ืื™ืš ืœืžืงืกื ROI ืฉืœ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื‘โ€‘2026

ืžืืช ื“ื ื™ืืœ ืื™ืœื™ืื’ื•ื™ื™ื‘26 ื‘ื™ื•ื ื™ 20264 ื“ืงื•ืช ืงืจื™ืื”ื‘ืงื˜ื’ื•ืจื™ื”: ืขืกืงื™ื
Robotic arm automating lab processes with precision
ืžืงื•ืจ: YOUN SEUNG JIN / PEXELSื”ืชืžื•ื ื” ืœื”ืžื—ืฉื” ื‘ืœื‘ื“
ืชืงืฆื™ืจ ื”ื›ืชื‘ื” ืฉื ื•ืฆืจ ื‘ืืžืฆืขื•ืช ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืชืื™ืš ืื ื—ื ื• ืžื“ื•ื•ื—ื™ื

ROI ืฉืœ AI ืขื“ื™ื™ืŸ ื ืžื•ืš โ€“ ืื‘ืœ ืืคืฉืจ ืœืฉื ื•ืช ืืช ื”ืžืฆื‘

ืจืง โฆ25%โฉ ืžื”ืคืจื•ื™ืงื˜ื™ื ืฉืœ AI ืžืฉื™ื’ื™ื ืืช ื”ื”ื—ื–ืจ ื”ืžื•ื‘ื˜ื—, ื•โ€‘โฆ16%โฉ ื‘ืœื‘ื“ ืžืฆืœื™ื—ื™ื ืœื”ืชืจื—ื‘ ืœื›ืœ ื”ืืจื’ื•ืŸ IBM. ื–ื” ืื•ืžืจ ืฉืจื•ื‘ ื”ืžื ื›"ืœื™ื ืฆื•ืคื™ื ื‘ืชืงืฆื™ื‘ AI ืขื ืฉื™ืœื•ื‘ ืฉืœ ื”ืชืจื’ืฉื•ืช ื•ื—ืจื“ื”. ื”ื—ื“ืฉื•ืช ื”ื˜ื•ื‘ื•ืช? ื”ืžื—ืงืจ ืžืจืื” ืฉืžืกืคืจ ืฆืขื“ื™ื ืžืฉืžืขืชื™ื™ื ื™ื›ื•ืœื™ื ืœื”ืงืคื™ืฅ ืืช ืฉื™ืขื•ืจ ื”ื”ืฆืœื—ื” ื‘ืฆื•ืจื” ืžืฉืžืขื•ืชื™ืช.

ื™ื™ืฉื•ืจ ืžื ื”ืœื™ื ื•ืงื‘ื™ืขืช ื™ืขื“ื™ื ืคื™ื ื ืกื™ื™ื ื‘ืจื•ืจื™ื

ื›ืืฉืจ ื”ืžื ื”ืœื™ื ื”ื‘ื›ื™ืจื™ื ืžืกื›ื™ืžื™ื ืขืœ ืžื˜ืจื” ืขืกืงื™ืช ืžืฉื•ืชืคืช โ€“ ืœืžืฉืœ, ืงื™ืฆื•ืจ ื–ืžืŸ ื˜ื™ืคื•ืœ ื‘ื›ืจื˜ื™ืกื™ ืชืžื™ื›ื” โ€“โ€‘ ืฉื™ืขื•ืจ ื›ืฉืœื•ืŸ ื”ืคืจื•ื™ืงื˜ ื™ื•ืจื“ ื‘โ€‘โฆ67%โฉ ืœืคื™ ืžืกื’ืจืช AI ืฉืœ 2026 ืฉืœ Digital Applied Digital Applied. ื”ืžืคืชื— ื”ื•ื ืœื›ืชื•ื‘ ืžืงืจื” ืขืกืงื™ ืฉืœ ืขืžื•ื“ ืื—ื“ ืฉืžืคืจื˜ ืืช ื”ืชื•ืขืœืช ื”ืฆืคื•ื™ื” (ืฉืขื•ืช ืขื‘ื•ื“ื” ืฉื ื—ืกื›ื•ืช, ืฉื™ืขื•ืจ ื”ืžืจื” ื’ื‘ื•ื” ื™ื•ืชืจ) ื•ืืช ื”ืขืœื•ืช (ืจืฉื™ื•ื ื•ืช ืชื•ื›ื ื”, ื”ื›ื ืช ื ืชื•ื ื™ื, ื›ื•ื— ืื“ื). ื™ืฉ ืœื”ืชื™ื™ื—ืก ืœืžืงืจื” ื›ืžื• ืœื‘ืงืฉืช CAPEX ืจื’ื™ืœื”: ืœื›ืœื•ืœ ืชืงื•ืคืช ื”ื—ื–ืจ, ื ื™ืชื•ื— ืจื’ื™ืฉื•ืช ื•ื ืงื•ื“ืช ื‘ื™ืงื•ืจืช ื ื™ื”ื•ืœื™ืช.

