Data & research

Data & research on AI

Verified data from McKinsey, Gartner, Freshworks, IBM and other research. No made-up reviews, no inflated numbers — data from publicly available studies, benchmarks and reports.

Data sources
McKinsey · Gartner · IBM · Freshworks
Accenture · Deloitte · BCG · and more
Research period
2024–2026
Latest available data
Data type
Surveys, benchmarks
Industry reports and statistics
Transparency
Every number lists
its source and year
TL;DR — the key numbers
72% of companies report a 40% productivity boost (McKinsey 2024)  ·  Chatbots cut service costs by up to 30% (IBM)  ·  76% of AI projects reached measurable ROI within the first year (Accenture, 2025)
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AI adoption by industry

How fast are companies
deploying AI?

Percentage of companies actively using AI in customer support or key processes — data from 2025 surveys.

AI adoption by industry — 2025/2026
Percentage of companies actively using AI in customer support or key processes.
Telecommunications
95%
Banking & finance
92%
E-commerce & retail
87%
Healthcare & HR
79%
Manufacturing & logistics
72%
Legal & consulting
61%
Desk365 / Allaboutai.com — AI Customer Service Industry Report, 2025–2026
Average employee productivity gains from daily AI tool use
Data from controlled studies and surveys in real work environments.
Complex tasks (overall)
+66%
Sales professionals
+47%
Customer support
+33%
Software development
+55%
Document processing
+64%
Nielsen Norman Group 2025, McKinsey 2025, Federal Reserve Bank of St. Louis 2025, NBER 2025
Before & after

Customer support —
before and after AI

Data from the Freshworks CX 2025 Benchmark Report — measured across thousands of customer support teams.

⚠ Before AI — industry average
Average first response6+ hours
Average resolution timeup to 36 hours
Share of automated inquiries0%
Support capacityBusiness hours
Cost / interaction~$4.60
✓ After AI — top implementations
Average first response< 4 minutes
Average resolution time32 minutes
Share of deflected inquiries45–50%
Support capacity24 / 7 / 365
Cost / interaction~$1.45 (−68%)
Freshworks CX 2025 Benchmark Report  ·  Allaboutai.com — AI Customer Service Statistics 2025–2026
−55%
shorter first response time
average across CX teams after adopting AI
Freshworks, 2025
90%
of companies save time and money
among those that deployed AI in customer support
Salesforce, 2025
124%
ROI in year three
average for mature AI implementations (year 1: 41%, year 2: 87%)
Allaboutai.com, 2025
Return on investment

When does an AI investment pay back?

Data from real implementations and cross-industry surveys published in 2025.

Average payback period (ROI breakeven) by solution type
The shorter the bar, the faster the investment returns. Ranges include both simple and complex implementations.
AI chatbot / agent
2–5 mo.
Process automation
3–7 mo.
Document processing
3–6 mo.
Predictive analytics
7–12 mo.
Knowledge system (RAG)
5–9 mo.
AI agent in operations
8–14 mo.
Sprinklr ROI Study 2025  ·  Fullview AI Statistics 2025  ·  IBM Institute for Business Value 2025
3.5×
average ROI over 2 years
for AI implementations in support and automation
MarketsandMarkets, 2025
63%
plan to increase AI investment
among companies whose AI projects met or exceeded expectations
Accenture, 2025
4.8×
faster productivity growth
in high-AI-adoption industries vs. the global average
McKinsey, 2025
By industry

Results in specific sectors

Average measurable impacts of AI implementation by industry, from surveys and case studies published in 2025.

E-commerce & retail
87%
AI adoption in customer support; companies report 20–30% higher customer retention thanks to AI personalisation
Desk365, 2025
Logistics & manufacturing
5–15%
procurement cost savings. Companies deploying ML are 3× more likely to hit KPI targets
McKinsey, 2025
Finance & banking
92%
AI adoption; AI cuts loan approvals from days to 30–60 seconds with 90% higher processing accuracy
Fullview, 2025
Healthcare & HR
−50%
onboarding time cut from 20–30 minutes to under 10 minutes thanks to AI digital identification
Fullview, 2025
Sales & marketing
+47%
higher productivity for salespeople using AI; 83% of AI-using sales teams report revenue growth
Fullview, 2025
Software development
+55%
productivity gains for developers working with AI assistants on coding and code review
McKinsey / NBER, 2025
From my projects

Implementations for smaller companies

→ Services company: fewer repetitive inquiries, faster visitor orientation.
→ Smaller e-shop: faster handling of common questions, less manual communication.
→ Company website: better-prepared inquiries and a clearer visitor journey.

Anonymised to protect clients. No invented metrics — just what actually happened.

Transparency

What these numbers are — and what they aren't

All data comes from publicly available research and reports (McKinsey, Gartner, Freshworks, Accenture, IBM, Salesforce and others) published in 2025–2026. We quote average or median values — individual results vary by industry, data quality, implementation scope and company readiness.

AI is not a miracle cure. Roughly 30% of AI projects never make it past the pilot phase (Gartner, 2025). Success depends mainly on process redesign, not just deploying technology.

Want to know what's realistic for your company? I'll walk you through a free analysis and show you exact numbers — not generic averages.

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