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IPA
(INTELLIGENT PROCESS AUTOMATION)
Use-Case Of IPA
AGENDA
I. OCR์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
II. Chatbot์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
III. AI๋ฅผ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
โ€ข ํ•ด๋‹น ์ปจํ…์ธ ๋Š” ๋‚ด๋ถ€ ์ฐธ๊ณ ์šฉ์œผ๋กœ ์ œ์ž‘๋˜์—ˆ์œผ๋ฉฐ, ์ค‘๋ณต๋œ ๋‚ด์šฉ์ด ํฌํ•จ๋˜์–ด ์žˆ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข ๋‚ด๋ถ€ ์ง€์‹ ๊ณต์œ  ์šฉ๋„๋กœ๋งŒ ํ™œ์šฉํ•ด์ฃผ์‹œ๊ธฐ ๋ฐ”๋ž๋‹ˆ๋‹ค.
OCR+RPA Use Case : ์‚ฌ์—…์ž ๋“ฑ๋ก์ฆ
q Naver OCR์„ backbone์œผ๋กœ ํ•˜์—ฌ ์ถ”์ถœ ๋ฐ์ดํ„ฐ์˜ ์ •ํ™•์„ฑ ๋ฐ ์‚ฌ์šฉ ํŽธ์˜์„ฑ์„ ํ™•๋ณดํ•จ
OCR+RPA Use Case : ์žฌ๋ฌด์ œํ‘œ (1/3)
q Naver OCR์„ ํ†ตํ•ด ์ถ”์ถœ๋œ ์ •๋ณด๋ฅผ ์ถ”๊ฐ€ ๊ฒ€์ฆํ•˜๊ณ , ์ถ”์ถœ ์ •๋ณด ํ™œ์šฉ์„ฑ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ ๋ชฉ์ ์œผ๋กœ ์ ์šฉ
OCR+RPA Use Case : ์žฌ๋ฌด์ œํ‘œ (2/3)
q OCR๋กœ ์ถ”์ถœํ•œ ๊ณ„์ •๊ณผ๋ชฉ ๋ฐ ๊ณ„์ • ๊ธˆ์•ก์„ ์ •์ œํ•œ ํ›„ Excel ํŒŒ์ผ๋กœ ๋ณ€ํ™˜ํ•˜์—ฌ ์ €์žฅ
q ์ •์ œ๋ฅผ ํ†ตํ•ด ์ธ์‹์˜ ์ •ํ™•๋„๋ฅผ ๊ฐœ์„ ํ•˜๊ณ  ์ž๊ฐ€ ๊ฒ€์ฆ ์ฒด๊ณ„๋ฅผ ๊ตฌํ˜„ํ•จ
์†์ต๊ณ„์‚ฐ์„œ ์›๋ณธ Image 1์ฐจ ํŒ๋… ๊ฒฐ๊ณผ ์ •์ œ ํ›„ ์—‘์…€ ๋ฐ์ดํ„ฐ ํ…Œ์ด๋ธ”
!
" !
# $
% & " !
#
' ( )* " #
" # + !
ะฅ
- & " # + ะฅ
โ• / - & !
0 !
โ€œ !
$
2 โ• - & " 3 $
โ• !
4 !
- & !
0 !
โ€œ !
$
% & " # + ะฅ
โ• / % & !
0 !
โ€œ !
$
2 !
โ• % & % !
5 !
+ !
ะฅ
โ• 4 % & !
0 !
โ€œ !
$
!
" !
# 6 !
7 !
8
9 "  ; โฟ = 
 !
+ โ•œ@
- @ โ•›
B โ•›
C !
 โ•œ@
D = โˆฌ!
F !

G !
H โˆ‚ J  !
K L  !
J M 
* N โ„–P 
Q โ•›โ€พ โ€บ !
โ€พ !
โ•›
OCR+RPA Use Case : ์žฌ๋ฌด์ œํ‘œ (3/3)
q ์‚ฌ์šฉ์ž์˜ ํŽธ์˜์„ฑ์„ ์œ„ํ•ด ๊ณ ๊ฐ์ด ์›ํ•˜๋Š” ํŒŒ์ผ ํ˜•ํƒœ์™€ ์–‘์‹์œผ๋กœ ์ „ํ™˜ ๊ฐ€๋Šฅํ•จ
OCR+RPA Use Case : ๊ตญ๋‚ด ๊ธˆ์œต M์‚ฌ / ์ œ์•ฝ H์‚ฌ
q ๋ฏธ๋ž˜์—์…‹์บํ”ผํƒˆ/ํ•œ๋ฏธ์•ฝํ’ˆ ๋“ฑ์€ NBP์˜ OCR์„ ๋„์ž…ํ•˜์—ฌ ์ธ๋ ฅํšจ์œจํ™”/์—…๋ฌดํšจ์œจํ™”/์˜ค๋ฅ˜ ๊ฐ์†Œ ๋“ฑ์˜
ํšจ๊ณผ๋ฅผ ์–ป์Œ
๊ธˆ์œต M์‚ฌ ์ œ์•ฝ H์‚ฌ
์ ์šฉ
์†”๋ฃจ์…˜
Cloud ๋ฐฉ์‹ Cloud ๋ฐฉ์‹
์ ์šฉ์˜์—ญ CS ํŒ€ โ€“ ๊ณ ๊ฐ ๊ณ ์ง€์„œ ์šฉ์ง€ ์ •๋ณด OCR๋กœ ์ถ”์ถœ ์Šค๋งˆํŠธ ํŒฉํ† ๋ฆฌ โ€“ ๋ฌธ์„œ ์ž๋™ ์ธ์‹
์ ์šฉ์‹œ๊ธฐ 2020๋…„ ์ƒ๋ฐ˜๊ธฐ 2018๋…„
๊ธฐ๋Œ€ํšจ๊ณผ ์ธ๋ ฅ ํšจ์œจํ™” ๋ฐ ์žฌ๋ฐฐ์น˜ / ์˜ค๋ฅ˜ ๊ฐ์†Œ ์—…๋ฌด ํšจ์œจํ™” ๋ฐ ์›๊ฐ€ ์ ˆ๊ฐ
OCR+RPA Use Case : ์ผ๋ณธ A ์ „๋ ฅ์‚ฌ
q ์ผ๋ณธ A ์ „๋ ฅ์‚ฌ์—์„œ๋Š” ์ž์ฒด APP์„ ํ†ตํ•ด End-user (์†Œ๋น„์ž) ์—๊ฒŒ์„œ ์ „๋‹ฌ๋ฐ›์€ ๋‹ค์–‘ํ•œ ์ „ํ‘œ๋“ค์„
์นดํ…Œ๊ณ ๋ฆฌ์— ๋งž๊ฒŒ ๋ถ„๋ฅ˜ํ•˜๊ณ , ๊ฒ€์ถœ/์ธ์‹๋œ ์ •๋ณด๋“ค์„ ์‚ฌ๋‚ด ์‹œ์Šคํ…œ๊ณผ ์—ฐ๊ณ„ํ•˜์—ฌ ์—…๋ฌด ํšจ์œจํ™” ๋„๋ชจํ•จ
์„œ๋น„์Šค ์‹œ๋‚˜๋ฆฌ์˜ค
1. End-user(์ผ๋ฐ˜ ์‚ฌ์šฉ์ž)๊ฐ€ APP์„ ํ†ตํ•ด
๋‹ค์–‘ํ•œ ์ „ํ‘œ๋ฅผ ์—…๋กœ๋“œํ•œ๋‹ค.
To-Be ๋ถ„์„ ๋ฐฉํ–ฅ
NBP OCR Builder
Upload
Templete
Field
Annotation
Permission
Manager
History
of Change
Integrated
Indicator
Template
Training
OCR
Training
GUI/API
Custom
Template
General Custom
OCR
Text
Engine
OCR
Client
APP
Clientโ€™s
Existing
System
I/O Type
Modify OCR Results
Upload Images
Administrator
End-user
2. ๊ณ ๊ฐ์‚ฌ APP์—์„œ ํ•ด๋‹น ์ด๋ฏธ์ง€๋ฅผ ๋ฐ›์•„
ํ•„์š”ํ•œ ๊ฒ€์ฆ๊ณผ์ •์„ ๊ฑฐ์นœ ํ›„ OCR ํˆด๋กœ ์ „์†กํ•œ๋‹ค.
