General AI Development
AI for Your Industry
The same building blocks, applied to the work of government, finance, health operations, retail, logistics and more.
Start here
One toolkit, many sectors
The services in this section are building blocks. A records search tool for a city, a claims reader for an insurer and a tagging system for a newsroom share most of their parts.
Pick your sector below to see where those parts tend to fit. These are examples of the kind of work we can scope with you, not a menu of finished products.
Sectors
Where the building blocks fit
Government & Public Agencies
Agencies handle large volumes of requests, records and notices with small teams and strict rules.
- Records and request search that cites the source section
- Inbox and case sorting for staff review
- Plain-language summaries of long documents
- Draft notices prepared for staff approval
Finance & Insurance
Document-heavy, rule-heavy work where every decision has to be traceable.
- Reading application and claim documents
- Anomaly flags sent to an analyst
- Demand and cash-flow forecasting
- Drafted client replies for advisor approval
Health Operations
We work on the administrative side: scheduling, records handling, billing paperwork and staff questions. We do not build tools that diagnose or treat patients.
- Appointment and staffing forecasts
- Reading intake forms
- Billing document checks
- A policy question assistant for staff
Retail & Online Stores
Catalogs, stock and customer questions change daily and span many channels.
- Demand forecasts by store and product
- Product-data cleanup and drafted descriptions
- Shopper question assistants
- Return and complaint pattern analysis
Logistics & Supply Chain
Shipments, documents and schedules move through many hands, and small delays add up.
- Delay-risk scores for shipments
- Reading shipping and customs documents
- Photo checks of loads and packaging
- Planning inputs for routes and loads
Factories & Production
Lines, machines and inspection steps produce data that rarely reaches the people who plan the work.
- Visual inspection of parts and packaging
- Maintenance risk scoring from sensor readings
- Work-instruction assistants
- Production planning forecasts
Associations & Nonprofits
Small staffs serve members, donors and volunteers who all expect quick answers.
- Member help assistants
- Renewal and giving forecasts
- Summaries of event feedback
- Drafted reports for staff review
Sports & Entertainment
Fans, tickets, schedules and content create steady questions and large piles of data.
- Attendance and concession forecasts
- Fan-support assistants
- Ticket demand analysis
- Tagging and search across content libraries
News & Publishing
Newsrooms and publishers work against deadlines, with large archives and constant reader questions.
- Story tagging and archive search
- Summaries of long public records
- Reader-question assistants
- Transcription and note organizing
Services
Mix and match from the full list
AI Strategy & Advisory
A ranked, staged plan that shows where AI belongs in your organization and what to build first.
Learn more →
Generative AI & Language Models
Assistants, drafting tools and search that answer from your own documents and show their sources.
Learn more →
Language & Document Intelligence
Read contracts, forms, emails and reports and turn them into organized, searchable data.
Learn more →
Is your project about video or live events?
Our AI Development section covers media understanding, archive search, highlight finding and more.
Questions
Common questions
Do you need experience in my sector first?
We start by learning your process from the people who do the work. Bring your rules and your vocabulary, and we will bring the engineering.
What about sensitive data in regulated sectors?
We agree handling, access and retention rules before any data is shared, and we say so when a use is not appropriate for AI. See AI Security & Governance.
My sector is not listed.
The list gives examples only. Tell us what you do and we will say whether the services here fit.
Tell us about your sector.
Describe the work and what data you hold, and we will suggest where to begin.