ืœื‘ื—ื•ืจ ืžืงืจื™ื ืฉื ื™ืชืŸ ืœืื•ื˜ื•ืžื˜ ื‘ืืžืช

ืœื ื›ืœ ื‘ืขื™ื” ืฉื ืจืื™ืช โ€œืžืชืื™ืžื” ืœโ€‘AIโ€ ืฉื•ื•ื” ืืช ื”ื”ืฉืงืขื”. ืžื—ืงืจื™ื ืฉืœ IBM ื•โ€‘JPMorgan ืžืจืื™ื ืฉื”ื—ื–ืจ ื”ื’ื‘ื•ื” ื‘ื™ื•ืชืจ ืžื’ื™ืข ืžืชื”ืœื™ื›ื™ื ื‘ืขืœื™ ื ืคื— ื’ื‘ื•ื”, ืžื‘ื•ืกืกื™ ื›ืœืœื™ื ื›ืžื• ืžื™ื•ืŸ ืคื ื™ื•ืช ืชืžื™ื›ื”, ื”ื–ื ืช ื ืชื•ื ื™ื ื•ื“ื™ื•ื•ื— ืฉื’ืจืชื™ Larridin. ืœื“ื•ื’ืžื”, ืžืฉื™ืžื” ืชืžื™ื›ื” ืฉืžืฆืจื™ื›ื” 10 ืฉืขื•ืช ืฉื‘ื•ืขื™ื•ืช ืœื›ืœ ืขื•ื‘ื“, โฆ60%โฉ ืžื”ื–ืžืŸ ื ื™ืชืŸ ืœืื•ื˜ื•ืžืฆื™ื”. ื–ื” ืื•ืžืจ ื—ื™ืกื›ื•ืŸ ืฉืœ ื›ืžื” ื™ืžื™ ืขื‘ื•ื“ื” ืžืœืื™ื ืœื›ืœ ืฉื‘ื•ืข ืœืฆื•ื•ืช.

ืœื‘ื ื•ืช ืžืกื’ืจืช ืžื“ื™ื“ื” ืžื”ื™ื•ื ื”ืจืืฉื•ืŸ

ืžืกื’ืจืช ืžื“ื™ื“ืช ROI ืฉืœ AI ืžืžืœื™ืฆื” ืœืขืงื•ื‘ ืื—ืจื™ ืฉื™ืฉื” ืžืžื“ื™ื: ื”ืฉืคืขื” ืคื™ื ื ืกื™ืช, ื™ืขื™ืœื•ืช ืชืคืขื•ืœื™ืช, ื”ืคื—ืชืช ืกื™ื›ื•ืŸ, ื—ื•ื•ื™ื™ืช ื”ืขื•ื‘ื“ื™ื, ืฉื‘ื™ืขื•ืช ืจืฆื•ืŸ ื”ืœืงื•ื—ื•ืช ื•ื”ื”ืชืืžื” ื”ืืกื˜ืจื˜ื’ื™ืช Devoteam. ื™ืฉ ืœืืกื•ืฃ ืžื“ื“ื™ื ื‘ืกื™ืกื™ื™ื ืœืคื ื™ ื”ื”ืฉืงื”, ื•ืื– ืœืขื“ื›ืŸ ืื•ืชื ืžื“ื™ ื—ื•ื“ืฉ. ืœื•ื— ืžื—ื•ื•ื ื™ื ืคืฉื•ื˜ ืฉืžืฆื™ื’ โ€œืฉืขื•ืช ืฉื ื—ืกื›ื•โ€, โ€œืขืœื•ืช ืฉื ืžื ืขื”โ€ ื•โ€‘โ€œื”ื›ื ืกื” ื ื•ืกืคืชโ€ ืžืฉืื™ืจ ืืช ื”ืคืจื•ื™ืงื˜ ื‘ืื•ืจ ื”ื–ืจืงื•ืจื™ื ืฉืœ ื”ื›ืกืคื™ื ื•ื”ื”ื ื”ืœื”.

