【devsumi2017】人工知能の研究開発チームが プロダクト・組織をどのように変えたのか

by Kazuki Taniguchi

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ਓ޻஌ೳͷݚڀ։ൃνʔϜ͕  ϓϩμΫτɾ૊৫ΛͲͷΑ͏ʹม͑ͨͷ͔ גࣜձࣾαΠόʔΤʔδΣϯτ ΞυςΫຊ෦ɹ"*-BC ୩ޱɹ࿨ً ʲ%ʳ%FWFMPQFST4VNNJU EFWTVNJ%

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୩ޱɹ࿨ً σʔλαΠΤϯςΟετ 3%ΤϯδχΞ ύλʔϯೝࣝɾػցֶश "*-BC!BEUFDITUVEJP LB[L! \HJUIVC UXJUUFS^

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BEUFDITUVEJP ΞυςΫຊ෦ʹ͋Δ  ໿໊ۙ͘ͷΤϯδχΞ͕ॴଐ͢Δ։ൃ૊৫ ΞυςΫϊϩδʔʹؔΘΔଟ਺ͷϓϩμΫτͷ։ൃʹैࣄ

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ݚڀ։ൃͱ͸ʁ ݚڀ։ൃ 3FTFBSDI%FWFMPQNFOU جૅݚڀ Ԡ༻ݚڀ ෺ࣄͷجຊݪཧ΍ੑ࣭Λ୳ٻ ࣄۀਪਐͷͨΊʹݚڀΛ׆༻ جૅݚڀͱԠ༻ݚڀʹ෼ผ اۀʹ͓͍ͯಠٕࣗज़΍৽੡඼ͷ։ൃΛ ໨తͱͯ͠কདྷͷٕज़తڝ૪ྗΛ୲͏෦໳

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ݚڀ։ൃͷཱͪҐஔ ΞυςΫຊ෦ͷݚڀ։ൃ͸ϓϩμΫτԣஅͰԠ༻ݚڀΛߦ͏ ΠϯϑϥνʔϜ ϓϩμΫτ $ ϓϩμΫτ % ϓϩμΫτ & ϓϩμΫτ ' ϓϩμΫτ " ϓϩμΫτ # ݚڀ։ൃνʔϜ

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ݚڀ։ൃͷཱͪҐஔ ݚڀ։ൃ  νʔϜ ஫ྗͷϓϩμΫτͷ৔߹͸಺෦ʹνʔϜΛ࡞Δ͜ͱ΋͋Δ

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ࠓ೔ͷ͓࿩͢Δ͜ͱ ݚڀ։ൃ νʔϜ ڞ௨૊৫ͱͯ͠ͷݚڀ։ൃνʔϜ

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ࠓ೔ͷ͓࿩͢Δ͜ͱ ݚڀ։ൃ νʔϜ ϓϩμΫτͷதͷݚڀ։ൃνʔϜ

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ڞ௨૊৫ͱͯ͠ͷ ݚڀ։ൃνʔϜ

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ݚڀ։ൃνʔϜͷུྺ ݱࡏ ΞυςΫຊ෦ॳͷ্ཱͪ͛ ݚڀ։ൃ͚ͩͰ͸ͳ͘  σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ ਓ޻஌ೳͷݚڀ։ൃͷ  ߋͳΔڧԽͷͨΊʹ໊শมߋ

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ݚڀ։ൃνʔϜͷུྺ ݱࡏ ΞυςΫຊ෦ॳͷ্ཱͪ͛ ݚڀ։ൃ͚ͩͰ͸ͳ͘  σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ ਓ޻஌ೳͷݚڀ։ൃͷ  ߋͳΔڧԽͷͨΊʹ໊শมߋ

