INDUSTRY-WISE AI APPLICATIONS
Find a useful problem. Build a focused AI application.
936 proposed application scopes for 156 industries across 26 sectors. Explore who each idea helps, the data it needs and how to evaluate a first pilot.
APPLICATION CATALOGUE
Choose an industry, then a problem.
These are proposed build scopes. Market demand, data availability and feasibility need validation for each application.
Proposed scopeGame coding suggestion assistant
Developers spend time on repetitive scaffolding
- Who it helps
- Game studios, production coordinators
- AI approach
- AI-assisted coding and test preparation
Proposed scopeSaaS integration code assistant
Customers struggle with approved API examples
- Who it helps
- SaaS founders, customer operations teams
- AI approach
- AI-assisted coding and test preparation
Proposed scopeSecure code review suggestion assistant
Developers miss repeated coding issues
- Who it helps
- Security consultancies, assessment coordinators
- AI approach
- AI-assisted coding and test preparation
Proposed scopeCode review suggestion assistant
Developers miss repetitive code issues
- Who it helps
- Agency owners, engineering leads
- AI approach
- AI-assisted coding and test preparation
Proposed scopeTest case draft assistant
Edge-case test preparation takes too long
- Who it helps
- Agency owners, engineering leads
- AI approach
- AI-assisted coding and test preparation
Proposed scopeLearner coding feedback assistant
Learners cannot understand code failures
- Who it helps
- Training providers, programme managers
- AI approach
- AI-assisted coding and test preparation
Proposed scopeProject debugging coach
Learners cannot explain failing code
- Who it helps
- Educators, mentors, course creators
- AI approach
- AI-assisted coding and test preparation
Proposed scopeOwned diagnostic script assistant
Engineers repeat local diagnostic scaffolding
- Who it helps
- Repair workshops, industrial service teams
- AI approach
- AI-assisted coding and test preparation
Proposed scopeAutomation project coding assistant
Engineers repeat approved project scaffolding
- Who it helps
- System integrators, project coordinators
- AI approach
- AI-assisted coding and test preparation
Proposed scopeFreelancer coding helper
Owned projects contain hard-to-explain failures
- Who it helps
- Freelancers, solopreneurs, creators
- AI approach
- AI-assisted coding and test preparation
Proposed scopeSubscriber onboarding planner
Requirements need repetitive administrative planning
- Who it helps
- ISPs, network service coordinators
- AI approach
- LLM workflow planning assistant
Proposed scopeIT service resolution planner
Routine tasks require repeated planning
- Who it helps
- MSP owners, service desk managers
- AI approach
- LLM workflow planning assistant
Proposed scopeCustomer onboarding plan assistant
Onboarding steps differ across customer requirements
- Who it helps
- SaaS founders, customer operations teams
- AI approach
- LLM workflow planning assistant
Proposed scopeMarketing enquiry planning assistant
Unstructured leads require repeated manual handoffs
- Who it helps
- Agency owners, campaign managers
- AI approach
- LLM workflow planning assistant
Proposed scopeChannel service request planner
Requests are handed to the wrong team
- Who it helps
- Distributors, dealer coordinators
- AI approach
- LLM workflow planning assistant
Proposed scopeLoan case preparation planner
Administrative steps vary by authorized lender process
- Who it helps
- Loan sourcing agencies, case coordinators
- AI approach
- LLM workflow planning assistant
Proposed scopeFarmer enquiry workflow assistant
Unstructured enquiries are routed inconsistently
- Who it helps
- Seed, fertilizer and equipment dealers
- AI approach
- LLM workflow planning assistant
Proposed scopeNetwork runbook assistant
Engineers struggle to retrieve current instructions
- Who it helps
- ISPs, network service coordinators
- AI approach
- Evidence-grounded knowledge assistant / RAG
Proposed scopeMerchant payment policy assistant
Staff struggle to retrieve current approved policies
- Who it helps
- Merchant businesses, authorized payment operations teams
- AI approach
- Evidence-grounded knowledge assistant / RAG
Proposed scopeMarketplace policy support assistant
Users repeatedly ask policy questions
- Who it helps
- Marketplace founders, operations teams
- AI approach
- Evidence-grounded knowledge assistant / RAG
Proposed scopeData centre runbook assistant
Staff struggle to locate current procedures
- Who it helps
- Data centre teams, hosting operations managers
- AI approach
- Evidence-grounded knowledge assistant / RAG
Proposed scopeIT runbook assistant
Technicians struggle to locate current instructions
- Who it helps
- MSP owners, service desk managers
- AI approach
- Evidence-grounded knowledge assistant / RAG
Proposed scopeSaaS product support assistant
Support repeats documentation-based answers
- Who it helps
- SaaS founders, customer operations teams
- AI approach
- Evidence-grounded knowledge assistant / RAG
Proposed scopeAgent answer evidence assistant
Agents cannot quickly retrieve approved answers
- Who it helps
- BPO owners, delivery supervisors
- AI approach
- Evidence-grounded knowledge assistant / RAG
INDUSTRY DIRECTORY
Explore the work behind every idea.
Each industry has six application scopes, with its own problem, buyer and pilot requirements.
Networks, digital platforms and online products6 industries · 36 applications
Digital delivery and outsourced operations6 industries · 36 applications
Professional and advisory services6 industries · 36 applications
Healthcare delivery and community care6 industries · 36 applications
Retail and specialty shops6 industries · 36 applications
Commerce and business trade6 industries · 36 applications
Logistics, warehousing and vehicle services6 industries · 36 applications
Discrete manufacturing and production workshops6 industries · 36 applications
Process manufacturing and materials6 industries · 36 applications
Financial administration, membership and asset services6 industries · 36 applications
Education, training and childcare6 industries · 36 applications
Creative, media and personal services6 industries · 36 applications
Energy, recycling and environmental services6 industries · 36 applications
Scientific, technical and industrial support6 industries · 36 applications
Construction, design and property6 industries · 36 applications
Specialized health and wellness operations6 industries · 36 applications
Hospitality and food service6 industries · 36 applications
Local trades and everyday service businesses6 industries · 36 applications
Marine, aviation and transport infrastructure6 industries · 36 applications
Natural resources, metals and heavy materials6 industries · 36 applications
Food processing and agricultural trade6 industries · 36 applications
Agriculture and primary production6 industries · 36 applications
Facilities, premises and local utilities6 industries · 36 applications
Travel, tourism and visitor attractions6 industries · 36 applications
Sports, recreation and specialist personal services6 industries · 36 applications
Community, public services and independent work6 industries · 36 applications
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