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AIを活用した採用DXサービス”harutaka"を支える マルチクラウドアーキテクチャ
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yagirihara
November 13, 2021
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AIを活用した採用DXサービス”harutaka"を支える マルチクラウドアーキテクチャ
yagirihara
November 13, 2021
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Transcript
גࣜձࣾZENKIGEN Engineering Manage r ༄ݪ ӳथ "*Λ׆༻ͨ͠࠾༻%9αʔϏεzIBSVUBLBΛࢧ͑Δ ϚϧνΫϥυΞʔΩςΫνϟ 2021/10/25 X-Tech
JAWS #14
ࣗݾհ גࣜձࣾ;&/,*(&/ ΤϯδχΞϦϯάɾϚωʔδϟʔ ༄ݪӳथ )JEFLJ:BOBHJIBSB ಠཱܥ4*ࣄۀΛ্ཱͪ͛ɺ
ݕࡧΤϯδϯվम1+ͷϓϩδΣΫτϚωʔδϟʔΛ୲ ʹ;&/,*(&/ʹస৬ IBSVUBLBͷΞϓϦέʔγϣϯઃܭ͔ΒɺΠϯϑϥɺ σʔλੳ·Ͱɺ෯͘୲ɻ ͖ͳٕज़ɿ,VCFSOFUFT &MBTUJDTFBSDI झຯɿεϙʔπɺٿ؍ઓ
ձࣾ֓ཁ ձ໊ࣾɹɹɹɹגࣜձࣾZENKIGE N ઃɹཱɹɹɹɹ201710݄ ॴࡏɹɹɹɹ౦ژઍా۠େखொ1-6-1 େखொ ビ ϧ6֊ ɹһɹɹɹɹදऔక CEOɹᖒ
ൺथ ɹɹɹɹɹɹɹऔకɹɹɹɹɹ ਫ Ӊ ɹɹɹɹɹɹɹࣾ֎औకɹɹɹ ໊ଜ ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹʢגࣜձࣾϝϧΧϦ ࣥߦһCTOʣ ɹɹɹɹɹɹɹࣾ֎औకɹɹɹ ԾԔ ૱Ұ ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹʢຊϕϯνϟʔΩϟϐλϧڠձ໊༪ձʣଞ ओͳࣄۀɹɹɹ˙ WEB໘αʔϏεʰharutakaʢϋϧλΧʣʱͷاըɾӡӦ ɹɹɹɹɹɹɹ˙ AIղੳΛ༻͍ͨ࠾༻DXιϦϡʔγϣϯͷ։ൃ ࢿຊۚɹɹɹɹ100,000,000ԁ ओཁגओɹɹɹάϩʔϏεɾΩϟϐλϧύʔτφʔζɺWiL, LLC.ɺ ɹɹɹɹɹɹɹσϥΠτɾϕϯνϟʔζɹଞ
ਓͱاۀ͕શػݱͰ͖Δࣾձͷग़ʹߩݙ͢Δ 7JTJPO
ࢿۚௐୡঢ়گ 5 γʔυγϦʔζ"Ͱྦྷܭԯԁௐୡ 4FSJFT" ઃཱ 4FFE ԯԁ
ԯԁ
ͳͥ)VNBO3FTPVSTFͳͷ͔
