Most "gig driver apps" are really just mileage loggers with a nice dashboard. They count your miles and add up your gross — which is genuinely useful at tax time, but it's also the number the delivery app already showed you. If your goal is to know what you actually keep and make better decisions because of it, the tool has to do more than log trips. Here's the checklist that separates a real net-profit tracker from a glorified odometer — use it whichever app you end up with.
1. Does it show your NET, or just your gross?
This is the whole game. A lot of trackers aggregate your earnings across platforms and stop there. That's a bigger version of the same misleading number. What you want is take-home: gross minus your real vehicle cost minus an estimated tax set-aside. A $235 gross day is closer to $175 in your pocket — a tracker that never surfaces that $60 gap isn't tracking profit, it's tracking revenue.
Look for: a clear "real net" figure per shift and per week, not just a gross total.
2. Does it cost your ACTUAL car, or a generic number?
Two drivers doing identical miles can have wildly different real costs — a fuel-efficient sedan versus a thirsty SUV aren't in the same universe. Many apps apply one flat per-mile figure to everyone (or just the IRS rate, which is a tax deduction, not your real cash cost). Your real cost per mile depends on your specific vehicle's fuel economy, its depreciation curve, and category-based wear.
Look for: cost math tied to your actual make/model, not a one-size-fits-all rate. (Leasing? Then depreciation isn't your cost — a good tool knows that too.)
3. Per-hour AND per-mile — not just hourly
Hourly earnings hide expensive, high-mileage shifts; dollars-per-mile hides long unpaid waits between orders. Experienced drivers watch both, because a "good hourly" built on 200 deadhead miles isn't good at all.
Look for: real net profit shown per hour and per mile, so you can see which shifts and which orders actually pay.
4. Is the tax set-aside state-aware, or a flat guess?
"Set aside 25% for taxes" is a rule of thumb, not a number. Nine states have no income tax at all; others run progressive brackets that change what each extra gig dollar costs you. A flat percentage over- or under-shoots depending on where you live.
Look for: an estimated set-aside that factors in self-employment tax and your state — not a single blanket percentage. (It's an estimate for planning, always — your actual situation and a licensed tax professional have the final word.)
5. Does it understand a day job? (W-2 stacking)
This one almost every tool ignores. If you drive on weekends but have a W-2 job during the week, your gig income doesn't get taxed in a vacuum — it stacks on top of your wages and is taxed at your marginal rate. A tracker that assumes your gig income is your only income can badly misjudge what to set aside.
Look for: the ability to account for other (W-2) income when it estimates your tax slice. It's rare, and it matters if gig work is your side hustle.
6. If you're on an e-bike, does it do the math right?
Here's a trap: you cannot use the IRS standard mileage rate on an e-bike — that rate is for cars, vans, and trucks. E-bike couriers deduct actual expenses instead: electricity, battery wear, and mechanical wear, which usually work out to around 6 cents a mile. A tracker that just applies car-mileage logic to your bike is giving you a number that isn't yours — and most of them do exactly that.
Look for: genuine e-bike support built on the actual-expense method, not a car formula wearing a bike costume. This is the single most under-served corner of the whole category.
7. Will your tax pro actually accept the output?
Come spring, the goal is a handoff, not a shoebox. Clean records — a mileage log, categorized expenses, receipt images, and a Schedule C–style summary you can export — turn tax season into an administrative task. A tool that keeps everything locked inside a dashboard you can't export isn't saving you the hard part.
Look for: receipt capture, categorized expenses, and an export (CSV/PDF or a Schedule C worksheet) your tax professional can use.
8. Does it compare platforms honestly?
If you multi-app, you want to know which platform actually pays best after costs — and you want that comparison to be honest, not skewed by one lucky $30 tip. Small sample sizes lie.
Look for: a per-platform net comparison with some sample-size sanity built in, so one good night doesn't crown the wrong app.
The short version
A mileage logger tells you how far you drove. A real net-profit tracker tells you what you kept, on your car, in your state, per hour and per mile — and handles the e-bike case correctly if that's you. Run any app you're considering against the eight questions above; the gap between "logs miles" and "shows profit" is where all the useful decisions live.
If you want to see the difference in about a minute, the free net income calculator shows your real take-home, real hourly, and keep rate from a single shift — and there's a dedicated e-bike cost calculator that uses the actual-expense method instead of the car rate. Both are estimates for planning, not tax advice — but they're a far better starting point than the number on the app.