The Workflow Decision Lab
Stop guessing which AI tool to buy.
The Workflow Decision Lab turns small-business software chaos into clear calls — what actually works, what it costs, where it fails, and a 30-day test before you commit.
Why it exists
Too many tools. Too little decision confidence.
Most software advice is written by the vendor. Every guide here is structured so you can make the call yourself — with costs, failure modes, and a measurable test.
Decision Guides
One tool problem, researched properly: what actually works, what it costs, where it fails, and when to do nothing.
- Named scenario, direct verdict up front
- Real pricing — with receipts, or marked unverified
- Failure modes you won't find in vendor demos
From the Lab
Recent decision guides — each one ends with a verdict you can act on.
agencies · automation
AI Reporting & Proposal Automation for Agencies: The $0 Version First
Coming soon: a Workflow Decision Lab breakdown of AI for agencies and studios — client reporting, proposals, and follow-up. What to automate before you buy another tool.
Aug 28, 2026
e-commerce · ai-support
AI for E-commerce: Where It Actually Pays (and Where It Just Adds a Ticket Queue)
Coming soon: a Workflow Decision Lab breakdown of AI for small e-commerce — product pages, support triage, and order updates. What to automate first and what to leave human.
Aug 24, 2026
ai-receptionist · home-services
AI Receptionist for Plumbers, HVAC & Electricians: What It Costs, Where It Fails, and When Not to Use It
A named-operator breakdown of AI phone reception for home-services businesses — the real call flow, the four ways to build it, the cost shape, the failure modes, and the 30-day test. No vendor pitch.
Aug 20, 2026
- Every claim
- has a receipt or says so
- 30-day
- test before you commit
- 0
- vendor-written articles
Frequently asked questions
Is this affiliated with any of the tools I'll be considered?
No. Nothing here is sponsored or written by a vendor. Every cost figure is either sourced with a receipt or explicitly marked as unverified — and the honest answer is sometimes 'don't buy anything yet.'
Who is this actually for?
Owners and operators of small businesses — home services, e-commerce, agencies, bookkeeping, local retail — who are being pitched software and AI tools and want a second opinion that isn't trying to sell you something.
Why '30-day test' instead of 'buy or don't buy'?
Because most tools are a fit question, not a quality question. Every guide ends with a small, measurable test — the metrics to watch, the baseline to record, and the rule for keeping it.
How do you keep this from going stale?
Pricing and capabilities change, so every article carries a last-verified date and gets re-checked when the market moves. Stale claims get corrected in place, with the update logged.
Start here
Send us the decision you're sitting on
Name the tool, the business, and what you've tried. If it's worth a Decision Lab piece, it moves up the list — and you'll get the verdict when it ships.