Industries
Data and AI that start from your industry’s numbers, and stay inside its rules.
Eight industries, each with its own numbers, rules and ways of working. Each page names where the work usually stalls, shows how the figures leaders argue about can be counted, sets out the rules that come with the data, and screens an AI use case before anyone meets it. Pick yours, or start from the decision in front of you.
Healthcare · Financial services · Manufacturing and utilities · Professional services · Public sector · Retail · Education · Private equity
- 1FindWhere the work stalls, in your industry’s terms
- 2CountEach number defined once, before the dashboard
- 3CheckThe rules that come with the data, by date
- 4ScreenEvery AI use case reviewed before launch
Eight industries
Find your industry, set out in its own language
Each page is laid out the way its readers already work: a ward chart, a ledger, a production routing, a memo, a public form, a store aisle, a course catalog and a data room. Each card shows one thing to try on the page and the evidence behind it.
-
Healthcare & Life Sciences
Hospitals, care providers, health plans and life sciences: one set of numbers from the roster to the claim, and AI that stays inside the clinical and privacy rules.
Try it on the page
See bed occupancy read as 77% or 92%, depending on which beds are counted
Behind it
45%fewer reporting errors
A multi-site care provider
Open the healthcare page -
Financial Services & Insurance
Banks, credit unions, insurers and asset managers: figures that tie out at quarter end, and AI decisions recorded with their reasons.
Try it on the page
See delinquency read as 4.0% by count or 6.0% by balance
Behind it
25%fewer manual comparison steps
A global asset manager
Open the financial services page -
Manufacturing, Industrial & Utilities
Plants, consumer goods, food and beverage, electronics and utilities: the next failure seen coming, from the grid to the line to the delivery.
Try it on the page
Recount one shift: OEE at 75% or 68%, depending on where changeovers go
Behind it
12%fewer delivery miles per order
A large food manufacturer and distributor
Open the manufacturing page -
Professional Services
Law, accounting, consulting, architecture and engineering firms: margin seen while an engagement can still change, and AI inside each client’s terms.
Try it on the page
Read the tracked changes: how the work changes, firm by firm
Behind it
15–25%of documents are nonstandard: now the only ones that need a reviewer
A global financial information and ratings provider
Open the professional services page -
Government & Public Sector
State agencies, cities, counties, public health and transit: shorter waits for residents, and every AI tool on record.
Try it on the page
Tick what your agency holds, and see which requirements are worth evaluating
Behind it
98%of recorded events validated on the first attempt
A US state government
Open the public sector page -
Retail & Consumer
Grocers, restaurant brands, consumer brands and direct-to-consumer sellers: repeat visits earned rather than bought, and shelves full when shoppers come.
Try it on the page
Ring up one promotion five ways: a 200% lift that lost 1,400 dollars of margin
Behind it
+11%repeat visits, among active members receiving tuned offers
A national quick-service restaurant chain
Open the retail page -
Education
Universities, community and technical colleges, districts and state systems: students reached by week three, and one set of numbers for the board and the state.
Try it on the page
Count one entering class three ways: 52%, 65% or 51.5%
Behind it
No education engagement is published yet. The page presents three results from other sectors as transfer credit, and says so.
Open the education page -
Private Equity & Portfolio Companies
Deal teams, operating partners and portfolio company leaders: data tested before signing, and AI value proved before the exit.
Try it on the page
Price one value creation plan three ways: 58.3, 34.1 or 28.6 million at 11 times
Behind it
No private-equity engagement is published yet. The page files three operating-company results by the value lever each would sit under.
Open the private equity page
Four steps
The same four steps, in eight sets of terms
Every industry page takes the same four steps, because every engagement does. What changes is the vocabulary, the numbers and the rules. A few examples of each, linked to where they sit.
- 1
Find where the work stalls
The problem as the people closest to it see it, and what it costs.
- Students missed until after the midtermEducation
- Margin seen only after the engagement endsProfessional Services
- Scrap found only at final inspectionManufacturing
- Applications no one can see movingPublic Sector
- 2
Count each number once
Each figure leaders argue about, counted every way it can be, with the arithmetic shown.
- A denial rate of 9% at first, 3.5% in the endHealthcare
- Net revenue retention at 104% or 99%Private Equity
- First-contact resolution at 80% or 65%Public Sector
- A DFW rate of 35% or 27.5%Education
- 3
Check the rules that come with the data
Who each rule reaches, where it stands this month, and what it asks of the data, linked to its source.
- Regulation S-P and SR 26-2Financial Services
- CJIS version 6.1 and Publication 1075Public Sector
- FERPA, and COPPA as amendedEducation
- The DOJ data security programPrivate Equity
- 4
Screen an AI use case before launch
What the tool decides, the data it touches, the rules to read, the conditions for use and who reviews it.