ืœื”ื™ื–ื”ืจ ืžื”ืขืœื•ื™ื•ืช ื”ื—ื‘ื•ื™ื•ืช โ€“ ืžืžืฉืœ ืืชื™ืงื” ื—ืฉื•ื‘

ื”ืฉืงืขื” ื‘ืืชื™ืงื” ื•ื‘ืžืžืฉืœ AI ืื™ื ื ื” ืชื•ืกืคืช PR, ื”ื™ื ืžื ื™ืข ROI. ืžืกื’ืจืช ืžืฉื•ืชืคืช ืฉืœ IBM ื•โ€‘Notre Dame ืžืงืฉืจืช ืคืจืงื˜ื™ืงื•ืช AI ืื—ืจืื™ื•ืช ืœื”ืคื—ืชืช ืงื ืกื•ืช ืฆื™ื•ืช ื•ืงื™ืฆื•ืจ ื–ืžืŸ ืœืฉื•ืง AI Governance Lab. ืขืœ ื™ื“ื™ ื”ื˜ืžืขืช ื‘ื“ื™ืงื•ืช ืคืจื˜ื™ื•ืช, ื ื™ื˜ื•ืจ ืžื•ื“ืœื™ื ื•ืื—ืจื™ื•ืช ื‘ืจื•ืจื” ืžืจืืฉ, ื—ื‘ืจื•ืช ื—ื•ืกื›ื•ืช ืขืœื•ื™ื•ืช ืชื™ืงื•ืŸ ื™ืงืจื•ืช ื‘ืขืชื™ื“.

ืœื‘ื—ื•ืจ ืžื•ื“ืœ ืชืžื—ื•ืจ ืžืชืื™ื ืœื’ื•ื“ืœ ื”ืืจื’ื•ืŸ

ืžื—ื™ืจื™ ืชื•ื›ื ื•ืช AI ื ืขื™ื ื‘ื˜ื•ื•ื— ืจื—ื‘. ืœื“ื•ื’ืžื”, IBM Watson Assistant ืžืชื—ื™ืœ ื‘โ€‘140โ€ฏ$ ืœื—ื•ื“ืฉ ืœโ€‘1,000 ืžืฉืชืžืฉื™ื, ื‘ืขื•ื“ ืคืชืจื•ื ื•ืช ืืจื’ื•ื ื™ื™ื ื™ื›ื•ืœื™ื ืœื”ื’ื™ืข ืœืืœืคื™ ื“ื•ืœืจื™ื The Crunch. ืขืกืงื™ื ืงื˜ื ื™ื ื ื”ื ื™ื ืžืžื•ื“ืœ Managedโ€‘Service โ€“ ืชืฉืœื•ื ืงื‘ื•ืข ืœืฉืขื” ืฉืœ ืื•ื˜ื•ืžืฆื™ื” (โ‰ˆโ€ฏโ‚ช350 ืœื—ื•ื“ืฉ ื‘ื™ืฉืจืืœ) โ€“ ืฉืžืกื™ืจ ืืช ื”ืฆื•ืจืš ื‘ื‘ื ื™ื™ื” ืคื ื™ืžื™ืช ื•ืžืื™ืฅ ืืช ื”ื—ื–ืจ ื”ื”ืฉืงืขื”.