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ॳͷݚڀ։ൃνʔϜ ৽ଔਓ ૊৫ͷ Ϧςϥγʔ σʔλॲཧج൫ ݚڀ։ൃͷલʹΞυςΫʹؔ͢ΔϏδωε஌͕ࣝܽ೗  ݚڀςʔϚΛܾఆ͢Δͷʹଟ͘ͷ࣌ؒΛফඅ ਺ࣈͱͯ͠,1*ΛݟΔ͜ͱ͸ଟ͔͕ͬͨσʔλΛݟΔͱ͍͏ ײ͡Ͱ͸ͳ͔ͬͨɺػցֶशʹ͍ͭͯ΋΄ͱΜͲແ஌ σʔλʹରͯ͠ΫΤϦΛ౤͛ͨΓɺूܭΛͯ͠ϨϙʔτΛ࡞Δ γεςϜ͸͕͋ͬͨɺେن໛σʔλΛॲཧ͢Δج൫͕ͳ͔ͬͨ

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σʔλʹڧ͍૊৫࡞Γ

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Ԡ༻ݚڀͱσʔλ Ԡ༻ݚڀ͸ࣗ෼ୡͷσʔλ͕͋Δํ͕༗ར ΫϦοΫ༧ଌ ঎඼Ϩίϝϯυ ޿ࠂͷ഑৴ϩά *NQSFTTJPO $MJDL Ϣʔβͷߪങཤྺ FY ΦϯϥΠϯʹఏҊख๏ͷ༗༻ੑΛݕূՄೳͳ఺͸࿦จΛॻ্͘Ͱॏཁ

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౰࣌ͷσʔλٕज़

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౰࣌ͷݱ৔ͷσʔλٕज़ "NB[PO3FETIJGU "NB[PO&.3 ഑৴ϩάͷੜσʔλ͸Tʹอଘ ௚ۙͷ഑৴ϩά͸3FETIJGUʹίϐʔɺΫΤϦͰूܭ΍෼ੳΛߦ͏ ूܭ༻్ʹ)BEPPQ؀ڥͰ)JWF΍$BTDBEJOH 4DBMB͕ओྲྀͩͬͨͷͰ4DBMEJOHͳͲͷར༻

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౰࣌ͷσʔλͷ࢖͍ํ ,1*ͷूܭϨϙʔτ ޿ࠂओ΍୅ཧళʹఏࣔ͢Δ޿ࠂͷ഑৴Ϩϙʔτ جຊతʹ͸޿ࠂओ΍ΞυωοτϫʔΫຖʹ,1*Λूܭ ޿ࠂͷΩϟϯϖʔϯຖͷޮՌΛϨϙʔτ ෼ੳ΍ػցֶशͷͨΊʹ࢖ͬͯΔ͜ͱ͸ͳ͔ͬͨ

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ྫ ༧ଌ໰୊ ͊͞ಛ௃நग़ͩɾɾɾ ࠷ߴͷಛ௃Λݟ͚ͭͯ΍Δʂ Α͠ɺಛ௃͸0,ʂ ͜ΕͰϞσϧΛֶश͢Δͧʂ ࣮ࡍͷݱ৔ Ϩϙʔτʹ࢖Θͳ͍ΧϥϜ͸ ϩάʹग़ͯ͠ͳ͍Αʁ ͑ͬɺͦΕԿʹ࢖͏ͷʁ ݁ߏϩάग़͢ͷ໘౗ͩΑɾɾɾ ͦΜͳେن໛ͳσʔλΛॲཧ͢Δ ج൫ͳΜͯͳ͍ΑɺͲ͏͢Δͷʁ ͜ΕͬͯͲ͏΍ͬͯݕূ͢Δͷʁ "#ςετʁ഑৴ͷϩδοΫͰʁ

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༷ʑͳ՝୊ ͋Δ՝୊ʹରͯ͠σʔλΛ࢖ͬͯղܾͱ͍͏จԽ͕ͳ͔ͬͨ େن໛ͳػցֶशΛ࣮ߦͰ͖Δ؀ڥ͕ͳ͔ͬͨ ಋೖͨ͠ΞϧΰϦζϜΛݕূ͢Δํ๏͕ͳ͔ͬͨ

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"E5FDI.BYJNT ʮܦݧΑΓσʔλΛɻ௚ײΑΓ෼ੳΛɻʯ

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5BCMFBVͷಋೖ

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ݕূ؀ڥͷ੔උ ϩδοΫ" ϩδοΫ" ϩδοΫ# ϩδοΫ$ $53 $53 $53 $53 (PPE

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Ϋϥ΢υ؀ڥͷॆ࣮ 1VCMJD$MPVE 1SJWBUF$MPVE

