The following is a detailed analysis of the possible application scenarios and advantages of AI in spare parts management based on the information I have searched:
AI algorithms can accurately predict future demand for specific spare parts based on historical sales data and maintenance records. This predictive ability enables enterprises to maintain optimal inventory levels, avoid overstocking or stockouts, especially for critical spare parts that affect production continuity.
Introducing Internet of Things (IoT) and artificial intelligence (AI) technologies can achieve more accurate demand forecasting and automated inventory monitoring. Through IoT sensors and smart devices, real-time and accurate status information of spare parts can be collected and analyzed to optimize inventory management.
The automatic maintenance plan based on the service life of spare parts is an important component of advanced spare parts management. Through AI technology, automatic maintenance plans based on spare parts lifespan can be established to improve preventive maintenance efficiency, reduce failure rates, optimize inventory costs and procurement decisions.
AI can not only provide forward-looking management and resource optimization capabilities, but also accelerate the decision-making process and improve overall efficiency throughout the supply chain. For example, in manufacturing enterprises, intelligent spare parts management systems can help improve production and management efficiency, comprehensively grasp the usage of spare parts, and effectively avoid the loss of spare parts
.
Intelligent systems can perform real-time analysis of equipment operation data through real-time sensors and big data analysis, thereby predicting spare parts demand and optimizing inventory management. This enables companies to adjust inventory strategies in a timely manner, reduce downtime risks, and improve transparency.
Advanced enterprise level AI platforms such as Enterprise Alliance AI can seamlessly connect AI with office collaboration tools, empowering every employee in the enterprise to independently manage AI assets and improve organizational and individual efficiency. In addition, open-source solutions such as the complete AI assistant solution on GitHub also support out of the box use, integrating multiple large language models and plugin tools, further simplifying the application of AI in spare parts management.
The application of AI in spare parts management not only improves the accuracy of predictions, the precision of inventory, and the efficiency of maintenance, but also reduces operating costs and enhances the overall competitiveness of enterprises through intelligent and automated technologies. The combination of these technologies provides broad development prospects for future spare parts management systems.
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7264962 NR.0882300000000000 S74-K/1 C_MXV0_WI1_24_421A63-M1026- 1700 x 94 x
35 mm 3BSE028126R1（60M） ETS1701-100-000
4WRTE16E1-200P-4X/6EG24K31/A1M,R901058912 LWH-0300
RSG10M13+12-G-3-V1-SS-H,Artikel ：02.01.251334400 FLEX-(I+K) HD2KO1-015GM015
(220cst oil) FGB 315 422-054784 0620-50941-0-001 VPA-B/6/0/R/0/09/20/20/P
1-SP4MC3MR/10KG-1 8606002162 2712-20daN 8MSA4LRO-67 802-1 00-221 FGA 16 SI-55
620161-8075-000 CN 1000075 CHD8000080R0104 150251 14530995 FM2PNDL KAKUDAI
4672 40HQ150 YN-800 EA160B400A8 CV-861 D-185A F 02051 XY100-07 IC200ALG320
pvh131r13af30a25000000100100010a HMGB08BA SJ2S-05BW ZB43A 50200-SWN-980
6151654790 HDA 3840-A-250-124(15m) 0330R020BN4HC
8340-G211-P1F4-A4H111-3A-UL/VDE/CCC VD-020GR040-198 SE-400C DKE-1714/L2-X24DC+
SPC 667 X20PS2100 207ND7P05206 SC064R. 1300 R 010 BN4HC NR.1263053 VWBG 8-M
36. FEDM 08P1002/S35L TSX DSY64T2K ES368 A06049114.01
8-025-832-000 QD30LW RPT-C300 NE-10-02 XCKWJ210559H29 8AC123.60-1.