©︎ ;&/,*(&/*OD ղܾ͍ͨࣾ͠ձ՝ʔ4PDJBM*TTVF 8PSME 64$BOBEB -BUJO"NFSJDB 1PTU4PWJFU&VSBTJB 4PVUIFBTU"TJB 4VC4BIBSBO"GSJDB &BTUFSO&VSPQF
"VTUSBMJB/FX;FBMBOE .JEEMF&BTU/PSUI"GSJDB 4PVUI"TJB 8FTUFSO&VSPQF &BTU"TJB +BQBO &OHBHFE /PUFOHBHFE "DUJWFMZEJTFOHBHFE ಇ͖͕͍ͷ͋Δࣄͷඞཁੑ +BQBO ैۀһͷΤϯήʔδϝϯτʢࣄͷҙʣௐࠪ
ʲશػݱʳ ષͷݴ༿Ͱɺਓ͕࣋ͭ ೳྗͷશͯΛൃش͢Δ͜ͱɻ ଟ͘ͷେਓ͕શػݱ͢ΔࣾձͤͳࣾձͰ͋Γɺ ࣍ੈʹͦΜͳ࣌ΛҾ͖͢͜ͱʹগ͠Ͱߩݙ͍ͨ͠ɻ ͦͷ͍Λ໊ࣾʹࠐΊͯମݱ͢Δɻ 8
ͳͥ)3%9ͳͷ͔ 9 ؒͷಈըɺXFCαΠτ ϖʔδ૬ͷใྔ ※ Forrester Research, Inc. ≒ 8FCϖʔδ
1 ಈը )3ྖҬʹ͓͚ΔେͳσʔλɺςΩετ͔Βಈը
©︎ ;&/,*(&/*OD Ԡืऀ͕͖ͳॴɾ࣌ؒͰࡱӨͨ͠ಈը͔Βɺจ໘ͰಡΈऔΕͳ͍ ਓฑҙͳͲਓ૾ͷࣄલѲ͕Մೳʹɻ ԕִͰϦΞϧλΠϜʹΦϯϥΠϯͰ໘͕Ͱ͖·͢ɻҠಈͷෛ୲ܰݮ ໘·ͰͷϦʔυλΠϜ͕ॖ͞Εɺػձଛࣦͷճආ͕Մೳʹɻ ࠾༻%9αʔϏεɹɹ &4ˠΤϯτϦʔಈը ର໘໘ˠϥΠϒ໘
ఏڙՁͷϑϥΠϗΠʔϧ ސ٬ج൫ อ༗ σʔλ ࣄۀߏྗ "*։ൃྗ 6*69 ɾڧݻͳސ٬ج൫ͱੵͨ͠
ɹେͳಈըσʔλ ɾਝ͔ͭϑϨΩγϒϧͳ։ൃ͕ ɹՄೳͱͳΔͷ"*։ൃମ੍ 11
࠾༻%9αʔϏεIBSVUBLB
©︎ ;&/,*(&/*OD Ԡืऀ͕͖ͳॴɾ࣌ؒͰࡱӨͨ͠ಈը͔Βɺจ໘ͰಡΈऔΕͳ͍ ਓฑҙͳͲਓ૾ͷࣄલѲ͕Մೳʹɻ ԕִͰϦΞϧλΠϜʹΦϯϥΠϯͰ໘͕Ͱ͖·͢ɻҠಈͷෛ୲ܰݮ ໘·ͰͷϦʔυλΠϜ͕ॖ͞Εɺػձଛࣦͷճආ͕Մೳʹɻ ࠾༻%9αʔϏεɹɹ &4ˠΤϯτϦʔಈը ର໘໘ˠϥΠϒ໘
©︎ ;&/,*(&/*OD ΤϯτϦʔಈըΛղੳ ໘σʔλ બߟ݁Ռσʔλ ։ൃத ΤϯτϦʔ ಈը "*ղੳ ϥΠϒ໘
"*ղੳ ࠾༻ϓϩηε "*ղੳ ໘ྗ্αϙʔτ"* ʢઓུਓࡒͷ࠾༻ྗڧԽʣ ݟग़͖͢ީิऀΛݟ͚ͭΔ"* ʢϑΟοτਓࡒͷݕʣ ߩݙείΞϦϯά"* ʢ࠾༻ϓϩηε࠷దԽʣ IA ؕ٤ذلٖ٭ؓجتْ٤ع HI ـٕؕٛ٤ءؕ٤طٛةؘ٤ت ຊॳͷ"*ϓϩμΫτͰ࠾༻%9Λ࣮ݱ
©︎ ;&/,*(&/*OD ;&/,*(&/ͷ࠾༻%9αʔϏε ΤϯτϦʔಈըΛղੳ IBSVUBLBͰ࣮ࢪͨ͠໘σʔλɺ࠾༻%9ʹ͓͚Δσʔλࢿ࢈ͱͳΔ ࠾༻՝ʹԠͨ͡ɺIBSVUBLBʮλΠϓͷ"*ʯΛ༻͍ͯ՝ղܾΛਤΔ ໘σʔλ બߟ݁Ռσʔλ ։ൃத ։ൃத