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ݚڀ։ൃνʔϜͷུྺ ݱࡏ ΞυςΫຊ෦ॳͷ্ཱͪ͛ ݚڀ։ൃ͚ͩͰ͸ͳ͘  σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ ਓ޻஌ೳͷݚڀ։ൃͷ  ߋͳΔڧԽͷͨΊʹ໊শมߋ

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σʔλαΠΤϯεͷڧԽ σʔλαΠΤϯε ϓϩμΫτͱͷ  ີͳऔΓ૊Έ ػցֶशͷ ಋೖ͕Ճ଎ ϓϩμΫτͷσʔλ͔Β՝୊Λൃݟɾվળɾղܾ͢ΔͨΊͷ  σʔλαΠΤϯεͷεΩϧ͕ॏཁʹ ͜Ε·ͰνʔϜͰಈ͍͍ͯͨମ੍͔Β֤ݸਓ͕ϓϩμΫτ΁  αϙʔτͱ͍͏ܗͰδϣΠϯ͢Δମ੍΁ ϓϩμΫτͷ։ൃϦιʔεΛར༻Ͱ͖ΔΑ͏ʹͳͬͨ͜ͱ͔Β  ػցֶशͷಋೖ͕ԁ׈ʹߦ͑ΔΑ͏ʹ

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ϓϩμΫτͱͷڑ཭

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౰࣌ͷಇ͖ํ ݚڀ։ൃνʔϜ ϓϩμΫτ" ϓϩμΫτ# ϓϩμΫτ$

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ϓϩμΫτͱͷڑ཭ ໨ඪઃఆΛߦ͏৔ॴ ϓϩμΫτͷϝϯόʔͱ͍Δ࣌ؒ ϓϩμΫτ ݚڀ։ൃνʔϜ ୹͍ ௕͍ ԕ͍ ͍ۙ

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ϓϩμΫτͱͷڑ཭ ಋೖͷεϐʔυ ૣ͍ ஗͍ ͍ۙ ԕ͍ ϓϩμΫτͱͷڑ཭ ՝୊ͷཧղ ਂ͘ཧղͰ͖Δ ਅͷ՝୊Λଊ͑΍͍͢ ཧղ͕ઙ͍ ਅͷ՝୊Λଊ͑ʹ͍͘

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ϓϩμΫτͷཱ৔ ୹ظతʙதظతͳ໨ඪ w ଍ݩͷ਺ࣈ ച্ɾརӹɾίετ w ࣍ͷ਺ࣈΛ࡞͍ͬͯͨ͘Ίͷܭը w ڝ߹Λҙࣝͨ͠ػೳ։ൃɺࠩผԽઓུ ݱࡏ

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ϓϩμΫτͷཱ৔ ݚڀ։ൃΛߦ͏ϝϯόʔ΋ϓϩμΫτͷதͰ΍ͬͯ΄͍͠ جຊతʹ͸৽͍͠ΞϧΰϦζϜΛ࣍ʑͱಋೖ͍ͨ͠

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ݚڀ։ൃνʔϜͷཱ৔ தظతʙ௕ظతͳ໨ඪ w ϓϩμΫτͷ࣍ͷ෢ثʹͳΔٕज़తڝ૪ྗͷ४උ w ૊৫શମΛݟͨ௕ظతͳݚڀ։ൃͷܭը w جૅݚڀ ݱࡏ

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ݚڀ։ൃνʔϜͷཱ৔ جຊతʹ͸ϓϩμΫτͱಉ͡ߟ͑ ͏·͍ٕͬͨ͘ज़͕͋Ε͹ଞͷϓϩμΫτͰ΋ར༻͍ͨ͠ͱ͍͏ߟ͑ ૊৫શମͷ՝୊ͷͻͱͭͱ͍͏ೝࣝ ʴ