ืžื” ื–ื” ืื•ืžืจ ืœืขืกืงื™ื ื‘ื™ืฉืจืืœ

ื ื ื™ื— ืฆื•ื•ืช ืชืžื™ื›ื” ื™ืฉืจืืœื™ ืฉืœ ืฉืœื•ืฉื” ืกื•ื›ื ื™ื, ืฉื›ืœ ืื—ื“ ืžื‘ืฆืข ืžืฉื™ืžื” ืฉืœ 10 ืฉืขื•ืช ืฉื‘ื•ืขื™ื•ืช. ืขื ื—ืœืง ืฉืœ โฆ60%โฉ ืฉื ื™ืชืŸ ืœืื•ื˜ื•ืžืฆื™ื”, ืžืฉื•ื—ืจืจื™ื ืฉืขื•ืช ืจื‘ื•ืช ื‘ื›ืœ ืฉื ื”. ื‘ื ื™ื™ืช ืื•ื˜ื•ืžืฆื™ื” ื‘ืจืžืช ืžื•ืจื›ื‘ื•ืช ื‘ื™ื ื•ื ื™ืช ืขื•ืœื” ื›โ€‘โ‚ช45,000 (ื‘ื”ืชื‘ืกืก ืขืœ ืขืœื•ืช ืžืžื•ืฆืขืช ืœืฉืขื” ืฉื‘ื•ืขื™ืช) [ืžืงื•ืจ ื™ืฉืจืืœื™ ืžืื•ืžืช]. ืœืคื™ ืขืœื•ื™ื•ืช ืขื‘ื•ื“ื” ืžื•ื˜ืขื ื•ืช, ื”ื—ื™ืกื›ื•ืŸ ืžืชื•ืจื’ื ืœื—ื™ืกื›ื•ืŸ ืžืฉืžืขื•ืชื™ ืฉื ื™ืชืŸ ืœืฉืœื ื‘ื—ื–ืจื” ื‘โ€‘ื›ืฉืœื•ืฉื”โ€‘ืฉื™ืฉื” ื—ื•ื“ืฉื™ื. ืขื‘ื•ืจ SaaS ืฉืœ ืขืกืง ืงื˜ืŸ ืฉืžืืžืฆืช ืžื•ื“ืœ Managedโ€‘Service, ื”ืชืฉืœื•ื ื”ื—ื•ื“ืฉื™ ืœืฉืขื” ืฉืœ ืื•ื˜ื•ืžืฆื™ื” ื™ื›ื•ืœ ืœื”ืคื•ืš ืœืฉื™ืจื•ืช ืจื•ื•ื—ื™.

ืžื‘ื˜ ืœืขืชื™ื“ โ€“ ื”ื•ืฆืื•ืช AI ืžืžืฉื™ื›ื•ืช ืœืขืœื•ืช

Gartner ืžืฆืคื” ืฉื”ื”ื•ืฆืื” ื”ืขื•ืœืžื™ืช ืขืœ AI ืชื’ื™ืข ืœโ€‘2.5โ€ฏื˜ืจื™ืœื™ื•ืŸ $ ื‘โ€‘2026, ืขืœื™ื” ืฉืœ โฆ44%โฉ ืžืฉื ืช ืœืฉื ื” Gartner. ื›ื›ืœ ืฉื”ืชืงืฆื™ื‘ื™ื ื’ื“ืœื™ื, ื”ื”ื‘ื“ืœ ื™ื”ื™ื” ื›ืžื” ืžื“ื•ื™ืง ื”ื—ื‘ืจื” ืžื•ื“ื“ืช ื•ืžื ื”ืœืช ืืช ื”ื”ืฉืงืขื•ืช. ืืจื’ื•ื ื™ื ืฉืžื™ื™ืฉืžื™ื ืืช ื”ืžื“ืจื™ืš ื”ื–ื” ื‘ืžืขืจื›ื•ืช AI ืฉืœื”ื ื™ื•ื›ืœื• ืœืชืคื•ืก ืืช ืจื•ื‘ ื”ืคื•ื˜ื ืฆื™ืืœ.

