back_office_ops · workflow
Making the Business Case for Investing in AI and Intelligent Automation
C-suite executives hesitate to invest in AI and intelligent automation, with 31 percent of global businesses preferring to maintain existing processes despite the demonstrated long-term value of intelligent automation.
How it works
Common implementation structure
How this type of workflow is generally built, generalized across documented cases — not tied to any one vendor's stack. Click any stage to read what happens there. Specific products that implement these stages appear in “Tools commonly seen” below.
Stage 1 · Gain process visibility with AI
An AI-enhanced process intelligence tool gives enterprises the visibility they need to cultivate a thorough understanding of their operations.
Tools used
large language models (LLMs)process intelligence
Outcome
An ABBYY survey found 47 percent of respondents reported ROI of at least twice their initial investment, 51 percent reported faster delivery of products and projects, and 62 percent described an increase in employee happiness from AI adoption.
Results
Volume82 percent
Cost replaced$4.4 trillion annually
Grounding & classification
Source type: listicle or blog summary
12 fields verified against source quotes, 3 dropped as unverifiable.
document aipredictive analyticssource backedworkflow describedcost reductionemployee productivitylisticle or blog summaryback office ops