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ྑ͍ڑ཭ ϓϩμΫτ ϝϯόʔ ຊਓ ϓϩμΫτ ੹೚ऀ ୈࡾऀ ݚڀ։ൃଆ ໨ඪઃఆʹୈࡾऀΛؚΊͯߟ͑Δ w ຊਓ͸ϓϩμΫτͱ͍ۙڑ཭Ͱ࢓ࣄͨ͠ํ͕ྑ͍ w த௕ظతͳ໨ඪΛཱͯΔͨΊʹୈࡾऀͱ໨ඪΛܾΊΔ w ୈࡾऀ͸͜͜Ͱ։ൃٕͨ͠ज़Λԣల։Ͱ͖Δ͔ߟ͑Δ

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ٕज़ͷ৘ใڞ༗ ୈࡾऀ΁ͷґଘΛݮΒ͢ w ֤ϓϩμΫτͰͷऔΓ૊ΈͳͲΛ৘ใڞ༗͢Δ w ϊ΢ϋ΢Λ஝ੵͯ࣍͠ͷ՝୊ͷղܾͷޮ཰ԽΛਤΔ

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ࣾ಺ͷ৘ใڞ༗ͷ࢓૊Έ BEUFDIEFWFMPQFSTDPOGFSFODF BEUFDITUVEJPͷΤϯδχΞ͕શһࢀՃ Ұ೥ؒͰར༻ٕͨ͠ज़ΛଞϓϩμΫτʹڞ༗͢Δ৔

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ݚڀ։ൃνʔϜͷུྺ ݱࡏ ΞυςΫຊ෦ॳͷ্ཱͪ͛ ݚڀ։ൃ͚ͩͰ͸ͳ͘  σʔλαΠΤϯεΛڧԽ͢ΔͨΊʹ૊৫มߋ ਓ޻஌ೳͷݚڀ։ൃͷ  ߋͳΔڧԽͷͨΊʹ໊শมߋ

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ਓ޻஌ೳͷݚڀ։ൃڧԽ ݚڀςʔϚͷ ໌֬Խ ࢈ֶ࿈ܞͷڧԽ ࠾༻ͷڧԽ কདྷͷٕज़తڝ૪ྗΛߴΊΔͨΊݚڀ։ൃͷॏཁੑ্͕ঢ ςʔϚΛ໌֬Խ͢Δ͜ͱͰݚڀ։ൃΛՃ଎ ݚڀ։ൃΛ͞ΒʹՃ଎ͤ͞ΔͨΊʹେֶͷڭत΍ݚڀһΛ  ΞυόΠβʔͱͯ͠টᡈɺڞಉݚڀ΋ෳ਺݅։࢝ ΤϯδχΞ͚ͩͷ࠾༻͔Βݚڀһͷ࠾༻Λ։࢝ εΩϧηοτͷఆٛ΍ධՁํ๏ͳͲΛݕ౼

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ݚڀ஌ࣝͷෆ଍

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ࣄۀͷଟ༷Խ ޿ࠂ୅ཧళ ϒϥϯσΟϯά޿ࠂ Ґஔ৘ใ ಈը޿ࠂ

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ݚڀͷଟ༷Խ ޿ࠂ୅ཧళ ϒϥϯσΟϯά޿ࠂ Ґஔ৘ใ ಈը޿ࠂ ਺ཧ࠷దԽ ҼՌਪ࿦ ౷ܭϞσϦϯά ಈը૾ॲཧ

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୲౰ൣғͷ֦େ ৽͍ٕ͠ज़Λֶ΂Δʂ ษڧ͠ͳ͍ͱ͍͚ͳ͍ͳɾɾɾ ҼՌਪ࿦ ౷ܭϞσϦϯά ػցֶश

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ֶश΍ݚڀͷޮ཰Խ ৽͍ٕ͠ज़ΛֶशͰ͖Δػձ͕ग़དྷΔ͜ͱ͸ૉ੖Β͍͠ ΑΓޮ཰తʹֶश΍ݚڀΛਐΊΔ͜ͱ͕ग़དྷͳ͍ͩΖ͏͔ʁ

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࢈ֶ࿈ܞͷڧԽ ࢈ֶ࿈ܞ ڭत ݚڀһ ֶੜ ֶੜ ݚڀһ ݚڀһ ݚڀһ اۀ