EDS348-5-400-000+ZBE08+ZBM300 VIBRA DV-A4/40 VWBG-V3.5 M24 SAB 60 NBR-60
G3/8-IG XACS499 383979-01 EDS 348-5-100-000 AB7665-C (ABX-EIP-J1939) Type:L
100 A2-007 Opt.473 VT-VARAP 1-537-20/V0 MNR: 0811405153
4WRL16WZ180S-30/G24Z4/M 8BVI0055HWD0.000-1 DS1-010 NAV350-3232 NR:1052928
4503A500L00B1Q59 3TC5217-0BP0 SB40-B PT2G-SM5.3 3RK1301-1AB00-0AA2 PKS 16.1
A00 T03 105Grad KG32B T203/01 E BN310-RZ-2503 PE-LB023-250 4012‐46TWG2A
XMG50GN SA13-814 3AH3116-2 A2V225 79-03-8 S4K2U3000-5C XBD-TQS400 EDS
347-4-016-S00 17869 EDS348-5-250-000 3101-87-66.50 XGV-2000-000-D12-PP-04
UM3K-025GM180-71 1538591 150-C108NBD SE PZ/36 MS 32 V110AC Nr.50430 817
2910301200 Diaphragm in ESC63 Actuator CAC501531T1646 L=1,45 m NT 50-DP-RS
ADR-32 MD-007-0-L1016-19-2 4100255 CN 1000150 P65a-11-K
9B0.2074.750.04.15.58.V3 S/N：373971-005 602-2-2115 HD1KO1-015GM030 FT 257/6-
IG 2 00260304 VHZ-010GA006M 1300 R 010 BN4HC ID:514777-93, ROD429 1250
27C12-45 R 0,00 HSMDD08014/RED LFS931113000 18.9004 26089484 Typ:
4700-B-G-C25-0-0-G-G-000-F SHE5.1L-B-F/V,040041458 8B0P0220HW00.001-1
HOZ-464-1278,AC10A 230/240V,DC24V 4NC/8NO 100263060 6304244 2SIEK 80-2B
8606002263 EDS 3446-3-0250-000 401-09-01 8606001990 6DD1681-0EB3
HOZ-464-1206,AC10A 230/240V,DC24V 4NC/7NO 04224-00126-00 Kautschukmasse WEISS
L?nge/m: 66,00 Breite/m SNR 88442 05590 PF 1000 SG16 SI50-C20 PNP NO+NCK
8606002159 750-352 9102A B10036F0 3DREME16P-7X/200YG24K31F1V UGE100
FW1-015GM006+K04PU-02SG 8606002158 6DD1681-0GK0 WDS-1000-P60-SR-I 32255 HLD
110-500/75 RNGTIL024 ZBM14 HP13-003.75.10 8606001993 33G7-79-35.00G+3107-00-26.00
DHI-0713/MV 24DC TK121.FRE.1000.11/30.S.K5.10.L07.PP2-1130 4001636 SPPO
8496530.0000.00000 GZC-860 EDS348-5-400-000 110602 HS006-J6B 8MSA5L.R0-B500-1
192669 MKC-N-A,IONet-1 a 2210-T210-K0F1-H121-2A 9211B0,2 2021234.25 XACB04
8.5883.1522.G221 SNR 88565 06490+SNR 88711 05200+SNR 88875 01002 Best.-Nr.
0071.03.32 2021134.16 DLHZO-T-040-L71 RT7A 24VDC 9321004,422.12.160 -1…+6
BAR G1/2B 821.1221 SINEAX I552-411A21 18.901 18.4704 NR80-3-C-D22-L-V2-P12-4C
Z2S 6A2-6X，R900347499 712-2DC36-0AA0 4418B40T MHC2-25D 3A1-22 HMDA
17910AAW000S CHY070911 QF-864 MR1KO1-010GM010 XS218AAMAL2 8606002008 EPMT 400
C TPGC-990001 4036319 1300R005BN4HC BA9624-1-1-2-0-10-2 1-PME-SETUP-USB
DKE-1711/L2-X24DC+SP 667 D8.3C1.0600.A111.0000 LGR 25 0312974 D-097
XGV-3000-000-D13-P0-04 P27000H1-S002 7BECP2333T ECP2333T 4-3301.0082
602-10-2115 CVCS-40-W-20 437-K60-1-06-80A VRS-M16 ID：7100558 BGU-1.0PVC
18-P10-Si 0660 R 005 BN4HC NR. 1263016 P65a-10-P 4403502390 D633 -308B M8(N)
1-1-80-652-002 452K34FN2/80A 42.0201.2122 4100260 RBE03.2100/IA/75/OD/HPG/JV
MS71A-4 0,25KW 230/400V B5 s-nr: 03040712 910007139 RMI09.1102/JV MT2571
331667-01 LDM090-04-901. EDS344-3-250-000 CI-PVM-380/480 RKS016DM6 Nr:15211
ZA9602FS3V12 RB2C-190/060 K010 I Id.-Nr. 025457 1-T22 /200 3PS477.9 Article-No.
