← Idea market
Auto43,920 searches / mo

Fuel and mileage logging

Business miles without a paper book.

Opportunity score

6,917 / 10k

Worth a weekend. Demand is real, execution decides it.

Rank

#32

Gap

A

  • Demand

    75

    43,920 contestable searches a month across 25 related keywords.

  • Momentum

    26

    Last three months ran down 29.4% against the three before, seasonality smoothed out.

  • Competition gap

    66

    12 real products rank on page one for this, ad competition 0.55.

  • Crowd

    40

    10 head-to-head rankings from builders, counted at partial weight until 20.

  • Willingness to pay

    73

    Advertisers pay $4.78 a click for this search — some money moves here.

What this score is based on

evidence checked 9/28/2026

  • Search demand verified against Google Ads data
  • 12 months of search history
  • 25 related keywords clustered
  • No firsthand pain signals collected yet
  • 12 competitors analyzed from page-one results
  • 10 crowd rankings from builders

Search demand comes from Google Ads data via DataForSEO and refreshes daily. Competitors come from a live scan of page-one results. Crowd input comes from builders ranking ideas 1-2-3 on the market.

Keyword cluster

25 keywords · 43,920 searches a month combined

Demand counts the whole cluster: 43,920 searches a month across every relevant way people look for this problem. The intent label on each keyword tells you how close that searcher is to wanting software.

KeywordIntentSearchesCPCAd comp.
mileage tracker appwants a tool5,400$5.310.52
mileage trackerwants a tool4,400$5.560.35
free mileage tracker appwants a tool2,400$4.210.57
mileiq mileage trackerwants a tool2,400$3.660.00
mileage tracker free appwants a tool2,400$4.210.57
mileiq trackerwants a tool2,400$3.660.00
free app mileage trackerwants a tool2,400$4.210.57
mileage iq trackerwants a tool2,400$3.660.00
stride mileage trackerwants a tool1,900$6.550.15
distance tracker for runningwants a tool1,900$1.850.18
stride mileage tracking appwants a tool1,900$0.770.00
walking mileage trackerwants a tool1,600$1.850.49
mileage loggerunclear1,600$1.670.98
best mileage tracking appwants a tool1,300$9.230.56
best mileage tracking app freewants a tool1,000$3.870.49
best free app for mileage trackingwants a tool1,000$3.870.49
best free app for tracking mileagewants a tool1,000$3.870.49
best app for tracking mileage freewants a tool1,000$3.870.49
mileage appwants a tool880$4.780.53
everlance mileage trackerwants a tool880$12.710.24
running mileage trackerwants a tool880$1.860.50
best mileage log appwants a tool720$5.970.49
free mileage trackerwants a tool720$4.710.42
best mileage appwants a tool720$5.970.49
mileage iq appwants a tool720$6.460.39

CPC is what an advertiser pays Google for one click on that phrase — a rough price tag on how valuable the visitor is. Ad comp. runs 0 to 1 and is how full the ad auction is: near 1 means advertisers are fighting over it (money is there, but ranking is hard), near 0 means almost nobody bids.

Who has the problem

Manually logging business miles is a tedious, error-prone task that can lead to lost deductions or uncompensated expenses. The current methods often lack precision and demand constant, proactive attention from the driver.

Who experiences it
A worker who needs to track business miles for expense reimbursement or tax purposes.
When it happens
When they realize they need to document a specific business trip's distance, but didn't actively record it during the drive.
How often
This occurs regularly, at least after each business drive, and often intensifies at tax time or expense report deadlines.
What they do today
They attempt to recall or manually calculate mileage, sometimes using a paper log or notes, which leads to incomplete or inaccurate records.

Read off 25 search phrases, 9/26/2026.

Why now

Demand is cooling; build only if you have an angle the incumbents lack.

  • Searches are down 19% year over year

    5,359 a month twelve months ago → 4,366 now for "mileage tracker app".

  • Cooling 29% over the last quarter

    Last three months of searches against the three before them.

  • Peaks in April

    Demand swings 125% across the year, so ship roughly two months before April.

  • Advertisers pay $4.78 a click here

    Buying this intent instead of ranking for it would run roughly $62,981 a month — money is already chasing these searches.

  • 8 real products on page one

    Alongside 4 articles and reference pages, which is room a focused tool can take.