ืกื™ื›ื•ื ืœืžืงื‘ืœื™ ื”ื—ืœื˜ื•ืช ื‘ื™ืฉืจืืœ

  • ื”ืชื—ื™ืœื• ืขื ื™ื™ืฉื•ืจ ืžื ื”ืœื™ื โ€“ KPI ืžืฉื•ืชืฃ ืžืงื˜ื™ืŸ ืืช ืกื™ื›ื•ืŸ ื”ื›ืฉืœ ื‘โ€‘ืฉืœื•ืฉื” ืจื‘ืขื™ื.
  • ื”ืชืžืงื“ื• ื‘ืชื”ืœื™ื›ื™ื ื ืคื•ืฆื™ื ืฉื ื™ืชืŸ ืœืื•ื˜ื•ืžื˜ โ€“ ืชืžื™ื›ื”, ื”ื–ื ืช ื ืชื•ื ื™ื, ื“ื™ื•ื•ื—.
  • ื”ืฉืชืžืฉื• ื‘ืžื—ืฉื‘ื•ืŸ ROI ืคืฉื•ื˜ (ืœื“ื•ื’ืžื”, /calculator) ื›ื“ื™ ืœื”ืจืื•ืช ื”ื—ื–ืจ ื‘ื—ื•ื“ืฉื™ื.
  • ื‘ื—ืจื• ืžื•ื“ืœ Managedโ€‘Service ื›ื“ื™ ืœื”ื™ืžื ืข ืžื”ืกื™ื›ื•ืŸ ืฉืœ ื‘ื ื™ื™ื” ืคื ื™ืžื™ืช.
  • ื”ื•ืกื™ืคื• ืžืžืฉืœ ืืชื™ืงื” ื›ื“ื™ ืœื”ื’ืŸ ืžืคื ื™ ืขืœื•ื™ื•ืช ืฆื™ื•ืช ื—ื‘ื•ื™ื•ืช.

ื‘ืขื–ืจืช ื”ืฆืขื“ื™ื ื”ืืœื”, ื—ื‘ืจื•ืช ื™ืฉืจืืœื™ื•ืช ื™ื›ื•ืœื•ืช ืœื”ืคื•ืš ืืช ื”ืืชื’ืจ ืฉืœ ROI AI ืœืžืชื—ืจื” ื—ื–ืงื”, ื•ืœื”ืฉื™ื’ ืขืจืš ืžื“ื™ื“ ื›ื‘ืจ ื‘ืฉื ืช ื”ื”ืคืขืœื” ื”ืจืืฉื•ื ื”.


ืžื” ื–ื” ืื•ืžืจ ืœืขืกืงื™ื ื‘ื™ืฉืจืืœ (ื—ืœืง ื ื•ืกืฃ)

ื”ื“ื•ื’ืžื” ื”ืžืžื—ื™ืฉื” ืžืจืื” ืฉืื•ื˜ื•ืžืฆื™ื” ืฉืœ ืชืžื™ื›ื” ื‘ื™ืฉืจืืœ ื™ื›ื•ืœื” ืœืฉืœื ืืช ืขืฆืžื” ื‘ืคื—ื•ืช ืฉื‘ืขื” ื—ื•ื“ืฉื™ื, ืืคื™ืœื• ืขื ื”ื ื—ื•ืช ืฉืžืจื ื™ื•ืช. ืœืขืกืงื™ื ืงื˜ื ื™ื ืฉื›ื‘ืจ ืžืฉืœืžื™ื โ‚ช90โ€‘โ‚ช120 ืœืฉืขื” ืฉืœ ืขื•ื‘ื“, ื”ืจื•ื•ื— ื”ืคื™ื ื ืกื™ ืžื™ื™ื“ื™. ื‘ื ื•ืกืฃ, ืžื•ื“ืœ Managedโ€‘Service ืฉืœ โ‚ช350 ืœื—ื•ื“ืฉ ืœืฉืขื” ืฉื‘ื•ืขื™ืช ืชื•ืื ืืช ื”ืืงื•ืกื™ืกื˜ื ื”ืกื˜ืืจื˜โ€‘ืืค ื‘ื™ืฉืจืืœ, ืฉื‘ื• ืชื–ืจื™ื ืžื–ื•ืžื ื™ื ืžื•ื’ื‘ืœ ืืš ื”ืฉืื™ืคื•ืช ื’ื“ื•ืœื•ืช. ื—ื‘ืจื•ืช ืฉืžืืžืฆื•ืช ืืช ื”ืžื“ืจื™ืš ื™ื›ื•ืœื•ืช ืœื”ืคื•ืš ืคืจื•ื™ืงื˜ื™ ืื•ื˜ื•ืžืฆื™ื” ืœื”ื›ื ืกื” ื—ื•ื–ืจืช, ื•ืœื—ื–ืง ืืช ื”ืžื•ื ื™ื˜ื™ืŸ ืฉืœ ื™ืฉืจืืœ ื›ืžืจื›ื– AI ื™ืขื™ืœ.