920016 DEA0080A 150579 Typ : 8570/12-306 85106E12-8P50(271700294)
6GK7443-1RX00-0XE0 AB2J0607H4 RG2910P-24P12 GX40CRNISI27 SF-L3000
DH12-15K600-BA M43STP D-180L DLHZO-T-040-L11 A-K- 1K PQDXXA-Z00
GEL2475V-350PW0306N F 02050 236015 (old 230199) 30.0001 TSB150/35 ELF P 52 G
3 W 3.0 RBE03.7100/IA/75/HPG/JV XS2M30MA250 TPL00-K-12-22 S/N：582433
P27000H1-S002 Knick 40509411 SAV 890.02-280 NR89002280 VWBG 13(16)t M48
ID：332201-01 0371451 PGN+80-2-AS 577 6216-111;R902453394 D-162 410K-1-B3-40A
PT 2X2-24DC-ST NR:2838228 R 629A.2 DC24V 0301555 INK 40-S 1343 Schlauch PVC
5×8 mm / 50 m 201-008-230-050-245. USB-SO 5914300250 0184-457-031-003
QT20.241 480W FT292-G-T NR：478 2277-054 AG/176-100000/RT100HMI V3.0
XPSAR311144 A860-0320-T112 DT2006S 12kw-SUN-12K-SG04LP3-EU 89465-B1040
FMC 535 55HD-79100 Y8-02L 41300-4A000 376880-63 RBE06.1906/0./OD 3TH4391-0AL2
3TC4817-0BP0 BX-24-DB/V-DB/V-DB/V-DB/V GCL-2060L IR 15 PSOK-IBS SSI
3005-010100 WW6/SW，Nr：3004999 GK40N-B Z-RFC-P02 0340380 PGF 100
6DL1193-6AR00-0AA0 632113A T200-TC-003 AD-912 851-01-0920 TUF-2000SW
LQ038J7DD01 6DD1607-0CA1 4047438 PN040HM001 PU.UH 70/25/6204/320ZZ 0950 R 005
BN4HC P41000D1 K000266 BVLG7/15-3 LB 382 ML1040MM ID.315416-04 P42001D3
149B3120 RV 290 DN 1/2″ PN10 MS PC 200 22-24-25-26-27-28-98
DREBE6X-1X/175MG24K31A1M ZMIN-MS 207N7000C06 Crosby Style HCI spring loaded
valve Model: 2 J2 4 HCI-48W-C 8AC114.60-2. VWBG13(16)M48
ALTAIR TS2225N12E102 AFC-2024-PRQ-4707 IMPA 23 29 06 18 1QJM11-0.63S
JPD-FR409-BT 1114204 PN100MMA01 VRS-F-M12 5PP320.1043-39 AK LIDA 47 636872-06
OMNI-RRI-025GVQ120V10TE K000475 0660 D 010 BN4HC IWRM 04U9701/S05 ERV-G
150.16 D3DW021CNJW42 TA58-1000-GYE-ID 8AC110.60-2 EDS3446-2-0100-000 LR 16
ERV-G 100.16 DR 62.1×60-2 SNR 88139 03035 mit PLG 52 i=8:1 SNR88851 01752
9070747 44.0350.2372 BA328C C_MXV0_WI1_22_414A63-M1030_1700 x 108 x 35 mm
STNI-46 PN1600 1/4″ 3NA6140 6153968750 WK008K234 ATRS10A3F3Z ATTACHMENT
R-0 P.49,91 (25X4)BORES 9070887 VPA-C.B/10/0/0/0/10/90/90/90/90/P
BDIF-m42rg-4s 3192-04-21.00 ZA2-VA12 E2-02A-S 8P LS 90 0,55KW V6 400YV 50HZ,
wie unter Nr. N329229 NA 029 VPA-B/6/0/0/0/09/09/20/P EDS 3446-3-0100-000
R07-200-RNKA Nr.38211 IZ165.5 3DREME16P-7X/250YG24K31F1V EDS3446-3-0400-000
FTA3902 1349 Schlauch PVC 9×12 mm (9m) EDS 348-5-400-000 EDS 348-5-250-000
E61M22TXC 9890001 PR6251/13L 1t 9101 A 44228 400/12/24 V AC K05PU-02NGA（2M)
A14B-0076-B001 CML 0401201 Gabion boxes RHWJ-1300 37b-1KD-5052
TDN-62-807G EJA110A UQK-652-C I4B-R12TSI-PS6K NI21350 CCT15368 LED
Obstruction Lights E591.2 version FC2P0 973059 SINEAX V604 PH520-2420