Search data

verified · dataforseo:us · refreshed 9/28/2026

Lead keyword
mileage tracker app
Cluster volume
43,920 / mo
across 25 related keywords; lead phrase is 5,400 / mo
CPC
$4.78
what an advertiser pays for one click here
Ad competition
0.55
0-1 scale: some advertisers bidding

Opportunity score 6,917 = 40% contestable search demand (43,920 a month across 25 keywords) + 25% how open the competition still is (12 products on page one) + 15% momentum (last three months vs the three before, capped so one bucketed month can't swing it) + 10% willingness to pay ($4.78 a click) + 10% crowd rankings (Elo 1457, 10 head-to-heads, weighted by how many votes exist). Anything we can't measure is dropped and the rest re-weighted, so a blank signal never counts as an average one. Search data refreshes daily from Google Ads via DataForSEO.

Monthly searches for "mileage tracker app"

10 votes · demand from dataforseo:us, updated 9/28/2026

5,359
Sep 25
4,366
Oct 25
3,572
Nov 25
4,366
Dec 25
6,549
Jan 26
6,549
Feb 26
8,038
Mar 26
6,549
Apr 26
5,359
May 26
5,359
Jun 26
4,366
Jul 26
4,366
Aug 26

Peak 8,038 · latest 4,366 · low 3,572 searches a month

Google reports monthly volume in fixed buckets (…27,100 · 33,100 · 40,500 · 49,500), so steady months land on the exact same number. Weekly data isn't published.

This chart tracks the single lead phrase. The demand score uses the whole cluster of 25 related phrases (43,920 searches a month), listed below.

Revenue potential

estimate, not a promise

Priced and converted as a prosumer subscription — the funnel below changes with that model, because a freemium consumer app and a B2B tool convert nothing alike.

MRR by month 12

$1,512 – $9,709

60–388 paying users · +7–42 new a month at 5% churn

Year-one run rate

$18,140 – $116,512

the month-12 number annualised — you earn less than this during the ramp

Price

$25/mo

same price as the business model below

24-month projection

log scale

Month 24 · hover to scrub

Slow build $1,808Good execution $12,592Breakout $211,636

The two solid lines are the range above: a slow build and good execution on a slice of this demand. The dashed line is the breakout — you become the default answer for this problem, take roughly a quarter of the intent, convert far better because people arrive already sold, and churn halves. That's the outcome worth chasing, and it's about $211,636 a month by month 24 (21,082 paying users). Most ideas land on the bottom line; the point of the chart is that the ceiling isn't the estimate.

How we got there

  • 43,920 cluster searches a month, 1.6x for app stores and word of mouth.
  • You reach 0.8-5.0% of that, scaled by ad competition 0.55.
  • 10% of visitors sign up, 12% of those pay. Trial-led: people arrive already shopping, so trial-to-paid runs high.
  • That wins 7-42 new subscribers a month. Stack 12 months of that against 5% monthly churn and you're holding 60-388 paying users by month 12.
  • Price $25/mo, taken from the business model below.

Who already builds this

8 real products · 4 articles, explainers and store pages · scanned daily on Google for "mileage tracker app"

8 real products own this search. Everything else on page one is a roundup, review post or explainer, listed separately below.

  • Ranks #3 on Google for "mileage tracker app".

    mileiq.com · from live Google results · verified Aug 18

  • Ranks #4 on Google for "mileage tracker app".

    stridehealth.com · from live Google results · verified Aug 18

  • Ranks #9 on Google for "mileage tracker app".

    hurdlr.com · from live Google results · verified Aug 18

  • Ranks #12 on Google for "mileage tracker app".

    driversnote.com · from live Google results · verified Aug 18

  • Ranks #15 on Google for "mileage tracker app".

    mileagewise.com · from live Google results · verified Aug 18

  • Ranks #15 on Google for "mileage tracker".

    mileage-ace.com · from live Google results · verified Aug 18

  • Ranks #16 on Google for "mileage tracker app".

    triplog.net · from live Google results · verified Aug 18

  • Ranks #17 on Google for "mileage tracker".

    everlance.com · from live Google results · verified Aug 18

Also ranking, but not products (4)

Roundups, review posts, explainers and store pages. They compete for the search, not for the job — they don't count against the competition gap.

Likely business model

willingness to pay 53/100

Prosumer subscription

People are actively shopping for a tool here, so charge from day one.

Price to test · from ad click value

$10–$40/mo

No competitor pricing page was readable, so this band comes from what a click on this intent costs advertisers ($4.78) — a starting price to test, not a proven one.

What to charge for

Trial then subscribe. This crowd is already comparing paid tools, so ask for the card early rather than running a wide free tier.

What this data can't tell you

  • · Nobody's published price backs this band yet — treat the number as a test, and put a price up in week one to find out.

Willingness-to-pay evidence

  • Advertisers pay $4.78 a click for this intent — real money already chases it.
  • 56% of the 25-keyword cluster is commercial-intent wording (best, app, pricing, alternative).
  • Ad competition 0.55 — few advertisers fighting for it.

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