AI Intelligence Briefs

Newsletter Edition | January 2026

Survey-Identified Blockers, Key Statistics & Action Items

11 INDUSTRY SECTORS COVERED

Construction | Healthcare | Legal | Accounting | Manufacturing

Software & Tech | Education | Logistics | Wealth Management

Advertising | Distribution

WHAT'S INSIDE: - Key market statistics and growth rates - Survey-identified adoption blockers - Visual barrier breakdowns - Top AI use cases per sector - Cited sources for all data

KEY FINDINGS: - 74% of orgs not getting real AI value - 70%+ AI projects stuck in pilot stage - Skills gap is #1 barrier across sectors - Data quality/privacy top concerns - Integration complexity blocks scale

Prepared for GPS Summit AI Leadership Event

CONSTRUCTION

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $4.86B to $22.68B by 2030 | 24.6% CAGR

KEY STATISTICS AT A GLANCE

45% No AI Implementation	27% Currently Using AI	46% Cite Skills Gap
57% Accuracy Concerns	54% Data Security Fears	85% Expect AI Impact

ADOPTION BARRIERS (Survey Data)

Lack of Skilled Personnel	46%
Integration with Systems	37%
Data Quality Issues	30%
High Implementation Costs	29%
Lack of Understanding	21%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Skills Gap Crisis: 46% report lack of skilled AI personnel as top barrier (RICS 2025)

>> Adoption Fatigue: Too many point solutions creating workflow complexity and login overload

>> Paper-Based Legacy: 52% still use paper during design phase; 43% rely on physical signatures

>> AI Output Reliability: 57% concerned about accuracy; construction errors have major safety implications

>> Integration Nightmare: 85% of tech leaders expect infrastructure modifications before AI deployment

TOP AI USE CASES

> Scheduling and project timeline optimization

> Cost estimation and forecasting

> Safety monitoring and risk prediction

> Document management and search

> Quality control and defect detection

SOURCES

- RICS AI in Construction Report 2025 (2,200+ professionals surveyed)

- Bluebeam Global AEC Survey 2025 (1,000 professionals)

- Dodge Construction Network Survey 2025 (235 contractors)

- BuiltWorlds 2025 Annual AI Benchmarking Report

- RSM US AI Survey 2025

HEALTHCARE

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $32.34B to $431B by 2034 | 38.4% CAGR

KEY STATISTICS AT A GLANCE

77% Cite Immature AI Tools	47% Financial Concerns	40% Regulatory Uncertainty
85% AI Spend to Startups	90% Imaging AI Deployed	100% Ambient Notes Adoption

ADOPTION BARRIERS (Survey Data)

Immature AI Tools	77%
Financial Concerns	47%
Regulatory Uncertainty	40%
Data Privacy Issues	38%
Workflow Integration	35%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Tool Immaturity: 77% cite immature AI tools as biggest barrier (Scottsdale Institute Survey)

>> ROI Uncertainty: Only 38% report high success with clinical risk stratification despite deployment

>> Diagnostic Limitations: Imaging widely deployed (90%) but diagnostic success rates remain limited

>> Regulatory Maze: 40% paralyzed by unclear FDA/regulatory requirements for clinical AI

>> Trust Deficit: Clinicians hesitant to rely on black box AI for patient care decisions

TOP AI USE CASES

> Clinical documentation (Ambient Notes)

> Medical imaging and radiology

> Sepsis and risk prediction

> Prior authorization automation

> Revenue cycle optimization

SOURCES

- JAMIA/Scottsdale Institute Survey 2025 (43 health systems)

- Menlo Ventures State of AI in Healthcare 2025 (700+ executives)

- AMA Physician AI Survey 2024-2025

- Kaiser Permanente Abridge Deployment Data

- Journal of the American Medical Informatics Association

LEGAL SERVICES

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $1.7B to $19.7B by 2034 | 31.2% CAGR

KEY STATISTICS AT A GLANCE

31% Personal AI Use	21% Firm-Wide Adoption	60% Trust/Quality Concerns
57% Data Privacy Fears	75% Hallucination Concerns	79% Overall AI Usage

ADOPTION BARRIERS (Survey Data)