4.6040.100 24VDC/20A 2021134.1 596335 Oelschauglas TEPRO 75 ohne Reflektor
aus Polyacryl betraegt. HD1K-015GM020 8.5020.3552.1024 8.5820.1822.0240
618.6740.644 KOL311H7MRVPN00 112.110.220-700 XKMA991 PNF05LA30-G/SP/
ID:25212836 SDN 503 GSP AGMZO-A-020/315/Y MK4/20/37 D1:10H7 D2:10H7
1028698;LD-OEM1000 XD2CL1111 18.4606 Artikelnr. 18401, 8824-C1-05.00Y 750-628
BES 516-300-S249-S4-D A87L-0001-0015-03UH GM-4S-080-F E210866 1008753446
HV2722401 4188570 1307010-X52 135Ti-S30 Nr.131430-032 SIDENT/B-22fv20-4O1
RK5942.01 DC 24V TP-2 Z-081LI 7726661 C-10 FT18SM-CBR U389B FLAI Bg132 / C35
IL-2-2 8494093.9651.02400 SK5/10/70/F/10/12/4,5/2-5 20381
HS35F-25MM-SS-10000-T2-ABZ-28V/V-SM12 HD1KV-020GM025 139.0512 EA12530
nr.288075-01 VT-VRPA1-151-1X/V0/0 9407-998-00003 Art. Nr.: 023.1201.000
Modell 205CA8 CCT15268 DKZOR-AE-173-L3/I FF-015RMS-125(680346) FNI-5ER
10（B=600 mm, L=30000 mm） 18.4706 ABL8REM24050 MCL500-H-7/16 54551-2H000
ZK6831HE 1X00030H02 188FD 373503004 INTEGRA RD1 E.1573,MAX.7BAR, IP 40 KSP 022 02 OGWSD 70 P3K-TSSL EDS 3446-2-0100-000 AC.92.6.2 nr.452915 8.5000.8351.1000 VWBG12(13)M42 129.1356.A
Art.NO 5932Z50-002.003 0180-45803-1-006 0221-358 Thyro-A 2A 400-170 H
RL1-2.000.001.077 P-SF6/180RD-V 000.001.152.829 EDS 3448- 5-0400-000
IKX177L112 L=05M 277860,Z 809 /13/16 X 1,5 XV-440-10TVB-1-10 OMNI-F-008HK028S
DRV-20-V-B KSVC-101-00111-U00 10031669 X67ca0x01.0050 39KDIW33MPX
JHO5S6//OM//5GT2//00500//G2R//DO 6DD1684-0GC0 ESV-24-100-S 3600-P10-Si-8A
DC28V 2FRE10-4X/60LBK4M DVR63I6 2210-T210-K0F1-H121-5A type：8025 ID：418778
ESX10-TA-100-DC24V-2A D-254 HOZ-462-1327,AC10A 230/240V,DC24V 4NC/9NO HDA
4444-A-400-000 TR338 DA CAPO-MINI 230V/50HZ DHZO-TE-071-L5 WRZ 10 E85-7X/6EG24N9ETK4/D3M,
R900972444 R900426897 KSM035372 KY3235 10-230V 422-041675 8V1090.00-2
DKZOR-TE-173-S5/1 40 002038.006.60153 Absalzungsregler LRR 1-40b LT/LTE-U 10
65114/01 B13000F1 OPT. 336 10000915 MLS-P X67CA0X99.1000 DHA-0711/M/7 24DC
PTCR-Ringe Typ HTH IR 25 PSOK-IBS WY0404 DMSJCS2A DE90 4V310-10 YG461G
VTEH/OC2-12 CCS 604G1 PV180R1K1T1 WMMC HD4830-3 0161-43714-1-001（set point at 1.5bar） FW1-008GM006 DRUCKKOLBEN for Bremse Typ: 4N Artikel-Nr.: 102604507 Sineax DME
401 146515 Hn:85-230V AC/DC MPP-01 WW3/-SW,3009999 121-012 IN80/SM8 0301478
387287-09 DLOH-3A-U 21 24DC SIDENT/B-22fv20-4O1 Nr.131430-001 P27068F1 SMX11
TSG 912 N11 L11 MFT 16 211-00032 ZT9029FB DBG 125/100L KDS 2-2 Metall
TG40-52/22285 4WREE6V16-20/G24K31/A1V SKT 340/16 E ZA9602FS 0159-43314-1-001
set.23Mpa MF S103KHC DL-II-0854 13900174 OETIKER HO 2000 ME Typ
LPS-X-A-50-Analog Id.-Nr. 197376 PT2G-BD V1.0 ZE3000(10-100m3/h)
