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bits00 AUDIO

Data quality

Live coverage and validation health for the bits driver database. We show the warts — this updates automatically after each daily scrape.

Updated daily · 09 Oct 2026, 01:47

Valid driver coverage

3,305+441 / 30d

LF drivers with validated Thiele/Small parameters

3,529Official datasheets93.3% of LF drivers have an official datasheet attached
+364 / 30d
1,329Traced response curves35.1% of LF drivers have a valid trace for their current datasheet
+145 / 30d
2,473With price data65.4% of LF drivers matched to a vendor listing
+641 / 30d
3,783LF drivers trackedAcross 58 manufacturers · 17,441 vendor listings

T/S validity

Quality dips when new scrapers land, then recovers as we clean up. This is the honest, fluctuating view.

Current composition318 open issues
Valid3,305
Warning432
Error46
Unchecked0

Quality by scraper

Per-manufacturer T/S validity, datasheet and response-curve coverage. Sort any column, or click a row to drill in.

51 manufacturers
Quality by scraper
Details
Visaton280
61.4%
108
100.0%
18.6%
100.0%
65.7%
Dayton Audio240
90.4%
23
99.6%
79.6%
100.0%
85.8%
Eighteen Sound212
99.5%
1
100.0%
83.5%
100.0%
89.6%
B&C209
100.0%
0
100.0%
21.5%
100.0%
90.9%
FaitalPRO194
100.0%
0
100.0%
98.5%
100.0%
95.9%
Tang Band172
87.2%
22
100.0%
84.9%
98.8%
25.6%
Celestion150
65.3%
52
100.0%
55.3%
100.0%
77.3%
CIARE134
95.5%
6
99.3%
85.1%
100.0%
79.1%
Wavecor134
98.5%
2
100.0%
34.3%
100.0%
60.5%
Jensen119
94.1%
7
100.0%
73.9%
100.0%
0.0%
Monacor116
79.3%
24
91.4%
0.0%
100.0%
56.9%
PRV Audio111
87.4%
14
97.3%
0.9%
100.0%
51.4%
Beyma103
97.1%
3
100.0%
92.2%
100.0%
92.2%
Eminence102
94.1%
6
64.7%
0.0%
98.0%
92.2%
SB Acoustics98
100.0%
0
100.0%
99.0%
100.0%
100.0%
Oberton96
100.0%
0
96.9%
0.0%
100.0%
7.3%
Sica94
96.8%
3
98.9%
0.0%
100.0%
60.6%
HiVi86
74.4%
22
83.7%
0.0%
100.0%
34.9%
Peerless84
94.0%
5
100.0%
0.0%
100.0%
56.0%
P.Audio80
91.3%
7
100.0%
0.0%
100.0%
1.3%
BMS74
68.9%
23
25.7%
0.0%
100.0%
74.3%
PHL Audio74
100.0%
0
100.0%
0.0%
0.0%
0.0%
Lavoce71
98.6%
1
15.5%
0.0%
98.6%
71.8%
Scanspeak70
98.6%
1
100.0%
1.4%
100.0%
100.0%
REDCATT67
100.0%
0
100.0%
0.0%
97.0%
85.1%
SEAS67
89.6%
7
100.0%
0.0%
100.0%
88.1%
RCF45
100.0%
0
100.0%
0.0%
97.8%
82.2%
SB Audience45
91.1%
4
100.0%
0.0%
100.0%
100.0%
GRS44
47.7%
23
93.2%
0.0%
100.0%
95.5%
Acoustic Elegance40
100.0%
0
95.0%
0.0%
100.0%
0.0%
Morel40
82.5%
7
95.0%
0.0%
100.0%
87.5%
Kartesian36
88.9%
4
100.0%
0.0%
100.0%
0.0%
Markaudio30
56.7%
13
80.0%
0.0%
100.0%
66.7%
Precision Devices30
93.3%
2
96.7%
0.0%
80.0%
60.0%
Purifi30
100.0%
0
100.0%
0.0%
100.0%
70.0%
Fostex24
0.0%
24
87.5%
0.0%
100.0%
50.0%
Fane23
100.0%
0
100.0%
0.0%
95.7%
39.1%
Supravox22
45.5%
12
0.0%
0.0%
100.0%
18.2%
Accuton21
95.2%
1
100.0%
0.0%
100.0%
81.0%
ETON21
28.6%
15
100.0%
0.0%
100.0%
100.0%
Volt21
28.6%
15
100.0%
0.0%
100.0%
100.0%
Audio Technology18
100.0%
0
100.0%
0.0%
100.0%
0.0%
BishopSound18
94.4%
1
94.4%
11.1%
100.0%
83.3%
Lii Audio16
31.3%
11
0.0%
0.0%
100.0%
0.0%
Fountek6
66.7%
2
16.7%
0.0%
100.0%
83.3%
Cube Audio4
100.0%
0
0.0%
0.0%
100.0%
0.0%
CSS Audio3
0.0%
3
0.0%
0.0%
0.0%
33.3%
JBL Professional3
0.0%
3
100.0%
0.0%
100.0%
33.3%
Radian Audio3
66.7%
1
66.7%
0.0%
100.0%
0.0%
VAS Audio2
100.0%
0
100.0%
0.0%
100.0%
100.0%
E J Jordan1
100.0%
0
0.0%
0.0%
100.0%
0.0%

Coverage by vendor

Match coverage for LF driver listings classified at scrape time. Listings without category evidence are excluded from the rate, not guessed. Click a row for the per-manufacturer split.

32 vendors
Coverage by vendor
Details
SoundImports1,152
78.7%
2457823
Lean Audio1,047
70.4%
31016272
Blue Aran889
72.5%
244147
Parts Express855
69.5%
26187
AudioKit626
55.8%
27730545
RumoH588
37.1%
370132
Thomann459
66.5%
1547820
RG Sound356
27.0%
26004
Speaker en Co346
27.5%
25100
Lautsprechershop332
50.3%
16502
Willys-Hifi232
78.0%
51332
LTT226
20.4%
18004
Spectrum Audio223
40.8%
13202
Hifisound215
9.8%
19406
Lean Business194
30.4%
1356291
Visaton Shop177
92.7%
1300
Audiophonics132
70.5%
391680
SpeakerCase107
52.3%
51560
Beyma Deutschland92
82.6%
1600
Wilmslow Audio88
68.2%
28110
Hifi Collective51
27.4%
3700
Impact Audio45
91.1%
400
Boomtown29
89.7%
350356
Lautsprecher Berlin26
80.8%
5310
BishopSound16
81.3%
320
KJF Audio9
100.0%
000
VAS Audio2
100.0%
000
Audio Video Parts0–09360
Lautsprecher-Technik0–06390
Blue Music0–05600
JP Leisure0–07510
Lautsprecherteile0–01550

Methodology: figures are captured as a daily snapshot over the full database. For LF drivers, “valid” means Thiele/Small parameters passed automated validation; for passive radiators, which have no electrical motor, “complete” means the full mechanical set (Fs, Qms, Mms, Cms, Vas, Sd, Xmax) is present; for compression drivers, “complete” means the comparable core (impedance, power, sensitivity, frequency range) is present. The vendor table's match rate counts only listings whose component type was captured at scrape time for the selected category — unclassified listings are excluded rather than guessed from titles. The hero “% vendor match” series remains the global all-listings match rate for trend continuity.