- An investment committee screenPrivate Equity
- A gate review before the plant floorManufacturing
- A rubric scored before students meet itEducation
- A review form before residents meet itPublic Sector
Then one first step, scoped to one problem, in any of the eight.
Ways in
Three ways to start, whatever the industry
The same first steps sit at the end of every industry page. Each is scoped to one problem, and none commits you to the next.
Find what is worth fixing first
Two weeks, one problem · AI & Data Assessment Sprint
One problem traced through your own systems to where it stalls; the gaps on one list with what each costs; an order-of-magnitude cost to fix them; and the next steps in order.
Ask about a sprint for your sectorReview the AI already in use
One AI use case, to a decision · AI Governance Quickstart
One AI use case taken through your rules and your data to a decision, with an inventory and a review path the rest of your AI can follow.
Ask about reviewing your AIData Maturity Assessment
Free; takes about six minutes · A self-serve assessment
Fifteen questions on lineage, quality, ownership, access and platform, scored on the spot, with no email asked for.
Take the six-minute assessment
Buying or holding a company? Data diligence for one deal starts on the Private Equity page.
A to Z
Sector not listed? Look it up
Many sectors sit inside one of the eight pages. Find yours below; each entry points to the page that covers it.
- Accounting and tax firms, see Professional Services
- Add-ons and carve-outs, see Private Equity & Portfolio Companies
- Architecture and engineering firms, see Professional Services
- Asset and wealth managers, see Financial Services & Insurance
- Banks and credit unions, see Financial Services & Insurance
- Cities and counties, see Government & Public Sector
- Community and technical colleges, see Education
- Consulting firms, see Professional Services
- Consumer goods, see Manufacturing, Industrial & Utilities; for loyalty and pricing, see Retail & Consumer
- Digital health, see Healthcare & Life Sciences
- Distribution and delivery routes, see Manufacturing, Industrial & Utilities
- Electronics, see Manufacturing, Industrial & Utilities
- Food and beverage, see Manufacturing, Industrial & Utilities
- Grocery and specialty retail, see Retail & Consumer
- Health plans, see Healthcare & Life Sciences
- Insurers, see Financial Services & Insurance; for health plans, see Healthcare & Life Sciences
- Law firms, see Professional Services
- Life sciences and pharma, see Healthcare & Life Sciences
- Nonprofit care providers, see Healthcare & Life Sciences
- Online and direct-to-consumer sellers, see Retail & Consumer
- Operating partners, see Private Equity & Portfolio Companies
- Public health, see Government & Public Sector
- Restaurant brands, see Retail & Consumer
- School districts, see Education
- State agencies, see Government & Public Sector
- State college and university systems, see Education
- Transit and transportation agencies, see Government & Public Sector
- Universities, see Education
- Utilities: electric, gas and water, see Manufacturing, Industrial & Utilities
Not in the index? Start from the decision instead
The five business priorities begin with the question in front of you, whatever the sector: what it is worth, who owns the decision, why the pilot stalled, whether the data is ready, and whether anyone is using it. Or bring the sector itself to a 30-minute call.
Book a call about your sectorQuestions
What leaders ask before choosing a page
Five questions about how the industry pages work and what sits behind them.
Do you only work in these eight industries?
No. These eight have pages of their own. The work underneath, joining systems, settling the numbers, checking the rules and putting AI into production with an owner, carries across sectors. The index above shows where neighboring sectors are covered, and the business priorities start from the decision rather than the sector.
Why do two of the pages show results from other sectors?
Because we publish only engagements we can describe, and not every industry has one yet. The Education page presents three results from other sectors as transfer credit, and the Private Equity page files three operating-company results by value lever. Each says so where its evidence starts.
Is the rules content on each page legal advice?
No. Each rules section is dated, says who each rule reaches, and links to its source, so your counsel can check it quickly. It shows what is worth evaluating; your counsel decides what applies.
How do the industry pages differ from the practice and business priority pages?
They are three ways into the same work. An industry page starts from your sector’s numbers and rules, a business priority from the decision in front of you, and a practice page from the capability, such as data engineering, AI or governance.
Can we start with one department, plant, program or deal?
Yes. The first steps on every industry page are scoped to one problem, and none commits you to the next.
Bring the number nobody in your sector counts the same way.
A rate your board, your regulator and your teams each read differently, a rule you are not sure reaches your data, or an AI tool already in use. Thirty minutes with the person who would lead the work.
Not sure which page is yours? Thirty minutes on your numbers, your rules or your AI.