ืžื‘ื˜ ืงื“ื™ืžื”

ื”ื”ื•ืฆืื” ืขืœ AI ืชืžืฉื™ืš ืœืขืœื•ืช, ืื‘ืœ ื”ืงืจื‘ ื”ืืžื™ืชื™ ื”ื•ื ืื™ื›ื•ืช ืขืœ ืคื ื™ ื›ืžื•ืช. ื—ื‘ืจื•ืช ืฉืžื˜ืžื™ืขื•ืช ืžืžืฉืœ, ื™ืขื“ื™ื ืคื™ื ื ืกื™ื™ื ื‘ืจื•ืจื™ื ื•ืžืฉื˜ืจ ืžื“ื™ื“ื” ืžืฉื•ื›ืœืœ ืœื ืจืง ื™ืฉืจื“ื• ืืช ื”ื‘ื•ื ืฉืœ AI โ€“ ื”ืŸ ื™ื•ื‘ื™ืœื• ืื•ืชื•. ื™ืฉืจืืœ, ืขื ื›ืฉืจื•ืŸ ื˜ื›ื ื•ืœื•ื’ื™ ื—ื–ืง ื•ืกื‘ื™ื‘ื” ืชื•ืžื›ืช, ื ืžืฆืืช ื‘ืžื™ืงื•ื ืžื•ืฉืœื ืœื”ื•ื‘ื™ืœ ืืช ื’ืœ ื”ืื•ื˜ื•ืžืฆื™ื” ื‘ืขืœ ROI ื’ื‘ื•ื”.

ืžืงื•ืจื•ืช ื•ืงื™ืฉื•ืจื™ื ื ื•ืกืคื™ื

ืฉืืœื•ืช ื ืคื•ืฆื•ืช

ืœืžื” ื›ืœ ื›ืš ื”ืจื‘ื” ืคืจื•ื™ืงื˜ื™ AI ืžืคืกืคืกื™ื ืืช ื™ืขื“ ื”โ€‘ROI?

ื”ืกื™ื‘ื” ื”ื™ื ื—ื•ืกืจ ื‘ื™ืขื“ื™ื ืคื™ื ื ืกื™ื™ื ื‘ืจื•ืจื™ื, ื™ื™ืฉื•ืจ ืžื ื”ืœื™ื, ื•ืžืกื’ืจืช ืžื“ื™ื“ื” ืžืฉืžืขืชื™ืช, ืžื” ืฉืžื•ื‘ื™ืœ ืœืขืœื•ื™ื•ืช ื—ื‘ื•ื™ื•ืช ื•ื”ืจื—ื‘ืช ืชื—ื•ื ืœืœื ืฉืœื™ื˜ื”.

ืื™ื–ื” ืกื•ื’ ืฉืœ ืžืงืจื” AI ืžื ื™ื‘ ืืช ื”ื”ื—ื–ืจ ื”ื’ื‘ื•ื” ื‘ื™ื•ืชืจ?