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"*-BCͷ࢈ֶ࿈ܞ

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࢈ֶ࿈ܞͷछྨ ڞಉݚڀ ΞυόΠβʔܖ໿ ࿈ܞઌͷઌੜ΍ֶੜͱاۀଆͷ ݚڀςʔϚΛਐΊ͍ͯ͘ اۀଆͷ୲౰ऀ͸ݚڀͷਐḿͱ ໨ඪઃఆΛߦ͍ͬͯΔ ࿈ܞઌͷઌੜ΍ݚڀһʹͪ͜Βͷ ݚڀʹؔ͢ΔΞυόΠεΛఆظత  ʹ͍ͨͩ͘ ઌੜʹ͸ઐ໳෼໺ʹؔ͢ΔߨٛΛ ࣾ಺Ͱߦͬͯ΋Β͏

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ΞυόΠβʔܖ໿ ݄dͷϖʔεͰߨٛΛ࣮ࢪ

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࢈ֶ࿈ܞͷޮՌ ઌੜͷߨٛΛ௨ͯ͠৽͍ٕ͠ज़ΛֶशͰ͖Δػձ͕૿͑ͨ ࣗ෼ୡ͚ͩͰ͸ग़དྷͳ͍ΑΓߴ౓ͳݚڀΛਐΊΔ͜ͱ͕ग़དྷΔΑ͏ʹͳͬͨ ࣾ֎͔Βʮ͋ͷઌੜͱݚڀΛɾɾɾʯͱ੠Λ͔͚ΒΕΔΑ͏ʹͳͬͨ

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ڞ௨૊৫ͱͯ͠ͷݚڀ։ൃνʔϜ σʔλΛ༻͍ͨ՝୊ղܾΛ૊৫શମͰଅਐ ଟ਺ͷݚڀ෼໺Ͱ༗ࣝऀͱͷ࿈ܞΛڧԽ ϓϩμΫτͱୈࡾऀΛؚΊͨ໨ඪઃఆ

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ϓϩμΫτͷதͷ ݚڀ։ൃνʔϜ

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ϓϩμΫτͷ঺հ εϚϗήʔϜʹಛԽͨ͠Ϣʔβʔ਺ɺΞϓϦͷച্ɺ -57Λ࠷େԽ͢ΔϦλʔήςΟϯάϓϩμΫτ

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ϓϩμΫτͷϝϯόʔߏ੒ ։ൃ Ϗδωε ݚڀ։ൃνʔϜ

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޿ࠂ഑৴ͷ࢓૊Έ Ҿ༻ɿϚΠΫϩΞυʢIUUQTXXXNJDSPBEDPKQTFSWJDFQMBUGPSNJOOPWBUJWFQIQʣ ʮେྔʹɺߴ଎ʹɺޮ཰ྑ͘ʯ͕ٻΊΒΕΔ

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ΞϧΰϦζϜͷॏཁੑ ͜ͷ঎඼Ͱ͜ͷϝσΟΞͳΒ̋̋ԁͰೖࡳ ͜ͷ঎඼ ϝσΟΞ Ϣʔβ ੑผ ʜ ͳΒ̋̋ԁͰೖࡳ ΞϧΰϦζϜͷํ͕ࡉཻ͔͍౓Ͱޮ཰ྑ͘ධՁ͢Δ͜ͱ͕Մೳ ਓؒ ΞϧΰϦζϜ

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ϓϩμΫτ΁ͷ  ཧղͷଅਐ

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͋Δ೔ͷ.5( ͜͏͍͏՝୊͕͋Γ·ͯ͠ɾɾɾ ϩδοΫͰͲ͏ʹ͔ͳΓ·ͤΜ͔ʁ ϩδοΫʁʁʁ ʁʁʁʁ ϚδοΫϫʔυʮϩδοΫʯ஀ੜ Ϗδωεϝϯόʔ ࣗ෼

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Կ͕ྑ͘ͳ͔ͬͨͷ͔ʁ ΞϧΰϦζϜͷϒϥοΫϘοΫεԽ w ΞϧΰϦζϜࣗମΛઆ໌͢Δͷ͕݁ߏେมͩͬͨ w ʮΘ͔Βͳ͍͜ͱʯʹ͸ϚδοΫϫʔυ͕෇͖΍͍͢ ਓ޻஌ೳ΍ػցֶशʹର͢Δೝࣝ w ͜ΕΒͷٕज़ʹର͢Δʮ೉ͦ͠͏ʯͱ͍͏ݻఆ֓೦ w ࣗ෼ୡʹ͸ͦͷྖҬͰԿ΋ग़དྷͳ͍ͱࢥ͍ࠐΜͰͨ