3. OCR(๊ฒ€์ถœ/์ธ์‹)์„ ์ง„ํ–‰ํ•œ ํ›„, Output์„ ๊ทœ์•ฝ๋œ
๊ณ ๊ฐ์‚ฌ ์‹œ์Šคํ…œ์œผ๋กœ ์ „์†กํ•œ๋‹ค.
4. ์ „๋‹ฌ๋œ ์ •๋ณด๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ ๊ณ ๊ฐ์‚ฌ ์‹œ์Šคํ…œ์—์„œ ์—…๋ฌด๋ฅผ
์ฒ˜๋ฆฌํ•˜๋ฉฐ, ๊ฒฐ๊ณผ๋ฅผ APP์„ ํ†ตํ•ด End-user์—๊ฒŒ ์ „๋‹ฌํ•œ๋‹ค.
OCR+RPA Use Case : ๊ตญ๋‚ด H๋ณดํ—˜์‚ฌ
q ํ•œ๊ตญ H ๋ณดํ—˜์‚ฌ์—์„œ๋Š” APP/FAX๋ฅผ ํ†ตํ•ด End-user์—๊ฒŒ ์ „๋‹ฌ๋ฐ›์€ ์ฒญ๊ตฌ์„œ๋ฅ˜๋“ค์„ Out-source ์ธ๋ ฅ์„ ํ†ตํ•ด
์ˆ˜์ž‘์—…์œผ๋กœ 1์ฐจ ๋ถ„๋ฅ˜ ํ•˜๊ณ  ์žˆ์–ด, ํ•ด๋‹น ํ”„๋กœ์„ธ์Šค์— ๋Œ€ํ•œ ์—…๋ฌด ํšจ์œจํ™” ๋ฐ ์ž๋™ํ™” ๋‹ˆ์ฆˆ๊ฐ€ ์žˆ์Œ
์„œ๋น„์Šค ์‹œ๋‚˜๋ฆฌ์˜ค
1. End-user(์ผ๋ฐ˜ ์‚ฌ์šฉ์ž)๊ฐ€ APP์„ ํ†ตํ•ด
๋‹ค์–‘ํ•œ ์ „ํ‘œ๋ฅผ ์—…๋กœ๋“œํ•œ๋‹ค.
To-Be ๋ถ„์„ ๋ฐฉํ–ฅ
2. ๊ณ ๊ฐ์‚ฌ APP์—์„œ ํ•ด๋‹น ์ด๋ฏธ์ง€๋ฅผ ๋ฐ›์•„
ํ•„์š”ํ•œ ๊ฒ€์ฆ๊ณผ์ •์„ ๊ฑฐ์นœ ํ›„ OCR ํˆด๋กœ
์ „์†กํ•œ๋‹ค.
3. OCR(๊ฒ€์ถœ/์ธ์‹)์„ ์ง„ํ–‰ํ•œ ํ›„,
Input๊ณผ ๋ถ„์„๊ฒฐ๊ณผ๋ฅผ ๋นŒ๋”์—์„œ
ํ™•์ธํ•˜๊ณ  1์ฐจ ์ •์ œ/๋ถ„๋ฅ˜๋ฅผ ์ง„ํ–‰ํ•œ๋‹ค.
System/Service Architecture (To be developed)
with NBP
AS-IS
1 2 3 4
์„œ๋ฅ˜
์—…๋กœ๋“œ
1์ฐจ ๋ถ„๋ฅ˜
(Manual)
2์ฐจ ๋ถ„๋ฅ˜
(Automati
c)
์ฒญ๊ตฌ ์‹ฌ์‚ฌ
๋ฐ
๊ธˆ์•ก ๊ณ„์‚ฐ
1
์„œ๋ฅ˜ ์—…๋กœ๋“œ
์ฒญ๊ตฌ ์‹ฌ์‚ฌ ๋ฐ
๊ธˆ์•ก ๊ณ„์‚ฐ
2
1,2์ฐจ ๋ถ„๋ฅ˜
(OCR ๊ฒฐ๊ณผ ํ™•์ธ ๋ฐ fine-tuning,
์ดํ›„ ์‹œ์Šคํ…œ ๋ฐ˜์˜ ๊ฐ€๋Šฅํ•œ ํ˜•ํƒœ๋กœ
์ „์†ก)
์ž๋™ํ™” ์˜์—ญ(OCR Tool) 3
AGENDA
I. OCR์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
II. Chatbot์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
III. AI๋ฅผ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
โ€ข ํ•ด๋‹น ์ปจํ…์ธ ๋Š” ๋‚ด๋ถ€ ์ฐธ๊ณ ์šฉ์œผ๋กœ ์ œ์ž‘๋˜์—ˆ์œผ๋ฉฐ, ์ค‘๋ณต๋œ ๋‚ด์šฉ์ด ํฌํ•จ๋˜์–ด ์žˆ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข ๋‚ด๋ถ€ ์ง€์‹ ๊ณต์œ  ์šฉ๋„๋กœ๋งŒ ํ™œ์šฉํ•ด์ฃผ์‹œ๊ธฐ ๋ฐ”๋ž๋‹ˆ๋‹ค.
AS-IS
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!# $% '()*++
!#$% '()* +,-./0!# 12 *3
456 71 89: ; =/?
!#$%$# '()*%$% ++ ,-./0 1234 5678 ./9
:; =7?
@A !#$%$# '()*%$% ++ ,- ./9 :;BCDEF8
G888
G888
! #$%#%$ '()*+% ,, -. / 012 345 6789:6 ;
= 6?@AB CDEFG 6 ;
H 6I JKIL MNEOGPQ R$ST+UV R$ST+SR WW XY Z [MNEG] ;
^ 6?@ AB_ MN` JKILEaGP _b cde R$ST+UV R$ST+SR fg
h 6ijT+k+l$ ?@ md KnEoGQpq rs Z [tB]
u #$%#%$ '()*+% ,, 012 345 6789:6 ;
v 6gwx yzE{GQ ;
| [}~] Z 6โ€ขโ‚ฌ Bd6 _b [CDEโ€ขG] ;
โ€š [ฦ’โ€ž gwx โ€ฆ}] Z 6J โ€ Iโ€กห† โ€ฐ ล โ€นล’E'GQ ; Z [fg]
โ€ข [Aลฝ] Z 6gwx6 ; Z [Knโ€ข โ€กD โ€ขโ€˜Eโ€™GSS];
โ€œ 6โ€e โ€ขโ€“โ€” หœโ€ž6 5 rโ„ข ลกmโ€บล“ Iโ€ข / 6Kn ;
ลพ [fg] Z [ลธE G] ;
ยก [Aลฝ] Z 6ยขยฃยค โ€ข ยฅยฆ KILQ ; Z [Knโ€ข โ€กD โ€ขโ€˜Eโ€™GSS ] ;
ยง 6ยจยฉ_ JKIL MNEOGPQ 6R$ST+UQV 6R$VT+VRQ WN XY Z [MNEG] ;
ยช 6JKILEaGPQ _b cde 6R$ST+UQV 6R$VT+VRQ fg Z 6I ยจยฉ_ ยฅยฆ ยซ โ€ขยฌE-$$)kPG ยฎยฏEโ€ขGQ pq rs
0 HIJK LM :;=7?
G888
,- ./0 1234 56789:; =7 ?@A B8
C DE*++++
FGHI .J3K ./L 12MN678+ OP Q: R!1 (S
@T++
!#$%$' ()*+ ,-
.=?5 %#45@ ABC5D$ 234$567
โ€ข =E$ FGHI JK
.LMBNOPQR7
โ€ข STS%$UVWX
Chatbot+RPA Use Case
To-BE
Chatbot+RPA Use Case : ๋‰ด์Šค ๋ ˆํ„ฐ
q RPA๋ฅผ ํ™œ์šฉํ•œ ๋‰ด์Šค๋ ˆํ„ฐ ์„œ๋น„์Šค
[๋‰ด์Šค๋ ˆํ„ฐ BOT] ํด๋ฆญ ์ด๋ฉ”์ผ ์ฃผ์†Œ์™€ 3๊ฐ€์ง€ ํ‚ค์›Œ๋“œ ์ž…๋ ฅ
๋‰ด์Šค๋ ˆํ„ฐ ์•ˆ๋‚ด ๋ฉ”์‹œ์ง€ ๊ตฌ๋…์‹ ์ฒญ ์™„๋ฃŒ
!#$%
UVWXYZV[]^_`UV`VVVa
b
c
d
e
f

=
3
g
6
7
8
+I
hijkl!mno
!d
ef
R!
