The State of Play

Agentic coding for production integration

Agentic coding with full autonomy

AI-assisted code review with auto-approve

AI-assisted test generation

API & schema generation from natural language

Code refactoring & technical debt management

Multi-agent development pipelines

Autonomous content production

Multi-step autonomous deep research

Compliance planning & policy management

Agent assist — autonomous send

Customer support chatbots — LLM-powered conversational

Self-service content & community management

Adversarial, bias & fairness testing

AI incident tracking & ungoverned usage detection

AI insurance & liability frameworks

AI procurement & vendor risk assessment

Data governance & rights management for AI

Prompt injection & jailbreak defence

Responsible AI training & certification

Anomaly & outlier detection

Change risk assessment & disaster recovery validation

Security policy generation & zero-trust enforcement

Supply chain security monitoring

Feature prioritisation & roadmap support

Product analytics interpretation & insight

Wireframe generation & design-to-code conversion

Partner & channel sales support

Music generation — full composition

Video generation — long-form narrative & explainer

Facial recognition — law enforcement & public safety

Video analytics — surveillance, crowd & incident detection

Financial reporting & management narrative generation

Quality management & process control

Vendor & supplier management automation

Autonomous trucking — last-mile delivery

Urban air mobility & air traffic management

Smart home orchestration & automation

Surgical robotics — semi-autonomous procedures

Educational content adaptation & summarisation

Plagiarism & AI-content detection

Decision support & reasoning frameworks

Email management — drafting & triage

Personal research & reading acceleration

Spreadsheet & data task automation

Adversarial test generation

Agentic coding for exploration & prototyping

AI-assisted code review with suggestions

Chat-based code assistance & debugging

CI/CD & infrastructure-as-code generation

Code & API documentation generation

Code search & codebase Q&A

Dependency management & cross-repository impact analysis

Legacy code analysis & migration

Natural language to code for non-developers

Security-focused code review

Brand-voice workflows

Content localisation & translation

Content planning & repurposing

Specialist content — events, technical & product documentation

Academic, patent & technical literature analysis

Continuous research monitoring & alerting

Document summarisation & synthesis

Domain-specific RAG & cross-corpus question answering

Due diligence research automation

Email thread summarisation & key point extraction

Knowledge management — capture, taxonomy & curation

Single-query research retrieval & summary

Trend identification & horizon scanning

Verification — fact-checking, citations & source quality

Autonomous compliance monitoring

Contract drafting — bespoke generation

Contract review — autonomous assessment & scoring

Governance documentation & examination preparation

Intellectual property monitoring & enforcement

Litigation outcome prediction

Litigation support — briefs, memos & deposition preparation

Regulatory change monitoring — automated policy updates

Regulatory filing & reporting automation

Risk register maintenance & horizon scanning

Whistleblower report analysis & triage

Returns, warranty & claims processing automation

Ticket intelligence — intent, sentiment & language detection

Voice AI — IVR replacement & phone support

Voice AI — real-time translation in support calls

AI disclosure & labelling practices

AI regulatory compliance

AI risk assessment & impact evaluation

Audit trails for AI-assisted decisions

Content safety, guardrails & output enforcement

Hallucination detection & factuality assessment

Model evaluation, benchmarking & regression testing

Model inventory, documentation & lifecycle management

Stakeholder communication & AI literacy programmes

Automated exploratory data analysis

Causal inference & uplift modelling

Data pipeline, dashboard & report generation

Data privacy & anonymisation automation

Geospatial data analysis & visualisation

Graph analytics & relationship discovery

Narrative generation from data

Natural language data querying & semantic search

Synthetic data generation

Time series forecasting

Automated remediation & self-healing infrastructure

Data loss prevention

Operational documentation — runbooks & post-incident reports

SLA monitoring & breach prediction

Design system generation & enforcement

Personalisation engine design & tuning

Requirements, PRD & user story generation

UX copy generation & voice enforcement

Account intelligence — contact mapping & briefing

Sales enablement content generation

3D asset, scene & texture generation

AI-driven video editing & post-production

Audio production — editing, podcasts & sound design

Avatar generation & personalised media at scale

Content authenticity — deepfake detection & provenance

Image editing — inpainting, outpainting & extension

Image editing — style transfer & artistic transformation

Image processing — upscaling, restoration & compositing

Interactive content — game, AR/VR & environment generation

Lip sync & video dubbing

Motion capture & pose estimation for content production

Music generation — background & ambient

Text-to-speech — natural voice synthesis

Text-to-speech — voice cloning & custom voices

Video generation — short-form

3D sensing, reconstruction & spatial mapping

Checkout-free autonomous retail

Clinical imaging — specialist screening & diagnosis

Document & diagram understanding

Environmental & ecological monitoring

Facial recognition — access control

Geospatial & geological image analysis

Materials science — microscopy & structural analysis

Medical image segmentation & 3D reconstruction

Perimeter security & biometric identification

Radiology — AI-assisted detection & screening

Radiology — autonomous preliminary reads

Vehicle & traffic monitoring

Video analytics — workplace safety monitoring

Visual search, product matching & virtual try-on

Multimodal document understanding

↳ 🔄 Operations & Process Automation

Credit risk assessment & scoring

Audit anomaly detection & trail analysis

Financial close & revenue recognition

Intercompany transaction management

AI-augmented robotic process automation

Email classification & organisational routing

Exception handling & escalation routing

Multimodal document understanding

Process documentation — SOPs & business rules

Document & diagram understanding

↳ 👁️ Computer Vision & Sensing

Candidate assessment — structured scoring support

Compensation & benefits benchmarking

DEI analytics & reporting

Organisational network analysis

Performance review generation & 360 synthesis

Workforce planning & demand forecasting

Autonomous buses & public transit shuttles

Autonomous marine vessels

Autonomous passenger vehicles — highway (L3)

Autonomous passenger vehicles — urban (L4)

