Real scenarios, not feature lists
Every piece starts with a named operator and a real decision — "a 3-truck plumbing shop can't cover the after-hours line" — not a vendor's use case.
About
A lab, not a vendor.
We test the software and AI pitched at small businesses, then publish what we found — what works, what it actually costs, and where it quietly falls apart.
How we decide
Approaches, not just vendors
We compare built-in AI, standalone SaaS, no-code, custom, and "fix the process first" — because the tool is rarely the whole story.
Failure modes, named
The thing that breaks at 2am on a holiday is the most useful sentence in the piece. We write it down.
A keep-or-drop rule, not a promise
Each guide ends with the metric to watch and the rule for keeping the tool. No revenue hype.
The Workflow Decision Lab exists because the software advice small businesses get is written by the people selling the software.
We’re a research lab, not a SaaS company and not an agency. We don’t have a product to sell, a platform to sign you up for, or a “we’ll build it for you” pitch. What we have is a method:
- Pick a real decision. A named business, a named problem, money on the line.
- Test the options. Built-in, standalone, no-code, custom, and the option most tools skip — doing nothing and fixing the process first.
- Price it honestly. Real figures with receipts, or clearly marked unverified.
- Name what breaks. The failure modes, the “when NOT to use it” line, and the keep-or-drop rule you can run yourself.
The one rule: no claim without a receipt. If a number can’t be sourced, it’s marked as unverified — or it doesn’t ship.
When a workflow is worth more than a writeup, we publish it as an MIT-licensed, fork-and-ship template on GitHub so you can run it yourself.
Who writes this
Mohit — AI developer and the operator behind the Workflow Decision Lab. Writes the guides, runs the tests, and answers to small-business operators, not vendors. Reachable at [email protected], on GitHub, and on X.
Every article on this site carries a byline and a publish date. When a piece is re-checked against current pricing or capabilities, it gets an “Updated” date too — and the change is made in place rather than quietly republished.
How this is funded
Nothing on this site is sponsored, affiliate-linked, or paid for by a vendor. There are no tiers and no paywall — see what it costs. That’s the whole business model, and it’s the reason the answer is sometimes “buy nothing.”
Stuck on a tool decision?
Send us the decision you're sitting on. If it's worth a piece, it gets written — and it's free when it ships.