Trust/Output Quality	60%
Data Privacy Concerns	57%
Cost Barriers	47%
AI Hallucinations	31%
Education Gaps	34%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Trust Gap: 60% cite lack of trust in AI output quality as #1 barrier (Counselwell/Spellbook)

>> Hallucination Risk: 75% hesitant due to AI-generated errors in filings and citations (ABA Tech Survey)

>> Billing Model Conflict: 40% believe AI will force shift away from hourly billing (Thomson Reuters)

>> Small Firm Exclusion: 39% adoption at 51+ lawyer firms vs only 20% at smaller firms

>> Restrictive Policies: Firm-wide AI policies often block experimentation, driving shadow AI use

TOP AI USE CASES

> Contract drafting and review (64%)

> Legal research (49%)

> Document translation (38%)

> Drafting correspondence (54%)

> E-discovery and document review

SOURCES

- ABA Legal Industry Report 2025 (2,800+ legal professionals)

- Counselwell/Spellbook AI Benchmarking Report 2025 (256 in-house lawyers)

- Thomson Reuters Future of Professionals 2025

- Clio Legal Trends Report 2025

- ACEDS/Secretariat AI Report 2025

ACCOUNTING

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $7.52B to $50.29B by 2034 | 46.2% CAGR

KEY STATISTICS AT A GLANCE

46% Daily AI Users	41% Firm Adoption Rate	57% No Formal AI Training
70% Data Security Concerns	7 Wks Added Capacity/Year	28% Fear Job Replacement

ADOPTION BARRIERS (Survey Data)

Data Security Concerns	70%
No Formal Training	57%
Trust/Accuracy Issues	47%
Integration Complexity	41%
Job Replacement Fear	28%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Training Vacuum: 57% of firms provide zero formal AI training (Karbon State of AI 2025)

>> Data Security Anxiety: 70% concerned about AI mishandling sensitive client data (Karbon)

>> Tech Overload: Firms using 8 apps on average; 66% feel overwhelmed weekly (Intuit Survey)

>> Hallucination Risk: CPAs face malpractice exposure from AI-generated tax errors and false citations

>> Governance Gap: Only 30% feel prepared for AI governance requirements (AuditBoard)

TOP AI USE CASES

> Payroll processing (47%)

> Accounts payable/receivable (46%)

> Data entry automation (43%)

> Tax preparation and compliance

> Audit trail generation

SOURCES

- Karbon State of AI in Accounting Report 2025

- Intuit QuickBooks Accountant Technology Survey 2025 (700 professionals)

- CPA.com/AICPA 2025 AI in Accounting Report

- AuditBoard Risk Intelligence Report 2025

- Thomson Reuters CPA Survey 2025

MANUFACTURING

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $34.18B to $155B by 2034 | 35.3% CAGR

KEY STATISTICS AT A GLANCE

35% Firms Using AI	90% Defect Detection Accuracy	23% Downtime Reduction
77% Plan AI Adoption	$50M+ Savings at Leaders	40% Productivity Gains

ADOPTION BARRIERS (Survey Data)

Integration with Legacy Systems	52%
Data Quality Issues	45%
Skills/Talent Shortage	42%
High Implementation Costs	38%
ROI Uncertainty	35%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Legacy System Lock-In: 52% struggle with aging OT/IT systems not designed for AI integration

>> Data Silos: 45% report fragmented data across plant floor, ERP, and quality systems

>> Talent Scarcity: 42% cannot find workers who understand both manufacturing AND AI

>> Pilot Purgatory: 70%+ of AI projects fail to move beyond pilot stage to production

>> Cybersecurity Concerns: Connected AI systems increase attack surface for operational technology

TOP AI USE CASES

> Predictive maintenance

> Quality control and defect detection

> Supply chain optimization

> Production scheduling

> Energy management

SOURCES

- McKinsey Global AI Survey 2025

- MarketsandMarkets Manufacturing AI Report 2025

- Deloitte AI in Manufacturing Study 2025

- NVIDIA Industrial AI Survey

- Fortune Business Insights Market Analysis

SOFTWARE & TECHNOLOGY

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $243B to $738.8B by 2030 | 37.2% CAGR