ΤϯτϦʔ ಈը "*ղੳ ϥΠϒ໘ "*ղੳ ࠾༻ϓϩηε "*ղੳ ໘ྗ্αϙʔτ"* ʢઓུਓࡒͷ࠾༻ྗڧԽʣ ݟग़͖͢ީิऀΛݟ͚ͭΔ"* ʢϑΟοτਓࡒͷݕʣ ߩݙείΞϦϯά"* ʢ࠾༻ϓϩηε࠷దԽʣ IA ؕ٤ذلٖ٭ؓجتْ٤ع HI ـٕؕٛ٤ءؕ٤طٛةؘ٤ت
ղܾ͍ͨ͠࠾༻՝ ॳظεΫϦʔχϯάͷଥੑ͕୲อͰ͖͍ͯΔ͔͔Βͳ͍ &4దੑݕࠪͷεΫϦʔχϯάʹෆ҆Λײ͡Δ ෆ߹֨ͱ͢ΔԠืऀͷதʹ ɹࣗࣾʹϚον͢Δਓࡐ͕ຒ͍ͯ͠ͳ͍͔ ߹֨ͱ͢ΔԠืऀͷதʹ ࣗࣾʹΞϯϚονͳਓࡐؚ͕·Ε͍ͯͳ͍͔ ֶྗɾೳྗ ෆ߹֨ ߹֨
&4ɾదਖ਼ݕࠪͷΈͷ εΫϦʔχϯάͰੜ͡Δݒ೦ ΤϯτϦʔ γʔτ దਖ਼ݕࠪ 16
ΤϯτϦʔϑΝΠϯμʔʹΑΔҹͷՄࢹԽ ߘಈըӾཡ ཧը໘্ͰɺҹΫϥελຖʹιʔτ͕Մೳ ߹ܭʹԠͨ͡ άϧʔϐϯάݕࡧ ಛྔείΞຖɺղੳঢ়گ ߜΓࠐΈݕࡧ͕Մೳ 17
©︎ ;&/,*(&/*OD ΤϯτϦʔಈըΛղੳ ໘σʔλ બߟ݁Ռσʔλ ։ൃத ΤϯτϦʔ ಈը "*ղੳ ϥΠϒ໘
"*ղੳ ࠾༻ϓϩηε "*ղੳ ໘ྗ্αϙʔτ"* ʢઓུਓࡒͷ࠾༻ྗڧԽʣ ݟग़͖͢ީิऀΛݟ͚ͭΔ"* ʢϑΟοτਓࡒͷݕʣ ߩݙείΞϦϯά"* ʢ࠾༻ϓϩηε࠷దԽʣ HI ـٕؕٛ٤ءؕ٤طٛةؘ٤ت ຊॳͷ"*ϓϩμΫτͰ࠾༻%9Λ࣮ݱ IA ؕ٤ذلٖ٭ؓجتْ٤ع
ΠϯλϏϡʔΞηεϝϯτʢ*"ʣͱ ϒϥοΫϘοΫεԽ͢Δ໘ΛAIͰղੳ ໘ମݧʢCXʣͷ্ʹߩݙ ʻՄࢹԽཁૉʼ ɾൃόϥϯε ɾλΠϜϚωδϝϯτ ɾදʢײʣղੳ ɾ໘༰ςΩετԽ ɾଟར༻ݴޠநग़ ɾࣗવݴޠॲཧ
19 ީิऀͷ
ϦΞϧλΠϜϑΟʔυόοΫ ީิऀͷө૾ΛϦΞϧλΠϜʹղੳ͠ɺൃόϥϯεײղੳ݁ՌͳͲΛϑΟʔυόοΫ ໘ࣗͷղऍʹՃ͑ɺ"*͕ಡΈͱͬͨ໘૬खͷঢ়گѲ͕Մೳʹ ίϛϡχέʔγϣϯΛαϙʔτ͠·͢ ໘ ө૾ղੳ ϑΟʔυ όοΫ վળ
ΞΫγϣϯ NJOαΠΫϧ ൃόϥϯε ද λΠϜϚωδϝϯτ 20
ΞʔΩςΫτνϟ
©︎ ;&/,*(&/*OD ಈըɾ"* ϥΠϒɾ"* ࠾༻%9αʔϏεɹɹ ΤϯτϦʔಈը ϥΠϒ໘
ΞʔΩςΫνϟɹίϯηϓτɹ͢Έ͚ɹ "84ͱ($1ͷϚϧνΫϥυ "84 ($1 ϝσΟΞ"* αʔόσʔλੳ"* ಈըอଘ৴ 4 $MPVE'SPOU ΞϓϦέʔγϣϯ
ج൫ (,& ,VCFSOFUFT ಈըม &MBTUJD5SBOTDPEFS .FEJB$POWFSU αʔό ($& JOTUBODF ϥΠϒج൫ "NB[PO$IJNF4%, σʔλϕʔε $MPVE42- "*ղੳ "NB[PO3FLPHOJUJPO σʔλੳ #JH2VFSZ