3
@4
pR!pqrfstDE*
u*vwxGy3zG5678+
{y|}~โ€ข@h
iโ‚ฌ^deโ€ขโ€šฦ’
โ€ž1
D
E
*
I
INOPQRBSN
UVUVโ€ฆVXโ€ฆ
โ€ ]^_โ€กUV`VVVaโ€ฆโ€šห†โ€ฐล โ€ฐ
ZVโ€ฆโ€นโ€นโ€นโ€นโ€นโ€น
{y ล’Jโ€ขโ€ฆลฝโ€ขโ€ขXXXVXVVโ€˜ !
โ€™โ€œโ€ โ€ขFOaโ€ขโ€“โ€ฆ-โ€”หœโ€ขโ„ขXXVXโ€˜ !
ลก
u* โ€บkล“
ลฝโ€ข !
o!ล  โ€ข
ลพ
โ€ฐ
Hโ€ข-
โ€”
หœ
โ€˜
#$ %
@ABC/D
EFG!HI
J
KL
TUV
WX!
YZWX!
'(
)!
*+
% '()*(+
,-
[]^
_` ./0
ab
Wcde
fghYZ
WX!
WX! Xiij
123456
7856
9:56
;=
? =
./0
,-.
@ABC
MN7OPQ
RSTD
-UV
WXY'
YZ[]
q ์‹œ๋‚˜๋ฆฌ์˜ค ๊ธฐ๋ฐ˜ ์ฑ—๋ด‡ ์„œ๋น„์Šค๋ฅผ ํ†ตํ•ด ํ…์ŠคํŠธ๋ฅผ ํ•˜๋‚˜ํ•˜๋‚˜ ์ž…๋ ฅํ•˜๋Š” ๋ฒˆ๊ฑฐ๋กœ์›€์„ ํ•ด์†Œํ•˜๊ณ  ์ž…๋ ฅ ์˜ค๋ฅ˜๋ฅผ
์ œ์–ดํ•˜๋ฉฐ, ํœด๋Œ€ํฐ์— ๋ณด๊ด€๋œ ์ฆ๋น™์„ ํŽธ๋ฆฌํ•˜๊ฒŒ ์—…๋กœ๋“œ ๊ฐ€๋Šฅํ•˜๋„๋ก ๊ตฌ์„ฑ
Chatbot+RPA Use Case : ๊ฒฝ๋น„์ฒ˜๋ฆฌ
Chatbot+RPA Use Case : S ์‹ํ’ˆ์‚ฌ ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„ ์ฑ—๋ด‡
q ํ˜„์žฌ ๊ธฐ์ˆ ๊ฒ€์ฆ ๋ชฉ์ ์œผ๋กœ RPA+์ฑ—๋ด‡ ์—ฐ๊ณ„๋ฅผ ํ†ตํ•œ ์Šค๋งˆํŠธ ๊ฒฝ์˜ ํ™˜๊ฒฝ ๊ตฌ์ถ• ์ค‘
R๋ผ๋”˜๊ณผ ์ฑ„ํŒ… RPA Pool
R๋ผ๋”˜ Backend
Job Process ์‹คํ–‰
๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„
์ž๋ฃŒ ๋ณด๋‚ด์ค˜
๋ช‡ ๋…„๋„ ์ž๋ฃŒ๊ฐ€
ํ•„์š”ํ•˜์‹ ๊ฐ€์š”?
2018๋…„๊ณผ 2019๋…„
2018, 2019๋…„ ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„
์ž๋ฃŒ ์ž‘์„ฑ ์ค‘์ž…๋‹ˆ๋‹ค.
์ž ์‹œ๋งŒ ๊ธฐ๋‹ค๋ ค์ฃผ์„ธ์š”
๋‚˜์‚ผ์–‘๋‹˜, ๊ธฐ๋‹ค๋ ค ์ฃผ์…”์„œ
๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค. ์š”์ฒญํ•˜์‹  ์—…๋ฌด ์ˆ˜ํ–‰
๊ฒฐ๊ณผ ์ „๋‹ฌ ๋“œ๋ฆฝ๋‹ˆ๋‹ค. ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค.
2018, 2019๋…„ ๊ณตํ†ต๋น„
์ฐจ์ด๋ถ„์„.xlsx
๊ธฐํšํŒ€ ๋‚˜์‚ผ์–‘ ์‚ฌ์› โ€“ ๊ณตํ†ต๋น„ ๊ณ„ํš๋Œ€๋น„ ์ฐจ์ด๋ถ„์„ ์—…๋ฌด
์›”๊ฐ„KPI
์‹ค์ ์ง‘๊ณ„
๊ฐ€์šฉ์žฌ๊ณ 
ํ˜„ํ™ฉ
์ผ์ผ์‹ค์ 
์ง‘๊ณ„
๊ณตํ†ต๋น„
์ฐจ์ด๋ถ„์„
ERP ์ž๋ฃŒ์ถ”์ถœ
ํŒ€๋ณ„, ์กฐ์ง๋ณ„ ์ž๋ฃŒ์ƒ์„ฑ
๋ณด๊ณ ์šฉ ์ž๋ฃŒ์ทจํ•ฉ
๊ฒฐ๊ณผ ๋ฐ์ดํ„ฐ ์ถ”์ถœ
[RPA Job Confirm]
- ์—…๋ฌด: ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„
- ์กฐ๊ฑด: 2018, 2019
โ€ข ์ถœ์ฒ˜ : ์‚ผ์–‘์‚ฌ ๋‹ด๋‹น์ž ์™ธ๋ถ€ ๋ฐœํ‘œ ์ž๋ฃŒ
Chatbot+RPA Use Case : S ์‹ํ’ˆ์‚ฌ ์ฑ—๋ด‡ ์ ์šฉ ์˜์—ญ
q ์‚ฌ๋‚ด ๋ฉ”์‹ ์ € ๋‚ด ์ฑ—๋ด‡(R๋ผ๋”˜) ํ™œ์šฉ์„ ํ†ตํ•ด ์ž„์ง์› ์ฃผ์š” ์—…๋ฌด ์„œ๋น„์Šค๋ฅผ ๊ฐ„ํŽธํ•˜๊ฒŒ ์ฒ˜๋ฆฌํ•˜๋Š” ๊ฒƒ์„ ๋ชฉํ‘œ๋กœ
ํ•จ
์งˆ์˜๊ตฌ๋ถ„ ์งˆ์˜์‚ฌํ•ญ(๋‚ด์šฉ)
1 ์ž„์ง์› ์ •๋ณด ์†ํ˜„์ฒ  ์—ฐ๋ฝ์ฒ˜
2 ์‹œ์Šคํ…œ๋ณ„ ๋‹ด๋‹น์ž ์ •๋ณด ERP ๊ตฌ๋งค๋ชจ๋“ˆ ๋‹ด๋‹น์ž ๋ˆ„๊ตฌ์•ผ?