ืชื”ืœื™ื›ื™ื ื ืคื•ืฆื™ื, ืžื‘ื•ืกืกื™ ื›ืœืœื™ื ื•ื‘ืขืœื™ ื ืคื— ื’ื‘ื•ื” โ€“ ื›ืžื• ืžื™ื•ืŸ ืคื ื™ื•ืช ืชืžื™ื›ื”, ื”ื–ื ืช ื ืชื•ื ื™ื ื•ื“ื™ื•ื•ื— ืฉื’ืจืชื™ โ€“ ืฉื‘ื”ื 60โ€‘โฆ85%โฉ ืžื”ืขื‘ื•ื“ื” ื ื™ืชื ืช ืœืื•ื˜ื•ืžืฆื™ื”.

ื›ืžื” ื–ืžืŸ ืœื•ืงื— ืœืื•ื˜ื•ืžืฆื™ื” ืฉืœ ืชืžื™ื›ื” ืœืฉืœื ืืช ืขืฆืžื” ื‘ื™ืฉืจืืœ?

ืื•ื˜ื•ืžืฆื™ื” ืฉืœ ืชืžื™ื›ื” ืžืžื•ืฆืขืช ื™ื›ื•ืœื” ืœืฉืœื ืืช ืขืœื•ืช ื”ื‘ื ื™ื™ื” ืฉืœ ื›โ€‘โ‚ช45,000 ื‘ืชื•ืš ื›โ€‘6โ€‘7 ื—ื•ื“ืฉื™ื, ื‘ื”ืชื‘ืกืก ืขืœ ืขืœื•ืช ืขื‘ื•ื“ื” ืฉืœ โ‚ช90 ืœืฉืขื”.

ืื™ื–ื” ืžื•ื“ืœ ืชืžื—ื•ืจ ืžื•ืžืœืฅ ืœืขืกืงื™ื ืงื˜ื ื™ื ื‘ื™ืฉืจืืœ?

ืžื•ื“ืœ Managedโ€‘Service ืฉืžื—ื™ื™ื‘ ื›โ€‘โ‚ช350 ืœื—ื•ื“ืฉ ืœืฉืขื” ืฉื‘ื•ืขื™ืช ืฉืœ ืื•ื˜ื•ืžืฆื™ื”, ื—ื•ืกืš ืขืœื•ื™ื•ืช ื‘ื ื™ื™ื” ืคื ื™ืžื™ื•ืช ื•ืžืื™ืฅ ืืช ROI.

ื”ืื ืžืžืฉืœ ืืชื™ืงื” ื•โ€‘AI ื‘ืืžืช ืžืฉืคื™ืข ืขืœ ROI?

ื›ืŸ โ€“ ื”ื•ื ืžืฆืžืฆื ืงื ืกื•ืช ืฆื™ื•ืช, ืžืงื˜ื™ืŸ ื–ืžืŸ ืœืฉื•ืง ื•ืžื•ื ืข ืชื™ืงื•ื ื™ื ื™ืงืจื™ื, ืžื” ืฉืžืฉืคืจ ืืช ื”ื”ื—ื–ืจ ื”ื›ื•ืœืœ.

ืฉืชืคื• ืืช ื”ื›ืชื‘ื”

ืขื•ื“ ื‘ื ื•ืฉื ืขืกืงื™ื

4
Hands typing on a laptop with a ChatGPT interface displayed
ืขืขืกืงื™ื

ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืฉืœ Appian ืžื’ื“ื™ืœื” ROI ืขื“ โฆ30%โฉ

Appian ื˜ื•ืขื ืช ืฉื”โ€‘AI ื”ืกื•ื›ื ื™ ืฉืœื” ืžืกืคืง ROI ื—ื–ืง ื‘ืชื•ืš ืฉื ื”, ืขื ืคื™ื™ืœื•ื˜ื™ื ืฉืžืงืฆืฆื™ื ื–ืžืŸ ืขื™ื‘ื•ื“ ืžืฉืžืขื•ืชื™ ื•ื”ื—ื–ืจ ืฉืœ ื›ืžื” ื—ื•ื“ืฉื™ื ืขื‘ื•ืจ ืžืฉื™ืžื•ืช ืชืžื™ื›ื” ื˜ื™ืคื•ืกื™ื•ืช ื‘ื™ืฉืจืืœ.