8.A02H.5A51.1024 AGVL-41,sk 652 0061 ZA9020FS MPX10.1102/JV 9906030302 LC183
ML240 ID：557680-02 8606001988 LB316-PA TSXP573623AM NYRD900-1
MCR-SLP-1-5-UI-0 3919433 RE5V1C Jhs-027 HL-NT2 ACUKT1-C1220/NFAN1/NFAN3 IAC
22270-50010 AA3 BAX1207 EK96VB6 2904613 TBD-5401 M8 (S)
H20DB-37-SS-600-ABC-7272-SCS48-24V-SPARTNO.:924-01039-2263 VWBG8(10) M36
IH15EB-10/SR-P/0/V-G10 R901194972 MMS 22-S-M8-PNP-SA s-nr:0301042
3TC4417-0BP0 TRC#P1A2X Compact RTD Pt100 cl. A 1/8″ GAS CIL. L=24 mm
X20D09322 the switch head of HD2KO-025GM040 Art.-Nr. 302 000 080.160M Part
no. 5242104, H 2 1/8 NPT 626103-5050-000 E-ME-T-01H 24DC EDS 348-5-016-000
907916 Nr.131430-022 SIDENT/B-22fv20-4O1 XGV-1000-000-D32-F0-04 X-0,40L.17017
0159 428 14 1 001 （-1~10Bar） Z4S10-3X 620161-8510-000 42.0001.5732
0180-45703-1- 022 Anschluss: Stecker LEMO.0-4 (e017/281) EDS344-2-016-000
LP-012-0-S1624-11-1 IBH USB-S5-Adaptor 626115-0402-050 Type 6111 i/p
Converter CN 1250100 STMU-46 PN1600 1/4″ UM3K-025VM 48872 DN28K-12
D-090V 8V1010.00-2 11-019-2-WR533-AAAA Nr.907-0344 WDG58B-1024ABNR05SI12AAO
SNT12524 QE-022-PS-11L;410.0001 731626-51 OVA38506E COND-SGA-D-V2 422-041510
D-288Z-02 AP 5010-20 ID：260400 10.501 STL3001-K2 MFS103KHC87
6DL1133-6EW00-0EH1 2-3-5981X BRICS 36-38% HX-2000 MDL-YDD-KT-R1-T3-J1-P1
85330-21010 GEL2443KM1G3K150-E 7ME6110-2YA20-2AA1 ID：557679-07
HSMDD08214/GREEN C -100-10-80 （100.10.800.16602） ARE-06/100/V
A210+EMMOD201 Nr159451 BDIF-m42rg-4s(Code:13.05-61) DC-Com 5-500 1/1 H4
V4,5/1,1 380-415/50 LP1K0901GD TPGC990001 P65a-10p 8699000410 3VL9300-8CA31
735117-52 B10000F0 PH100-2405 5.8240.400 SERIAL NO.00BE363170 BG 65×25 SI
SNR8856504492 mit SNR8885101750 VRS-F-M24 R901151293 22006287 SNT92ASI.
Nr.0035727 3042W024C + PH32W1L-19,17:1 002P10 EDS 348-5-040-000 14-032，VRS-F
M 36 KR 056 30 Nr.131430-042 SIDENT/B-22fv20-4O1 EDS347-4-250-S00
SJE-F-01-DN150-PN16 4075095 051105030505 VSPC-150-100-05 X222 540 01 SCPi
15/25 NO RD M12-5 SO 10.02.02.03528 PT2G-C-2B LX.3 020 X V110 AC2 Nr.10313
9307-V0102 05E133W567 3/4HP 1425rpm 380V/50Hz 1.25A IP55 code 00.873.6 OGWSD
100 P3K-TSSL 0186-45703-2-003(U62 865703) ED 252 LA-2 No.507110 Y308 503 01
MR1KO1-020GM030 6DL1134-6JH00-0EH1 TIDA-020047 4515 Cannibas FJ5Q
4370311 FMU41-ARB2A2 HZ-055 MR1KO1-025GM020 D-DR2477/M320-G225 G46AE with
26CA 16011-2-0001 G645Z00004206 1-C9B/0.5KN Nr.540050;PSEN cs1.1p 1 switch
9070750 4300040459 Type HF-3,75 10129073 415V 3phase 50HZ X67ca0x01.0020
0184-458-031-042 HCB71905-C-2RSD-T-P4S-UL CHD251-V2 SYSTEM II nr.451244-02
3DO486.6 4WRSE 6 V1-35-3X/G24K0/A1V
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