3 ์ž”์—ฌ ํœด๊ฐ€์กฐํšŒ ์˜ฌํ•ด ๋‚จ์€ ์ž”์—ฌํœด๊ฐ€ ์•Œ๋ ค์ค˜
4 ์šฐ๋ฆฌํšŒ์‚ฌ ๋ณต์ง€์ œ๋„ 5์›”14์ผ ์–‘ํ‰ ๋Œ€๋ช…๋ฆฌ์กฐํŠธ ์˜ˆ์•ฝํ•ด์ค˜
5 ์ฃผ๊ฐ„ ์‹๋‹จ ๋‚ด์ผ ์ ์‹ฌ ๋ฉ”๋‰ด ์•Œ๋ ค์ค˜
6 ๋ฒ•์ธ์นด๋“œ, ์ถœ์žฅ๋น„ ๋น„์šฉ์ฒ˜๋ฆฌ ๊ณ„์ •์ฝ”๋“œ ์ •๋ณด ์œ ๋ฅ˜๋น„ ์ฒ˜๋ฆฌ ๊ณ„์ •, ์ƒํ’ˆ๊ถŒ ์ฒ˜๋ฆฌ ๊ณ„์ • ์ฝ”๋“œ๊ฐ€ ๋ญ์•ผ?
7 ํšŒ์˜์‹ค ํ˜„ํ™ฉ ์˜ค๋Š˜ 5์‹œ ๋นˆ ํšŒ์˜์‹ค ์˜ˆ์•ฝํ•ด์ค˜
8 ๋‹ด๋‹น์ž ์ผ์ • ์ด์ƒํ›ˆ ์ƒ๋ฌด๋‹˜ ๋‚ด์ผ 3์‹œ ์ผ์ •
9 ์‚ฌ๋‚ด ์ถ”์ง„์ •์ฑ… ํ™๋ณด ์˜ฌํ•ด ์‹ ๋…„์‚ฌ ์ฃผ์š” keyword๊ฐ€ ๋ญ์•ผ?
10 ํšŒ์‚ฌ ์ •๋ณด ์‚ผ์–‘์‚ฌ ์ฃผ์š”์ •๋ณด
11 ์‹œ์Šคํ…œ ์ ‘์† ์ฃผ์†Œ ERP ์ ‘์† ์ฃผ์†Œ ์•Œ๋ ค์ค˜
12 ์‹œ์Šคํ…œ ์‚ฌ์šฉ ๋งค๋‰ด์–ผ BI ์‚ฌ์šฉ ๋งค๋‰ด์–ผ ์•Œ๋ ค์ค˜
13 ๋น„์šฉ ์ „๊ฒฐ ๊ธฐ์ค€ ์™ธ๋ถ€ ์šฉ์—ญ๋ฃŒ 2,000๋งŒ์› ์ „๊ฒฐ ๊ธฐ์ค€
14 ๋ฒ•์ธ์นด๋“œ ๋ฏธ์ฒ˜๋ฆฌ ๋‚ด์—ญ ๋ฒ•์ธ์นด๋“œ ๋ฏธ ์ฒ˜๋ฆฌ ๋‚ด์—ญ ์•Œ๋ ค์ค˜
15 ์˜ฌํ•ด ํœด๋ฌด์ผ ํšŒ์‚ฌ ์ƒŒ๋“œ์œ„์น˜ ํœด๊ฐ€ ์•Œ๋ ค์ค˜
โ€ข ์ถœ์ฒ˜ : ์‚ผ์–‘์‚ฌ ๋‹ด๋‹น์ž ์™ธ๋ถ€ ๋ฐœํ‘œ ์ž๋ฃŒ
AGENDA
I. OCR์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
II. Chatbot์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
III. AI๋ฅผ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€
โ€ข ํ•ด๋‹น ์ปจํ…์ธ ๋Š” ๋‚ด๋ถ€ ์ฐธ๊ณ ์šฉ์œผ๋กœ ์ œ์ž‘๋˜์—ˆ์œผ๋ฉฐ, ์ค‘๋ณต๋œ ๋‚ด์šฉ์ด ํฌํ•จ๋˜์–ด ์žˆ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข ๋‚ด๋ถ€ ์ง€์‹ ๊ณต์œ  ์šฉ๋„๋กœ๋งŒ ํ™œ์šฉํ•ด์ฃผ์‹œ๊ธฐ ๋ฐ”๋ž๋‹ˆ๋‹ค.
5^_`[] /*0*1(2.3 '()*(+ Z[ ]:^_
`abc*dSe
fUghi
j7k*l
,-. DmnK:
oSpqr
71lc7sl
4a#b
@ABBCC
DAEFG
HIJKLA EB
=54$
1cd
! MNOPQ 
RSITLKA EG
(:UVW
#
ลธลธ
XSYZ[KS
]K^LI_T
ef ghi
jkO(YOlmn
YZOop
qr[]
ยกโ€œโ€
โ‚ฌยข
str
$ 2|ยฃยค % ยฅยฆโ€ฆยงยจยฉยชยซยฆยฌ
uivw -ยฌยฎยฏยฐ
q ์ข…์ด์ธ์‡„ ๋˜๋Š” PDF ํŒŒ์ผ ๋‚ด ๋ฌธ์ž ๋ฐ์ดํ„ฐ๋ฅผ ๋””์ง€ํ„ธ ์ „ํ™˜ํ•œ ํ›„, RPA๋ฅผ ํ†ตํ•ด ์ž๋™ ์ž…๋ ฅํ•˜์—ฌ ์ •๋ณด์ž์‚ฐํ™”
์ˆ˜์ž‘์—… ๊ฐ์†Œ, ํœด๋จผ์—๋Ÿฌ ๊ฒฝ๊ฐ, ์ฒ˜๋ฆฌ์†๋„ ํ–ฅ์ƒ(์ €ํ•ด์ƒ๋„, ํ๋ฆฐ์ธ์‡„, ๊ตฌ๊ฒจ์ง, ํŒฉ์Šค ๋“ฑ ๋‚ฎ์€ ์ถœ๋ ฅ๋ฌผ ์ƒ์—์„œ
OCR๋ณด๋‹ค ์ธ์‹๋ฅ ์ด ๋†’์Œ)
AI+RPA Use Case
,-. 4+56 .3 '()*(+ xy`fy z!
t`Z6^_uv-w
9xc *dS
yz{|}~โ€ขโ‚ฌ 71l
z! {[|
`a2b โ€ขโ€šy v-w Wj
cTS_K
=54$
1cd ฦ’/mjPQ
ยกโ€œโ€Gยฑ
}~
โ€ขโ‚ฌโ€ข
z!
ยฒยฏยฐยณ
ยดโ€นยซยฌยฎยตยซยถยฌ
d,efg2b
]hKSi
ยทยตยธยฆยนยฉยจยฆยฌ
ยบยฅยฒ ยปยฏยจยซยฆยฌ
โ€žโ€ฆ]
โ€ /โ€กห†โ€ฐ
ล 'โ€นล’โ€ข
jลฝโ€นล’โ€ข jnโ€นล’โ€ข
Sโ€š ฦ’โ€žโ€ฆโ€ :โ€ฆโ€กห†
z! โ€ฐv 'ล โ€นล’
Lโ€š op'โ€ขiลฝโ€ขโ€ข
โ€ฆgโ€นล’โ€˜โ€ขโ€™โ€ฆโ€œ
zโ€5โ€ข cโ€b$ โ€“โ€ข
Pโ€š โ€”หœโ„ขลกโ€บ.fล“vโ€ข
Gลพลธ7

q ๋ฉ€ํ‹ฐ ์ฑ„๋„์„ ํ†ตํ•ด ํŒŒํŽธํ™”๋˜์–ด ์œ ํ†ต๋˜๋Š” VoC๋ฅผ ์ˆ˜์ง‘ ํ›„ Text AI ๊ธฐ์ˆ ์„ ํ™œ์šฉํ•˜์—ฌ ๊ณ ๊ฐ์˜ ๋ชฉ์†Œ๋ฆฌ(๋ถˆ๋งŒ,
ํ‰ํŒ)์„ ํ†ตํ•ฉ์ ์œผ๋กœ ์ดํ•ดํ•˜๊ณ  ์‚ฌ์—…์—์„œ ํ™œ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๋งฅ๋ฝ ๋˜๋Š” ์˜๋„๋ฅผ ํŒŒ์•…ํ•ด COS ์—…๋ฌด์˜ ํšจ์œจ์„
์ง€ํ–ฅ
AI+RPA Use Case
EoD

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Use case of IPA

  • 2. AGENDA I. OCR์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ II. Chatbot์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ III. AI๋ฅผ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ โ€ข ํ•ด๋‹น ์ปจํ…์ธ ๋Š” ๋‚ด๋ถ€ ์ฐธ๊ณ ์šฉ์œผ๋กœ ์ œ์ž‘๋˜์—ˆ์œผ๋ฉฐ, ์ค‘๋ณต๋œ ๋‚ด์šฉ์ด ํฌํ•จ๋˜์–ด ์žˆ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. โ€ข ๋‚ด๋ถ€ ์ง€์‹ ๊ณต์œ  ์šฉ๋„๋กœ๋งŒ ํ™œ์šฉํ•ด์ฃผ์‹œ๊ธฐ ๋ฐ”๋ž๋‹ˆ๋‹ค.