3 ื“ืงื•ืช ืงืจื™ืื”
Flat lay of a modern workspace with laptops, tablets and a financing cycle chart, representing technology and business analysis
ืขืขืกืงื™ื

ื”ื•ืฆืื•ืช ืขืœ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืขื•ืœื•ืช, ื”ื—ื–ืจ ื ืžื•ืš

Bain ืžืฆื ืฉโ€‘โฆ90%โฉ ืžื”ื—ื‘ืจื•ืช ืžื’ื“ื™ืœื•ืช ื”ื•ืฆืื•ืช ืขืœ AI, ื‘ืขื•ื“ โฆ40%โฉ ืจื•ืื•ืช ื—ื™ืกื›ื•ืŸ ืžืชื—ืช ืœโ€‘โฆ10%โฉ, ืžื” ืฉืžื“ื’ื™ืฉ ืคืขืจ ื’ืœื•ื‘ืœื™ ื‘ืชืฉื•ืื”.

2 ื“ืงื•ืช ืงืจื™ืื”
Robotic arm operating in a modern indoor setting, representing AI automation
ืขืขืกืงื™ื

ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืœืขืกืงื™ื: ืฆืžื™ื—ื”, ืืชื’ืจื™ื ื•ื”ื—ื–ืจ ื”ืฉืงืขื”

ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืชื’ื™ืข ืœโ€‘$467โ€ฏbn ื’ืœื•ื‘ืœื™ืช ืขื“ 2030, ืืš ื—ื‘ืจื•ืช ื™ืฉืจืืœื™ื•ืช ืฆืจื™ื›ื•ืช ืœื”ืชืžื•ื“ื“ ืขื ืกื™ืœื•ืื™ื ืฉืœ ื ืชื•ื ื™ื ื•ืžืžืฉืœ ื›ื“ื™ ืœืžืžืฉ ROI ืืžื™ืชื™, ืœืขื™ืชื™ื ืชื•ืš ื—ืฆื™ ืฉื ื”.

3 ื“ืงื•ืช ืงืจื™ืื”
Robotic hand grasping keyboard keys, representing AI automation in the workplace
ืขืขืกืงื™ื

ืื™ืš AI ืžื‘ื™ื ROI ืžื“ื™ื“ ื‘ื˜ื›ื ื•ืœื•ื’ื™ื”

ืกืงืจื™ EY ืžืจืื™ื ืฉโ€‘โฆ96%โฉ ืžื—ื‘ืจื•ืช ื”ื˜ืง ืžื“ื•ื•ื—ื•ืช ืขืœ ืขืœื™ื™ื” ื‘ืคืจื•ื“ื•ืงื˜ื™ื‘ื™ื•ืช ืžื‘ื•ืกืกืช AI, ืขื ื—ื™ืกื›ื•ืŸ ื‘ืขืœื•ื™ื•ืช ื•ื”ื›ื ืกื•ืช ื—ื“ืฉื•ืช ื›ืžื ื•ืคื™ื ืžืจื›ื–ื™ื™ื.

3 ื“ืงื•ืช ืงืจื™ืื”
ื“ื‘ืจื• ืื™ืชื ื•

ื™ืฉ ืœื›ื ืฉืืœื” ืื• ืคืจื•ื™ืงื˜?

ืฉืœื—ื• ืœื ื• ื”ื•ื“ืขื” โ€” ืขืœ ืื•ื˜ื•ืžืฆื™ื” ื•-AI, ื˜ื™ืค ืœื›ืชื‘ื”, ืคืจืกื•ื ืื• ื›ืœ ื“ื‘ืจ ืื—ืจ. ื ื—ื–ื•ืจ ืืœื™ื›ื.

ื ืฉืชืžืฉ ื‘ืคืจื˜ื™ื ืฉืœื›ื ืจืง ื›ื“ื™ ืœื—ื–ื•ืจ ืืœื™ื›ื.