KEY STATISTICS AT A GLANCE

78% Org AI Adoption	92% Increasing Budgets	66% Use Unverified Outputs
56% Made AI Mistakes	71% GenAI in Workflows	54% Fear Obsolescence

ADOPTION BARRIERS (Survey Data)

Data Privacy Concerns	57%
Integration Complexity	48%
Security Risks	42%
Skills Gap	38%
Governance Readiness	30%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Verification Gap: 66% of workers use AI outputs without verifying accuracy (Aristek Survey)

>> Error Proliferation: 56% admit making work mistakes because of AI-generated content

>> Vendor Lock-In Fear: 67% want to avoid high dependency on single AI technology provider (Wavestone)

>> Governance Immaturity: Only 30% feel prepared for upcoming AI governance requirements

>> Shadow AI Risk: Employees using unapproved AI tools create security and compliance exposure

TOP AI USE CASES

> Code generation and completion

> Automated testing

> Documentation generation

> Customer support chatbots

> Security threat detection

SOURCES

- McKinsey Global AI Survey 2025

- Wavestone Global AI Survey 2025 (500 tech leaders)

- Gartner AI Adoption Report 2025

- AWS AI Adoption Study 2025

- Aristek Systems AI Statistics 2025

EDUCATION

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $7.05B to $112.3B by 2032 | 36% CAGR

KEY STATISTICS AT A GLANCE

86% Student AI Use	60% Teacher AI Adoption	5.9 hrs Weekly Time Saved
54% Higher Test Scores	36% Leadership Buy-In	42% Support Experimentation

ADOPTION BARRIERS (Survey Data)

Academic Integrity Concerns	58%
Teacher Training Gaps	48%
Data Privacy Issues	42%
Infrastructure Limitations	35%
Lack of Leadership Support	36%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Academic Integrity Crisis: 58% of institutions struggle with AI-enabled cheating detection

>> Leadership Recognition Gap: Only 36% of L&D leaders fully recognize AI as central to strategy (Harvard)

>> Experimentation Barriers: Just 42% of organizations support employee experimentation with AI

>> Teacher Preparedness: 48% of educators report insufficient training to integrate AI effectively

>> Equity Concerns: AI access varies dramatically between well-resourced and under-funded institutions

TOP AI USE CASES

> Adaptive learning platforms

> Automated grading and feedback

> Lesson planning assistance

> Research and content summarization

> Student retention prediction

SOURCES

- Microsoft/IDC Education AI Survey 2024

- Gallup Teacher AI Survey 2024-2025

- Harvard Business Impact L&D Study 2025

- McKinsey Education Automation Report

- Grand View Research Education AI Market 2025

LOGISTICS & SUPPLY CHAIN

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $17.96B to $707.75B by 2033 | 44.4% CAGR

KEY STATISTICS AT A GLANCE

58% AI Adoption (Leaders)	25-40% Forecasting Improvement	12.7% Cost Reduction
20.3% Inventory Reduction	25-40% Throughput Increase	34% Supply Chain AI Focus

ADOPTION BARRIERS (Survey Data)

Legacy System Integration	60%
Data Quality/Availability	48%
High Upfront Costs	45%
ROI Timeline Uncertainty	42%
Safety/Security Concerns	38%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Physical AI Complexity: 60% cite legacy system integration as primary barrier for robotics/automation (Deloitte)

>> Capital Requirements: Physical AI requires significant upfront investment with longer ROI timelines

>> Safety Protocols: Physical AI interacting with people/environments raises injury and liability risks

>> Infrastructure Gaps: Many warehouses lack connectivity and compute needed for AI deployment

>> Data Fragmentation: 48% struggle with data scattered across carriers, suppliers, and internal systems

TOP AI USE CASES

> Demand forecasting

> Route optimization

> Warehouse automation

> Inventory management

> Last-mile delivery optimization

SOURCES

- Deloitte AI Trends Survey 2025

- Precedence Research Logistics AI Market 2025

- McKinsey Supply Chain AI Report

- Grand View Research Market Analysis

- Gartner Supply Chain Technology Survey

WEALTH MANAGEMENT

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $20.8B to $129.6B by 2034 | 20.2% CAGR