  • 3. OCR+RPA Use Case : ์‚ฌ์—…์ž ๋“ฑ๋ก์ฆ q Naver OCR์„ backbone์œผ๋กœ ํ•˜์—ฌ ์ถ”์ถœ ๋ฐ์ดํ„ฐ์˜ ์ •ํ™•์„ฑ ๋ฐ ์‚ฌ์šฉ ํŽธ์˜์„ฑ์„ ํ™•๋ณดํ•จ
  • 4. OCR+RPA Use Case : ์žฌ๋ฌด์ œํ‘œ (1/3) q Naver OCR์„ ํ†ตํ•ด ์ถ”์ถœ๋œ ์ •๋ณด๋ฅผ ์ถ”๊ฐ€ ๊ฒ€์ฆํ•˜๊ณ , ์ถ”์ถœ ์ •๋ณด ํ™œ์šฉ์„ฑ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ ๋ชฉ์ ์œผ๋กœ ์ ์šฉ
  • 5. OCR+RPA Use Case : ์žฌ๋ฌด์ œํ‘œ (2/3) q OCR๋กœ ์ถ”์ถœํ•œ ๊ณ„์ •๊ณผ๋ชฉ ๋ฐ ๊ณ„์ • ๊ธˆ์•ก์„ ์ •์ œํ•œ ํ›„ Excel ํŒŒ์ผ๋กœ ๋ณ€ํ™˜ํ•˜์—ฌ ์ €์žฅ q ์ •์ œ๋ฅผ ํ†ตํ•ด ์ธ์‹์˜ ์ •ํ™•๋„๋ฅผ ๊ฐœ์„ ํ•˜๊ณ  ์ž๊ฐ€ ๊ฒ€์ฆ ์ฒด๊ณ„๋ฅผ ๊ตฌํ˜„ํ•จ ์†์ต๊ณ„์‚ฐ์„œ ์›๋ณธ Image 1์ฐจ ํŒ๋… ๊ฒฐ๊ณผ ์ •์ œ ํ›„ ์—‘์…€ ๋ฐ์ดํ„ฐ ํ…Œ์ด๋ธ” ! " ! # $ % & " ! # ' ( )* " # " # + ! ะฅ - & " # + ะฅ โ• / - & ! 0 ! โ€œ ! $ 2 โ• - & " 3 $ โ• ! 4 ! - & ! 0 ! โ€œ ! $ % & " # + ะฅ โ• / % & ! 0 ! โ€œ ! $ 2 ! โ• % & % ! 5 ! + ! ะฅ โ• 4 % & ! 0 ! โ€œ ! $ ! " ! # 6 ! 7 ! 8 9 " ; โฟ = ! + โ•œ@ - @ โ•› B โ•› C ! โ•œ@ D = โˆฌ! F ! G ! H โˆ‚ J ! K L ! J M * N โ„–P Q โ•›โ€พ โ€บ ! โ€พ ! โ•›
  • 6. OCR+RPA Use Case : ์žฌ๋ฌด์ œํ‘œ (3/3) q ์‚ฌ์šฉ์ž์˜ ํŽธ์˜์„ฑ์„ ์œ„ํ•ด ๊ณ ๊ฐ์ด ์›ํ•˜๋Š” ํŒŒ์ผ ํ˜•ํƒœ์™€ ์–‘์‹์œผ๋กœ ์ „ํ™˜ ๊ฐ€๋Šฅํ•จ
  • 7. OCR+RPA Use Case : ๊ตญ๋‚ด ๊ธˆ์œต M์‚ฌ / ์ œ์•ฝ H์‚ฌ q ๋ฏธ๋ž˜์—์…‹์บํ”ผํƒˆ/ํ•œ๋ฏธ์•ฝํ’ˆ ๋“ฑ์€ NBP์˜ OCR์„ ๋„์ž…ํ•˜์—ฌ ์ธ๋ ฅํšจ์œจํ™”/์—…๋ฌดํšจ์œจํ™”/์˜ค๋ฅ˜ ๊ฐ์†Œ ๋“ฑ์˜ ํšจ๊ณผ๋ฅผ ์–ป์Œ ๊ธˆ์œต M์‚ฌ ์ œ์•ฝ H์‚ฌ ์ ์šฉ ์†”๋ฃจ์…˜ Cloud ๋ฐฉ์‹ Cloud ๋ฐฉ์‹ ์ ์šฉ์˜์—ญ CS ํŒ€ โ€“ ๊ณ ๊ฐ ๊ณ ์ง€์„œ ์šฉ์ง€ ์ •๋ณด OCR๋กœ ์ถ”์ถœ ์Šค๋งˆํŠธ ํŒฉํ† ๋ฆฌ โ€“ ๋ฌธ์„œ ์ž๋™ ์ธ์‹ ์ ์šฉ์‹œ๊ธฐ 2020๋…„ ์ƒ๋ฐ˜๊ธฐ 2018๋…„ ๊ธฐ๋Œ€ํšจ๊ณผ ์ธ๋ ฅ ํšจ์œจํ™” ๋ฐ ์žฌ๋ฐฐ์น˜ / ์˜ค๋ฅ˜ ๊ฐ์†Œ ์—…๋ฌด ํšจ์œจํ™” ๋ฐ ์›๊ฐ€ ์ ˆ๊ฐ
  • 8. OCR+RPA Use Case : ์ผ๋ณธ A ์ „๋ ฅ์‚ฌ q ์ผ๋ณธ A ์ „๋ ฅ์‚ฌ์—์„œ๋Š” ์ž์ฒด APP์„ ํ†ตํ•ด End-user (์†Œ๋น„์ž) ์—๊ฒŒ์„œ ์ „๋‹ฌ๋ฐ›์€ ๋‹ค์–‘ํ•œ ์ „ํ‘œ๋“ค์„ ์นดํ…Œ๊ณ ๋ฆฌ์— ๋งž๊ฒŒ ๋ถ„๋ฅ˜ํ•˜๊ณ , ๊ฒ€์ถœ/์ธ์‹๋œ ์ •๋ณด๋“ค์„ ์‚ฌ๋‚ด ์‹œ์Šคํ…œ๊ณผ ์—ฐ๊ณ„ํ•˜์—ฌ ์—…๋ฌด ํšจ์œจํ™” ๋„๋ชจํ•จ ์„œ๋น„์Šค ์‹œ๋‚˜๋ฆฌ์˜ค 1. End-user(์ผ๋ฐ˜ ์‚ฌ์šฉ์ž)๊ฐ€ APP์„ ํ†ตํ•ด ๋‹ค์–‘ํ•œ ์ „ํ‘œ๋ฅผ ์—…๋กœ๋“œํ•œ๋‹ค. To-Be ๋ถ„์„ ๋ฐฉํ–ฅ NBP OCR Builder Upload Templete Field Annotation Permission Manager History of Change Integrated Indicator Template Training OCR Training GUI/API Custom Template General Custom OCR Text Engine OCR Client APP Clientโ€™s Existing System I/O Type Modify OCR Results Upload Images Administrator End-user 2. ๊ณ ๊ฐ์‚ฌ APP์—์„œ ํ•ด๋‹น ์ด๋ฏธ์ง€๋ฅผ ๋ฐ›์•„ ํ•„์š”ํ•œ ๊ฒ€์ฆ๊ณผ์ •์„ ๊ฑฐ์นœ ํ›„ OCR ํˆด๋กœ ์ „์†กํ•œ๋‹ค. 3. OCR(๊ฒ€์ถœ/์ธ์‹)์„ ์ง„ํ–‰ํ•œ ํ›„, Output์„ ๊ทœ์•ฝ๋œ ๊ณ ๊ฐ์‚ฌ ์‹œ์Šคํ…œ์œผ๋กœ ์ „์†กํ•œ๋‹ค. 4. ์ „๋‹ฌ๋œ ์ •๋ณด๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ ๊ณ ๊ฐ์‚ฌ ์‹œ์Šคํ…œ์—์„œ ์—…๋ฌด๋ฅผ ์ฒ˜๋ฆฌํ•˜๋ฉฐ, ๊ฒฐ๊ณผ๋ฅผ APP์„ ํ†ตํ•ด End-user์—๊ฒŒ ์ „๋‹ฌํ•œ๋‹ค.