Autonomous port operations & container handling

Autonomous rail operations & scheduling

Autonomous satellite operations & collision avoidance

Autonomous trucking — highway hub-to-hub

Counter-drone detection & mitigation

Drone delivery — rural & suburban

Drone delivery — urban

Fleet management, route optimisation & V2X

Hazardous & extreme environment exploration

Marine inspection & environmental monitoring

Planetary exploration robotics

Rail infrastructure inspection

Automated manufacturing processes

Autonomous & additive construction

Autonomous harvesting

BIM AI augmentation

CNC & additive manufacturing optimisation

Construction site monitoring & surveying

Delivery robots — indoor & last-mile

Digital twin — simulation & optimisation

Environmental monitoring, forestry & grounds management

Healthcare logistics & laboratory automation

Livestock monitoring & welfare assessment

Parcel & freight handling automation

Predictive maintenance — remaining useful life estimation

Rehabilitation, assistive & prosthetic robotics

Service, companion & food preparation robots

Simulation-based robot training

Structural health monitoring

Accessibility & accommodation support in education

AI tutoring — conversational & guided discovery

Automated grading & assessment

Coding education & interactive exercises

Curriculum design & content generation

Education administration & admissions automation

Formative feedback generation

Language learning with conversational AI

Learning analytics & student risk identification

Question & exam generation

Simulated practice environments

Brainstorming & ideation support

Communication style adaptation

Personal knowledge management & organisation

Presentation creation & enhancement

Skill acquisition & deliberate practice support

Task prioritisation & focus management

Architecture documentation & specification writing

Performance optimisation & query tuning

Test coverage analysis & gap identification

Visual regression testing & self-healing test maintenance

Advertising creative generation & testing

Influencer & partnership identification

Long-form content generation

Market segmentation & competitive analysis

Marketing analytics, SEO & attribution

Short-form, social & campaign content generation

Enterprise search & RAG

Market & competitive intelligence gathering

Meeting intelligence — transcription, summaries & actions

Audit — anomaly detection & trail analysis

Contract drafting — template-based generation

Contract lifecycle management — negotiation & obligations

Contract review — clause extraction & risk assessment

Export control & trade compliance screening

Financial crime screening — AML, sanctions & watchlists

Legal research & e-discovery

Privacy & data protection compliance automation

Regulatory change monitoring & impact assessment

Agent assist — auto-draft with human review

Agent assist — response suggestion

Agent quality monitoring & coaching

Call summarisation & disposition

Customer health scoring & churn prediction

Customer support chatbots — autonomous resolution

Customer support chatbots — scripted

Knowledge base generation & maintenance

Proactive customer engagement & onboarding

Ticket routing, triage & prioritisation

Voice of Customer & journey analysis

AI acceptable use policy development

Human oversight, escalation & override mechanisms

Model interpretability & explainability

Monitoring & alerting for model drift in production

Privacy & data protection compliance automation

↳ ⚖️ Legal, Compliance & Risk

MLOps — experiment tracking & model monitoring

↳ 📊 Data & Analytics

Data catalogue, metadata & lineage management

Data quality, cleaning & transformation automation

Feature engineering, AutoML & predictive modelling

MLOps — experiment tracking & model monitoring

