes through it. Corrections are the most useful thing readers can send.
What this site is not trying to be
Not a definitive directory of every AI tool that exists. There are thousands of tools. I cover the ones worth examining for specific professional contexts — which is a much smaller list.
Not a place for quick, confident "just use this" answers. The right tool for a solo family medicine physician is different from the right tool for a cardiologist in a large health system. Answers that don't account for that aren't useful even if they're easy to read.
Not a business trying to grow as fast as possible. I'd rather have a thousand readers who find it genuinely useful than a hundred thousand who find it forgettable.
If what you're looking for is a specific tool recommendation with all the caveats acknowledged honestly — you're in the right place. If you want confident, simple answers with no trade-offs mentioned — there are plenty of other sites for that.
— Marcus Webb, Brisbane, Australia. Last updated July 2026.