  • 9. OCR+RPA Use Case : ๊ตญ๋‚ด H๋ณดํ—˜์‚ฌ q ํ•œ๊ตญ H ๋ณดํ—˜์‚ฌ์—์„œ๋Š” APP/FAX๋ฅผ ํ†ตํ•ด End-user์—๊ฒŒ ์ „๋‹ฌ๋ฐ›์€ ์ฒญ๊ตฌ์„œ๋ฅ˜๋“ค์„ Out-source ์ธ๋ ฅ์„ ํ†ตํ•ด ์ˆ˜์ž‘์—…์œผ๋กœ 1์ฐจ ๋ถ„๋ฅ˜ ํ•˜๊ณ  ์žˆ์–ด, ํ•ด๋‹น ํ”„๋กœ์„ธ์Šค์— ๋Œ€ํ•œ ์—…๋ฌด ํšจ์œจํ™” ๋ฐ ์ž๋™ํ™” ๋‹ˆ์ฆˆ๊ฐ€ ์žˆ์Œ ์„œ๋น„์Šค ์‹œ๋‚˜๋ฆฌ์˜ค 1. End-user(์ผ๋ฐ˜ ์‚ฌ์šฉ์ž)๊ฐ€ APP์„ ํ†ตํ•ด ๋‹ค์–‘ํ•œ ์ „ํ‘œ๋ฅผ ์—…๋กœ๋“œํ•œ๋‹ค. To-Be ๋ถ„์„ ๋ฐฉํ–ฅ 2. ๊ณ ๊ฐ์‚ฌ APP์—์„œ ํ•ด๋‹น ์ด๋ฏธ์ง€๋ฅผ ๋ฐ›์•„ ํ•„์š”ํ•œ ๊ฒ€์ฆ๊ณผ์ •์„ ๊ฑฐ์นœ ํ›„ OCR ํˆด๋กœ ์ „์†กํ•œ๋‹ค. 3. OCR(๊ฒ€์ถœ/์ธ์‹)์„ ์ง„ํ–‰ํ•œ ํ›„, Input๊ณผ ๋ถ„์„๊ฒฐ๊ณผ๋ฅผ ๋นŒ๋”์—์„œ ํ™•์ธํ•˜๊ณ  1์ฐจ ์ •์ œ/๋ถ„๋ฅ˜๋ฅผ ์ง„ํ–‰ํ•œ๋‹ค. System/Service Architecture (To be developed) with NBP AS-IS 1 2 3 4 ์„œ๋ฅ˜ ์—…๋กœ๋“œ 1์ฐจ ๋ถ„๋ฅ˜ (Manual) 2์ฐจ ๋ถ„๋ฅ˜ (Automati c) ์ฒญ๊ตฌ ์‹ฌ์‚ฌ ๋ฐ ๊ธˆ์•ก ๊ณ„์‚ฐ 1 ์„œ๋ฅ˜ ์—…๋กœ๋“œ ์ฒญ๊ตฌ ์‹ฌ์‚ฌ ๋ฐ ๊ธˆ์•ก ๊ณ„์‚ฐ 2 1,2์ฐจ ๋ถ„๋ฅ˜ (OCR ๊ฒฐ๊ณผ ํ™•์ธ ๋ฐ fine-tuning, ์ดํ›„ ์‹œ์Šคํ…œ ๋ฐ˜์˜ ๊ฐ€๋Šฅํ•œ ํ˜•ํƒœ๋กœ ์ „์†ก) ์ž๋™ํ™” ์˜์—ญ(OCR Tool) 3
  • 10. AGENDA I. OCR์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ II. Chatbot์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ III. AI๋ฅผ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ โ€ข ํ•ด๋‹น ์ปจํ…์ธ ๋Š” ๋‚ด๋ถ€ ์ฐธ๊ณ ์šฉ์œผ๋กœ ์ œ์ž‘๋˜์—ˆ์œผ๋ฉฐ, ์ค‘๋ณต๋œ ๋‚ด์šฉ์ด ํฌํ•จ๋˜์–ด ์žˆ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. โ€ข ๋‚ด๋ถ€ ์ง€์‹ ๊ณต์œ  ์šฉ๋„๋กœ๋งŒ ํ™œ์šฉํ•ด์ฃผ์‹œ๊ธฐ ๋ฐ”๋ž๋‹ˆ๋‹ค.
  • 11. AS-IS !#$%$' ()*+ ,- ./01 234$567 89: :;: !# $% '()*++ !#$% '()* +,-./0!# 12 *3 456 71 89: ; =/? !#$%$# '()*%$% ++ ,-./0 1234 5678 ./9 :; =7? @A !#$%$# '()*%$% ++ ,- ./9 :;BCDEF8 G888 G888 ! #$%#%$ '()*+% ,, -. / 012 345 6789:6 ; = 6?@AB CDEFG 6 ; H 6I JKIL MNEOGPQ R$ST+UV R$ST+SR WW XY Z [MNEG] ; ^ 6?@ AB_ MN` JKILEaGP _b cde R$ST+UV R$ST+SR fg h 6ijT+k+l$ ?@ md KnEoGQpq rs Z [tB] u #$%#%$ '()*+% ,, 012 345 6789:6 ; v 6gwx yzE{GQ ; | [}~] Z 6โ€ขโ‚ฌ Bd6 _b [CDEโ€ขG] ; โ€š [ฦ’โ€ž gwx โ€ฆ}] Z 6J โ€ Iโ€กห† โ€ฐ ล โ€นล’E'GQ ; Z [fg] โ€ข [Aลฝ] Z 6gwx6 ; Z [Knโ€ข โ€กD โ€ขโ€˜Eโ€™GSS]; โ€œ 6โ€e โ€ขโ€“โ€” หœโ€ž6 5 rโ„ข ลกmโ€บล“ Iโ€ข / 6Kn ; ลพ [fg] Z [ลธE G] ; ยก [Aลฝ] Z 6ยขยฃยค โ€ข ยฅยฆ KILQ ; Z [Knโ€ข โ€กD โ€ขโ€˜Eโ€™GSS ] ; ยง 6ยจยฉ_ JKIL MNEOGPQ 6R$ST+UQV 6R$VT+VRQ WN XY Z [MNEG] ; ยช 6JKILEaGPQ _b cde 6R$ST+UQV 6R$VT+VRQ fg Z 6I ยจยฉ_ ยฅยฆ ยซ โ€ขยฌE-$$)kPG ยฎยฏEโ€ขGQ pq rs 0 HIJK LM :;=7? G888 ,- ./0 1234 56789:; =7 ?@A B8 C DE*++++ FGHI .J3K ./L 12MN678+ OP Q: R!1 (S @T++ !#$%$' ()*+ ,- .=?5 %#45@ ABC5D$ 234$567 โ€ข =E$ FGHI JK .LMBNOPQR7 โ€ข STS%$UVWX Chatbot+RPA Use Case To-BE