ϚϧνΫϥυʹͨ͠എܠ w ܦҢ w αʔϏεϩʔϯν࣌,VCFSOFUFT͕͍͔ͨͬͨ w Ϛωʔδυͳ,VCFSOFUFTͱ͍͑(,&ͩͬͨ ɹɹɹɹɹɹɹɹɹɹɹɹɹΞϓϦέʔγϣϯج൫($1 w ϝσΟΞؔ࿈ม͕ඞਢͩͬͨ
w ࣗલʢGGNQFHʣͰߦͬͯΑ͔͕ͬͨɺϝϯςφϯε͕େม w "84ʹ&MBTUJD5SBOTDPEFS͕͋ͬͨɻ ɹɹɹɹɹɹɹɹɹɹɹɹɹϝσΟΞՃ·ΘΓ"84
ΤϯτϦʔಈըղੳΞʔΩςΫνϟ (,& 4 &MBTUJD5SBOTDPEFS .FEJB$POWFSU 4 ΞϓϦέʔγϣϯ ಈըม ղੳॲཧ ($&
$MPVE'SPOU ݁Ռͷ֬ೝ ಈը࠶ੜ Ξοϓϩʔυ
ΞʔΩςΫνϟɹ"84ͷ֤αʔϏε w ϝσΟΞͷอଘɺ৴ w 4 w Ξοϓϩʔυ͞ΕͨΤϯτϦʔಈը w ըͨ͠໘ಈը w
$MPVE'SPOUɿಈըɺίϯςϯπͷ৴
ΞʔΩςΫνϟɹ"84ͷ֤αʔϏε w ಈըม w Ϣʔβ͕ߘ͢Δಈըܗࣜଟछଟ༷ͳͨΊɺ࠶ੜͱղੳͷͨΊʹܗࣜΛἧ͑Δඞཁ͕͋ͬͨɻ w &MBTUJD5SBOTDPEFSɿߘ͞Εͨಈըͷ֦ுࢠɺܗࣜม w &MFNFOUBM.FEJB$POWFSUɿߘ͞Εͨಈըͷ֦ுࢠɺܗࣜมʴԻநग़ ɹɹͦΕͧΕͰରԠ͍ͯ͠ΔಈըೖྗϑΥʔϚοτ͕ҟͳΔͨΊɺஈߏ͑Ͱར༻ɻ
ΞʔΩςΫνϟɹ"84ͷ֤αʔϏε w 8FC໘ϥΠϒػೳ w "NB[PO$IJNF4%,ʢݕূதʣ w ݱࡏผͷϥΠϒαʔϏεΛར༻தɻ w 4ͱͷ࿈ܞੑɺϝϯςφϯεੑΛߟ͑ͯɺݕূதɻ w
ऀͷ͕Ͱ͖ͳ͍͜ͱ͕ωοΫɻʢվળرɾɾɾʣ w "*ಈըղੳ w "NB[PO3FLPHOJUJPO*NBHF w ಈըղੳͷࣗલϞσϧͷҰ෦ͱͯ͠׆༻ w ίετͱਫ਼ͷόϥϯε͔ΒɺಈըΛը૾ͱͯ͠Γग़͠ɺ݁߹ͯ͠ը૾ղੳ ղੳ݁Ռ
ϚϧνΫϥυ w ϝϦοτ w બࢶͷ෯͕͕ͬͨ͜ͱͰɺࣗ࡞͢Δ͜ͱͳ͘ɺεϐʔυ࣋ͬͯ։ൃ͕Ͱ͖ͨɻ w ਫ਼ίετൺֱΛͯ͠ɺ࠷దͳͷΛબͰ͖Δɻ w σϝϦοτ
w ղੳͷࡍʹσʔλసૹ͕ඞཁͰɺίετɺख͕͔͔ؒΔɻ w վળ w ༷ʑͳύΠϓϥΠϯπʔϧ w ϕϯμʔଆͷྗʢ#JH2VFSZ0NOJͳͲʣ w ίϛοτϝϯτܖʹΑΔׂҾͷϝϦοτΛड͚ʹ͍͘ɻ w ʢඞͣഎܠΛฉ͔ΕΔʣ
·ͱΊ w ෯͍બࢶ͔Βɺࣄۀͷχʔζʹ߹ͬͨͷΛݕূ͠ɺબͿ w IBSVUBLBͰΞϓϦέʔγϣϯج൫Λ($1ɺϝσΟΞؔ࿈Λ"84ͱ͍ͯ͠Δ w αʔϏεؒͷ࿈ܞ͢͠͞Λ׆͔ͨ͢Ίɺ·ͱΊΔ͖ͱ͜Ζ·ͱΊͨ΄͏͕ྑ͍ w ϚϧνΫϥυؒͷ࿈ܞਐΜͰ͖͍ͯΔҹ
8FBSFIJSJOH w ສ݅ͷಈըΛͬͨ αʔϏε։ൃΛ͍ͨؒ͠Λืूதʂʂ w ϓϩδΣΫτϚωʔδϟʔ w αʔόϑϩϯτΤϯδχΞ w
ΠϯϑϥΤϯδχΞ w σʔλαΠΤϯςΟετ
©︎ ;&/,*(&/*OD