KEY STATISTICS AT A GLANCE

80% Believe AI Will Transform	97% Fraud Detection Rate	35% Cost Reduction Potential
45% Currently Using AI	73% Plan More Investment	60% Client Personalization

ADOPTION BARRIERS (Survey Data)

Regulatory Compliance Concerns	55%
Data Security/Privacy	52%
Explainability Requirements	48%
Integration with Legacy Systems	45%
Client Trust Issues	42%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Regulatory Maze: 55% cite compliance uncertainty as primary barrier (SEC, FINRA requirements unclear)

>> Explainability Mandate: 48% struggle with black box AI; regulators demand algorithmic transparency

>> Fiduciary Concerns: Advisors uncertain how AI recommendations align with fiduciary duty

>> Client Acceptance: 42% of HNW clients prefer human advisors for significant financial decisions

>> Data Security Stakes: 52% concerned about protecting sensitive financial information in AI systems

TOP AI USE CASES

> Portfolio optimization

> Fraud detection and AML

> Client personalization

> Risk assessment

> Regulatory reporting automation

SOURCES

- Natixis Global Survey of Financial Professionals 2025

- PwC Wealth Management AI Report

- Deloitte Financial Services AI Study

- Accenture Wealth Management Trends 2025

- Morgan Stanley AI in Finance Report

ADVERTISING & MARKETING

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $47.32B to $217.33B by 2032 | 26.7% CAGR

KEY STATISTICS AT A GLANCE

88% Daily AI Use	300% Average ROI	68% Use AI for Content
45% Budget Increase	72% Personalization Focus	35% Full Integration

ADOPTION BARRIERS (Survey Data)

Content Quality Concerns	52%
Brand Voice Consistency	48%
Data Privacy/Compliance	45%
Creative Authenticity	42%
Measurement/Attribution	38%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> Generic Output Syndrome: 52% report AI content lacks uniqueness; brands fear homogenization

>> Brand Voice Drift: 48% struggle maintaining consistent brand identity with AI-generated content

>> Authenticity Questions: 42% concerned about consumer backlash to AI-generated creative

>> Privacy Regulations: 45% cite GDPR/CCPA compliance challenges with AI personalization

>> Attribution Complexity: 38% cannot accurately measure AI impact on campaign performance

TOP AI USE CASES

> Content generation and copywriting

> Audience targeting and segmentation

> Ad creative optimization

> Predictive analytics

> Campaign performance analysis

SOURCES

- SEO.com Marketing AI Survey 2025

- CoSchedule State of Marketing AI 2025

- Gartner Digital Marketing Survey

- HubSpot Marketing Trends Report 2025

- Salesforce State of Marketing 2025

DISTRIBUTION & WHOLESALE

AI Intelligence Brief | January 2026

MARKET SNAPSHOT: $8.2B to $45.7B by 2032 | 28.4% CAGR

KEY STATISTICS AT A GLANCE

42% Currently Using AI	30% Inventory Accuracy Gain	15-25% Order Processing Faster
68% Plan AI Investment	22% Margin Improvement	35% Demand Forecast Accuracy

ADOPTION BARRIERS (Survey Data)

Data Integration Across Systems	55%
Implementation Costs	48%
Supplier/Partner Coordination	45%
Workforce Training	42%
Change Management	38%

KEY BLOCKERS IDENTIFIED IN SURVEYS

>> System Fragmentation: 55% struggle connecting AI across ERP, WMS, CRM, and supplier systems

>> Partner Coordination: 45% face challenges aligning AI initiatives across supplier/customer networks

>> Thin Margin Pressure: 48% cite implementation costs difficult to justify in low-margin business

>> Workforce Resistance: 42% face pushback from employees fearing job displacement

>> Data Quality Gaps: Product data, pricing, and inventory often inconsistent across channels

TOP AI USE CASES

> Demand forecasting

> Dynamic pricing optimization

> Inventory management

> Order processing automation

> Customer segmentation

SOURCES

- NAW Distribution Industry Survey 2025

- McKinsey Distribution AI Report

- Gartner Supply Chain Technology Survey

- Forrester Distribution Technology Trends

- Distribution Strategy Group Research 2025