  • 12. Chatbot+RPA Use Case : ๋‰ด์Šค ๋ ˆํ„ฐ q RPA๋ฅผ ํ™œ์šฉํ•œ ๋‰ด์Šค๋ ˆํ„ฐ ์„œ๋น„์Šค [๋‰ด์Šค๋ ˆํ„ฐ BOT] ํด๋ฆญ ์ด๋ฉ”์ผ ์ฃผ์†Œ์™€ 3๊ฐ€์ง€ ํ‚ค์›Œ๋“œ ์ž…๋ ฅ ๋‰ด์Šค๋ ˆํ„ฐ ์•ˆ๋‚ด ๋ฉ”์‹œ์ง€ ๊ตฌ๋…์‹ ์ฒญ ์™„๋ฃŒ
  • 13. !#$% UVWXYZV[]^_`UV`VVVa b c d e f = 3 g 6 7 8 +I hijkl!mno !d ef R! 3 @4 pR!pqrfstDE* u*vwxGy3zG5678+ {y|}~โ€ข@h iโ‚ฌ^deโ€ขโ€šฦ’ โ€ž1 D E * I INOPQRBSN UVUVโ€ฆVXโ€ฆ โ€ ]^_โ€กUV`VVVaโ€ฆโ€šห†โ€ฐล โ€ฐ ZVโ€ฆโ€นโ€นโ€นโ€นโ€นโ€น {y ล’Jโ€ขโ€ฆลฝโ€ขโ€ขXXXVXVVโ€˜ ! โ€™โ€œโ€ โ€ขFOaโ€ขโ€“โ€ฆ-โ€”หœโ€ขโ„ขXXVXโ€˜ ! ลก u* โ€บkล“ ลฝโ€ข ! o!ล  โ€ข ลพ โ€ฐ Hโ€ข- โ€” หœ โ€˜ #$ % @ABC/D EFG!HI J KL TUV WX! YZWX! '( )! *+ % '()*(+ ,- []^ _` ./0 ab Wcde fghYZ WX! WX! Xiij 123456 7856 9:56 ;= ? = ./0 ,-. @ABC MN7OPQ RSTD -UV WXY' YZ[] q ์‹œ๋‚˜๋ฆฌ์˜ค ๊ธฐ๋ฐ˜ ์ฑ—๋ด‡ ์„œ๋น„์Šค๋ฅผ ํ†ตํ•ด ํ…์ŠคํŠธ๋ฅผ ํ•˜๋‚˜ํ•˜๋‚˜ ์ž…๋ ฅํ•˜๋Š” ๋ฒˆ๊ฑฐ๋กœ์›€์„ ํ•ด์†Œํ•˜๊ณ  ์ž…๋ ฅ ์˜ค๋ฅ˜๋ฅผ ์ œ์–ดํ•˜๋ฉฐ, ํœด๋Œ€ํฐ์— ๋ณด๊ด€๋œ ์ฆ๋น™์„ ํŽธ๋ฆฌํ•˜๊ฒŒ ์—…๋กœ๋“œ ๊ฐ€๋Šฅํ•˜๋„๋ก ๊ตฌ์„ฑ Chatbot+RPA Use Case : ๊ฒฝ๋น„์ฒ˜๋ฆฌ
  • 14. Chatbot+RPA Use Case : S ์‹ํ’ˆ์‚ฌ ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„ ์ฑ—๋ด‡ q ํ˜„์žฌ ๊ธฐ์ˆ ๊ฒ€์ฆ ๋ชฉ์ ์œผ๋กœ RPA+์ฑ—๋ด‡ ์—ฐ๊ณ„๋ฅผ ํ†ตํ•œ ์Šค๋งˆํŠธ ๊ฒฝ์˜ ํ™˜๊ฒฝ ๊ตฌ์ถ• ์ค‘ R๋ผ๋”˜๊ณผ ์ฑ„ํŒ… RPA Pool R๋ผ๋”˜ Backend Job Process ์‹คํ–‰ ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„ ์ž๋ฃŒ ๋ณด๋‚ด์ค˜ ๋ช‡ ๋…„๋„ ์ž๋ฃŒ๊ฐ€ ํ•„์š”ํ•˜์‹ ๊ฐ€์š”? 2018๋…„๊ณผ 2019๋…„ 2018, 2019๋…„ ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„ ์ž๋ฃŒ ์ž‘์„ฑ ์ค‘์ž…๋‹ˆ๋‹ค. ์ž ์‹œ๋งŒ ๊ธฐ๋‹ค๋ ค์ฃผ์„ธ์š” ๋‚˜์‚ผ์–‘๋‹˜, ๊ธฐ๋‹ค๋ ค ์ฃผ์…”์„œ ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค. ์š”์ฒญํ•˜์‹  ์—…๋ฌด ์ˆ˜ํ–‰ ๊ฒฐ๊ณผ ์ „๋‹ฌ ๋“œ๋ฆฝ๋‹ˆ๋‹ค. ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค. 2018, 2019๋…„ ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„.xlsx ๊ธฐํšํŒ€ ๋‚˜์‚ผ์–‘ ์‚ฌ์› โ€“ ๊ณตํ†ต๋น„ ๊ณ„ํš๋Œ€๋น„ ์ฐจ์ด๋ถ„์„ ์—…๋ฌด ์›”๊ฐ„KPI ์‹ค์ ์ง‘๊ณ„ ๊ฐ€์šฉ์žฌ๊ณ  ํ˜„ํ™ฉ ์ผ์ผ์‹ค์  ์ง‘๊ณ„ ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„ ERP ์ž๋ฃŒ์ถ”์ถœ ํŒ€๋ณ„, ์กฐ์ง๋ณ„ ์ž๋ฃŒ์ƒ์„ฑ ๋ณด๊ณ ์šฉ ์ž๋ฃŒ์ทจํ•ฉ ๊ฒฐ๊ณผ ๋ฐ์ดํ„ฐ ์ถ”์ถœ [RPA Job Confirm] - ์—…๋ฌด: ๊ณตํ†ต๋น„ ์ฐจ์ด๋ถ„์„ - ์กฐ๊ฑด: 2018, 2019 โ€ข ์ถœ์ฒ˜ : ์‚ผ์–‘์‚ฌ ๋‹ด๋‹น์ž ์™ธ๋ถ€ ๋ฐœํ‘œ ์ž๋ฃŒ
  • 15. Chatbot+RPA Use Case : S ์‹ํ’ˆ์‚ฌ ์ฑ—๋ด‡ ์ ์šฉ ์˜์—ญ q ์‚ฌ๋‚ด ๋ฉ”์‹ ์ € ๋‚ด ์ฑ—๋ด‡(R๋ผ๋”˜) ํ™œ์šฉ์„ ํ†ตํ•ด ์ž„์ง์› ์ฃผ์š” ์—…๋ฌด ์„œ๋น„์Šค๋ฅผ ๊ฐ„ํŽธํ•˜๊ฒŒ ์ฒ˜๋ฆฌํ•˜๋Š” ๊ฒƒ์„ ๋ชฉํ‘œ๋กœ ํ•จ ์งˆ์˜๊ตฌ๋ถ„ ์งˆ์˜์‚ฌํ•ญ(๋‚ด์šฉ) 1 ์ž„์ง์› ์ •๋ณด ์†ํ˜„์ฒ  ์—ฐ๋ฝ์ฒ˜ 2 ์‹œ์Šคํ…œ๋ณ„ ๋‹ด๋‹น์ž ์ •๋ณด ERP ๊ตฌ๋งค๋ชจ๋“ˆ ๋‹ด๋‹น์ž ๋ˆ„๊ตฌ์•ผ? 3 ์ž”์—ฌ ํœด๊ฐ€์กฐํšŒ ์˜ฌํ•ด ๋‚จ์€ ์ž”์—ฌํœด๊ฐ€ ์•Œ๋ ค์ค˜ 4 ์šฐ๋ฆฌํšŒ์‚ฌ ๋ณต์ง€์ œ๋„ 5์›”14์ผ ์–‘ํ‰ ๋Œ€๋ช…๋ฆฌ์กฐํŠธ ์˜ˆ์•ฝํ•ด์ค˜ 5 ์ฃผ๊ฐ„ ์‹๋‹จ ๋‚ด์ผ ์ ์‹ฌ ๋ฉ”๋‰ด ์•Œ๋ ค์ค˜ 6 ๋ฒ•์ธ์นด๋“œ, ์ถœ์žฅ๋น„ ๋น„์šฉ์ฒ˜๋ฆฌ ๊ณ„์ •์ฝ”๋“œ ์ •๋ณด ์œ ๋ฅ˜๋น„ ์ฒ˜๋ฆฌ ๊ณ„์ •, ์ƒํ’ˆ๊ถŒ ์ฒ˜๋ฆฌ ๊ณ„์ • ์ฝ”๋“œ๊ฐ€ ๋ญ์•ผ? 7 ํšŒ์˜์‹ค ํ˜„ํ™ฉ ์˜ค๋Š˜ 5์‹œ ๋นˆ ํšŒ์˜์‹ค ์˜ˆ์•ฝํ•ด์ค˜ 8 ๋‹ด๋‹น์ž ์ผ์ • ์ด์ƒํ›ˆ ์ƒ๋ฌด๋‹˜ ๋‚ด์ผ 3์‹œ ์ผ์ • 9 ์‚ฌ๋‚ด ์ถ”์ง„์ •์ฑ… ํ™๋ณด ์˜ฌํ•ด ์‹ ๋…„์‚ฌ ์ฃผ์š” keyword๊ฐ€ ๋ญ์•ผ? 10 ํšŒ์‚ฌ ์ •๋ณด ์‚ผ์–‘์‚ฌ ์ฃผ์š”์ •๋ณด 11 ์‹œ์Šคํ…œ ์ ‘์† ์ฃผ์†Œ ERP ์ ‘์† ์ฃผ์†Œ ์•Œ๋ ค์ค˜ 12 ์‹œ์Šคํ…œ ์‚ฌ์šฉ ๋งค๋‰ด์–ผ BI ์‚ฌ์šฉ ๋งค๋‰ด์–ผ ์•Œ๋ ค์ค˜ 13 ๋น„์šฉ ์ „๊ฒฐ ๊ธฐ์ค€ ์™ธ๋ถ€ ์šฉ์—ญ๋ฃŒ 2,000๋งŒ์› ์ „๊ฒฐ ๊ธฐ์ค€ 14 ๋ฒ•์ธ์นด๋“œ ๋ฏธ์ฒ˜๋ฆฌ ๋‚ด์—ญ ๋ฒ•์ธ์นด๋“œ ๋ฏธ ์ฒ˜๋ฆฌ ๋‚ด์—ญ ์•Œ๋ ค์ค˜ 15 ์˜ฌํ•ด ํœด๋ฌด์ผ ํšŒ์‚ฌ ์ƒŒ๋“œ์œ„์น˜ ํœด๊ฐ€ ์•Œ๋ ค์ค˜ โ€ข ์ถœ์ฒ˜ : ์‚ผ์–‘์‚ฌ ๋‹ด๋‹น์ž ์™ธ๋ถ€ ๋ฐœํ‘œ ์ž๋ฃŒ
  • 16. AGENDA I. OCR์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ II. Chatbot์„ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ III. AI๋ฅผ ํ™œ์šฉํ•œ ์—…๋ฌด ์ž๋™ํ™” ์‚ฌ๋ก€ โ€ข ํ•ด๋‹น ์ปจํ…์ธ ๋Š” ๋‚ด๋ถ€ ์ฐธ๊ณ ์šฉ์œผ๋กœ ์ œ์ž‘๋˜์—ˆ์œผ๋ฉฐ, ์ค‘๋ณต๋œ ๋‚ด์šฉ์ด ํฌํ•จ๋˜์–ด ์žˆ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. โ€ข ๋‚ด๋ถ€ ์ง€์‹ ๊ณต์œ  ์šฉ๋„๋กœ๋งŒ ํ™œ์šฉํ•ด์ฃผ์‹œ๊ธฐ ๋ฐ”๋ž๋‹ˆ๋‹ค.
  • 17. 5^_`[] /*0*1(2.3 '()*(+ Z[ ]:^_ `abc*dSe fUghi j7k*l ,-. DmnK: oSpqr 71lc7sl 4a#b @ABBCC DAEFG HIJKLA EB =54$ 1cd ! MNOPQ RSITLKA EG (:UVW # ลธลธ XSYZ[KS ]K^LI_T ef ghi jkO(YOlmn YZOop qr[] ยกโ€œโ€ โ‚ฌยข str $ 2|ยฃยค % ยฅยฆโ€ฆยงยจยฉยชยซยฆยฌ uivw -ยฌยฎยฏยฐ q ์ข…์ด์ธ์‡„ ๋˜๋Š” PDF ํŒŒ์ผ ๋‚ด ๋ฌธ์ž ๋ฐ์ดํ„ฐ๋ฅผ ๋””์ง€ํ„ธ ์ „ํ™˜ํ•œ ํ›„, RPA๋ฅผ ํ†ตํ•ด ์ž๋™ ์ž…๋ ฅํ•˜์—ฌ ์ •๋ณด์ž์‚ฐํ™” ์ˆ˜์ž‘์—… ๊ฐ์†Œ, ํœด๋จผ์—๋Ÿฌ ๊ฒฝ๊ฐ, ์ฒ˜๋ฆฌ์†๋„ ํ–ฅ์ƒ(์ €ํ•ด์ƒ๋„, ํ๋ฆฐ์ธ์‡„, ๊ตฌ๊ฒจ์ง, ํŒฉ์Šค ๋“ฑ ๋‚ฎ์€ ์ถœ๋ ฅ๋ฌผ ์ƒ์—์„œ OCR๋ณด๋‹ค ์ธ์‹๋ฅ ์ด ๋†’์Œ) AI+RPA Use Case
  • 18. ,-. 4+56 .3 '()*(+ xy`fy z! t`Z6^_uv-w 9xc *dS yz{|}~โ€ขโ‚ฌ 71l z! {[| `a2b โ€ขโ€šy v-w Wj cTS_K =54$ 1cd ฦ’/mjPQ ยกโ€œโ€Gยฑ }~ โ€ขโ‚ฌโ€ข z! ยฒยฏยฐยณ ยดโ€นยซยฌยฎยตยซยถยฌ d,efg2b ]hKSi ยทยตยธยฆยนยฉยจยฆยฌ ยบยฅยฒ ยปยฏยจยซยฆยฌ โ€žโ€ฆ] โ€ /โ€กห†โ€ฐ ล 'โ€นล’โ€ข jลฝโ€นล’โ€ข jnโ€นล’โ€ข Sโ€š ฦ’โ€žโ€ฆโ€ :โ€ฆโ€กห† z! โ€ฐv 'ล โ€นล’ Lโ€š op'โ€ขiลฝโ€ขโ€ข โ€ฆgโ€นล’โ€˜โ€ขโ€™โ€ฆโ€œ zโ€5โ€ข cโ€b$ โ€“โ€ข Pโ€š โ€”หœโ„ขลกโ€บ.fล“vโ€ข Gลพลธ7 q ๋ฉ€ํ‹ฐ ์ฑ„๋„์„ ํ†ตํ•ด ํŒŒํŽธํ™”๋˜์–ด ์œ ํ†ต๋˜๋Š” VoC๋ฅผ ์ˆ˜์ง‘ ํ›„ Text AI ๊ธฐ์ˆ ์„ ํ™œ์šฉํ•˜์—ฌ ๊ณ ๊ฐ์˜ ๋ชฉ์†Œ๋ฆฌ(๋ถˆ๋งŒ, ํ‰ํŒ)์„ ํ†ตํ•ฉ์ ์œผ๋กœ ์ดํ•ดํ•˜๊ณ  ์‚ฌ์—…์—์„œ ํ™œ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๋งฅ๋ฝ ๋˜๋Š” ์˜๋„๋ฅผ ํŒŒ์•…ํ•ด COS ์—…๋ฌด์˜ ํšจ์œจ์„ ์ง€ํ–ฅ AI+RPA Use Case
  • 19. EoD