Auto Repair — 2.5% of all ratings are 1–2 star

Complaint rate 2.5% — low — against a median of 25,783 ratings per competitor. Users are broadly satisfied and the incumbents are deeply entrenched. Low pain plus strong incumbents is the worst quadrant, and this is the one market here where the data says "not this one".

5competitors

779reviews scanned

2.5%complaint rate (all ratings)

1.8%median competitor

1651–2★ in scanned sample

4.42average rating

25,783median ratings

Why

Three things the numbers actually say

Low frustration

Only 2.5% of 107,116 ratings are 1–2 star. Users broadly tolerate what exists, which removes your main wedge.

Entrenched incumbents

Median competitor carries 25,783 ratings. You are not out-building that; you are out-niching it.

Payment evidence exists

1 documented revenue case(s), largest at $4,000/mo — MH dealership CRM.

Good fit: Almost nobody. Low pain plus strong incumbents is the worst quadrant.

Bad fit: Everyone — including you, most likely.

Competitors

All 5 apps we scanned in this market

Competitor	Rating	Ratings	Reviews scanned	Complaint rate
RepairSolutions2	4.81	37,914	250	1.2%
FIXD OBD2 Scanner	4.62	25,783	250	5.2%
Shopmonkey for Techs 2.0	3.39	83	16	38.6% thin
Auto Agent	4.86	41,471	250	1.8%
Direct-Hit Mobile by Identifix	4.41	32	13	12.1% thin

Complaint rate = share of that app's total ratings that are 1–2 star, from Apple's published star distribution. It is not computed inside the 779 reviews we scanned — that sample is drawn by Apple’s own review ordering, which skews critical, and would read roughly ten times higher. 2 app(s) marked thin have fewer than 100 ratings in total; their own rate is noisy.

"Ratings" is the app's lifetime App Store rating count — a proxy for how hard it is to displace them. 250 is our per-app review cap.

Complaints

Top 3 complaint categories

Sorted by volume. Percentages are share of the 779 reviews scanned in this market, not of lifetime reviews.

Missing Features

11 complaints · 6.7% of all · present in 5 of 5 competitors

show fix issues×1worked perfectly fine×1item ve purchased×1code don need×1buy anything already×1help finding mechanic×1ignore others may×1

What this means for you: Turn top missing features into headline selling points

Crashes & Bugs

11 complaints · 6.7% of all · present in 3 of 5 competitors

verified blue light×1fixd obd scanner×1assistance bought scanners×1near future want×1app keeps crashing×1crashing saying need×1add clear cache×1

What this means for you: Crash monitoring + legacy-device support

Subscription Traps

10 complaints · 6.1% of all · present in 1 of 5 competitors

thieves these people×1premium subscription never×1done two weeks×1weeks after purchased×1scanner device trying×1go unnoticed these×1thieves fortunately paypal×1

What this means for you: One-tap cancel + renewal reminders, no dark patterns

Payment evidence

Does anyone actually make money here?

$4,000 /mo

MH dealership CRM · 房车零售商 CRM/DMS

model: 订阅 · recurring: yes · source: public Hacker News founder report

Next steps

If you act on this market, do these first

Tackle Missing Features head-on — 11 complaints (6.7% of all).users keep writing: "show fix issues", "worked perfectly fine", "item ve purchased"
Tackle Crashes & Bugs head-on — 11 complaints (6.7% of all).users keep writing: "verified blue light", "fixd obd scanner", "assistance bought scanners"
Tackle Subscription Traps head-on — 10 complaints (6.1% of all).users keep writing: "thieves these people", "premium subscription never", "done two weeks"
Check the incumbents yourself before writing code: RepairSolutions2, FIXD OBD2 Scanner, Shopmonkey for Techs 2.0.Verify these numbers independently — every figure here is reproducible from public App Store data.
Confirm someone pays before building. We found 1 case(s) — see payment evidence above.No verified revenue evidence is not the same as no revenue.

Full report

Everything we extracted from 779 reviews

The summary above covers the top 3 of 10 complaint categories. The full report covers all of them — with every recurring phrase and its count.

All 10 complaint categories with counts and competitor spread
65 recurring phrases, each with how many times it appeared
Differentiation checklist ordered by how much volume it addresses
Complete payment-evidence breakdown
Build-order recommendation
CSV export of this market

Get the full report See other markets

$100 one-off (launch price, first 5 clients) · one-off, delivered as a private link