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ΞϧΰϦζϜͷઆ໌

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ڞ௨ݴޠΛ૿΍͢

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ϝϯόʔͱϩδοΫΛߟ͑Δ ͜͏͍͏σʔλ͕ग़ͯΔ͔Β ͜ͷಛ௃ຖʹೖࡳΛม͑ΕΔͱྑ͍ͱࢥ͏͚ͩͲͲ͏ͩΖ͏ʁ ࠓಈ͔ͯ͠ΔϞσϧ͕վળ͢ΔͳΒͦΕͰ΋͍͍Ͷʂ ͡Ό͋͜ͷσʔλΛϞσϧʹམͱͯ͠ ೖࡳʹ൓өͤͯ͞Έ·͠ΐ͏͔ʂ Ϗδωεϝϯόʔ ࣗ෼ ϚδοΫϫʔυʮϩδοΫʯফ໓

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Կ͕มΘͬͨͷ͔ʁ Ϗδωεϝϯόʔ ʮɾɾɾͱ͍͏՝୊ʯ ʮ͜ͷลΓͷσʔλΛݟΔͱؔ܎͋Γͦ͏ʯ ʮೖࡳʹ൓өͤͯ͜͞ͷ,1*Λ্͍͛ͨʯ ϩδοΫΛҰॹʹߟ͑Δ͜ͱͰ͓ޓ͍ͷ࢓ࣄ͕ཧղͰ͖ͨ ֬౓ͷߴ͍Ծઆ͔Βຊ൪·Ͱͷಋೖͷεϐʔυ্͕͕ͬͨ

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Ϗδωεʹ͓͚Δػցֶश ਓ͕ग़དྷΔ͜ͱΛ೔࣌ؒશҊ݅ʹదԠͰ͖Δ ܾͯ͠ػցֶशΛ΍Ε͹উखʹ,1*͕޲্͢ΔΘ͚Ͱ͸ͳ͍ ͋͘·Ͱਓͷ΄͏͕༏लɺͦΕͰ্هʹ֘౰͢Δ΋ͷΛ୅ସͰ͖Δ

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·ͱΊ

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ڞ௨૊৫ͱͯ͠ͷݚڀ։ൃνʔϜ σʔλͱ ૊৫จԽ ϓϩμΫτͱͷ ڑ཭ ݚڀ஌ࣝͷ ෆ଍ ૊৫શମͰͷจԽܗ੒ɺ༷ʑͳٕज़ΛऔΓೖΕͯɺ ΑΓσʔλΛ׆༻Ͱ͖Δ૊৫ʹมԽ ୈࡾऀΛઃ͚Δ͜ͱͰϓϩμΫτͱͷڑ཭͸ۙ͘ɺٕज़͸ ΑΓ޿͘૊৫ʹ׆༻Ͱ͖Δମ੍ ࣾ֎ͷ༗ࣝऀͷڠྗΛಘΔ͜ͱͰଟछଟ༷ͳݚڀ෼໺ʹ ରԠͰ͖Δ૊৫Λܗ੒

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ϓϩμΫτͷதͷݚڀ։ൃνʔϜ ڞ௨ݴޠ ΞϧΰϦζϜͷ ཧղ ػցֶशͷ ೝࣝ Ϗδωεϝϯόʔ΍։ൃϝϯόʔ͕ݟͯ΋Θ͔ΔݴޠΛ ૿΍͢͜ͱͰίϛϡχέʔγϣϯίετΛԼ͛Δ ΞϧΰϦζϜͷجຊతͳߟ͑ํΛཧղͯ͠΋Β͏͜ͱͰɺ ҰॹʹϩδοΫΛߟ͍͚͑ͯΔΑ͏ʹͳΔ Ϗδωεʹ͓͍ͯػցֶश͸ΑΓ༏लͳਓ͕ؒग़དྷΔ͜ͱΛ ೔࣌ؒશҊ݅ʹదԠͰ͖Δ