Real-time streaming analytics

AIOps — log analysis, alerting & event correlation

Capacity planning & predictive autoscaling

Cloud cost analysis & optimisation

Configuration drift detection & remediation

Identity & access anomaly detection

Incident response automation & playbook execution

Incident triage & root cause analysis

Penetration testing assistance

Phishing detection & prevention

SOC augmentation & threat intelligence

Vulnerability & attack surface management

Accessibility auditing & remediation

Competitive product analysis

User journey mapping from behavioural data

User research & feedback synthesis

Account-based marketing signal identification

Conversation intelligence — transcription & analysis

CRM data management & enrichment

Deal intelligence — risk assessment & win/loss analysis

Lead scoring & ideal customer profiling

Price optimisation & dynamic pricing

Prospecting & outreach personalisation

Quote & contract generation

Real-time conversation guidance

Revenue intelligence & expansion signals

Sales content — proposals, battle cards & objection handling

Sales forecasting & pipeline analysis

Territory & account planning

Brand asset generation & variation

Image generation — photorealistic & illustrative

Image generation — product visualisation & mockups

Multimodal content generation

Retail analytics — inventory monitoring & customer behaviour

Document processing & data capture

↳ 🔄 Operations & Process Automation

Budget variance analysis & narrative explanation

Cash flow prediction

Collections, payments & purchase order automation

Contract pricing analysis

Expense management & reconciliation

Financial forecasting & scenario modelling

Insurance underwriting & claims processing

Invoice processing, matching & exception handling

Tax preparation & optimisation support

Asset & facilities management

Document processing & data capture

Multi-system data synchronisation

Process mining & optimisation discovery

Scheduling & resource allocation optimisation

Workflow orchestration & approval automation

Absence & attrition pattern analysis

Employee engagement & sentiment analytics

Employee onboarding automation

HR policy Q&A chatbot

L&D adaptive assessment & knowledge testing

L&D content & personalised learning

Recruitment content & compensation modelling

Skills mapping & career development

Workplace analytics & space utilisation

ADAS — driver assistance & emergency intervention

Autonomous mining & off-road vehicles

Drone inspection — infrastructure, energy & agriculture

Cleaning & maintenance robots

Collaborative & articulated robot assembly

Precision agriculture — monitoring & targeted treatment

Predictive maintenance — sensing & condition monitoring

Quality inspection — autonomous reject/pass decisions

Quality inspection — defect detection & measurement

Surgical robotics — surgeon-assisted

Warehouse robotics — navigation, storage & fulfilment

AI tutoring — personalised pacing & adaptive difficulty

Skills assessment & competency mapping

Accessibility support for individuals

Translation & cross-language communication

Writing assistance — drafting, editing & style

Meeting intelligence — transcription, summaries & actions

↳ 🔬 Research & Knowledge

Copilot-style inline code autocomplete

Deployment risk assessment & rollout management

Campaign optimisation & performance prediction

Content moderation & brand safety

Personalised content delivery & recommendation

Social listening & brand monitoring

Application & network performance monitoring

Threat & malware detection

A/B test design & analysis

Behavioural analytics — session replay & interaction patterns

Fraud detection & behavioural analytics

Supplier & spend analytics

Candidate sourcing & outreach automation

Resume screening & candidate matching