Private equity→
adjacent proofDeal intel, diligence, LP reporting.
88% of agentic AI pilots never reach production. Scope and a measurement gate are what separate the other 12% (IDC, 2026).
IDC · 2026
Industries
17 industries. One method.
The build method is the same everywhere: deterministic systems, your cloud, measured payback. What changes per industry is the workflows, the compliance rules, and the proof. Where we have a published case study, the page shows it. Where we do not, the page says so, in those words.
The switchboard
Every industry, before and after
Finance & investment
Professional services
Operations & field
The manual path is dashed: Analysts pull comps by hand, LP updates built at quarter-end, Findings buried in inboxes. The system path replaces it, and a person approves before anything ships: Committee briefs, every line cited, Reporting assembles itself, Every past deal searchable.
Before: by hand
- 01Analysts pull comps by handhuman
- 02LP updates built at quarter-endhuman
- 03Findings buried in inboxeshuman
After: the system
- 01Committee briefs, every line cited
- 02Reporting assembles itself
- 03Your approvalhuman
- 04Every past deal searchable
Financial services→
adjacent proofUnderwriting, claims, KYC, reporting.
Klarna says its AI assistant performs the work of 853 full-time agents, handling roughly two-thirds of service chats (CX Dive, 2025).
Klarna · 2025
Law firms→
founding clientIntake, precedent, drafting.
Law-firm AI adoption tripled from 11% to 30% in one year (ABA, 2026).
American Bar Association · 2026
Accounting firms→
founding clientReturn prep, close, document chase.
Accounting firm AI adoption jumped from 9% to 41% in 2025 (CPA.com, 2025).
CPA.com · 2025
Healthcare clinics→
adjacent proofDocumentation, intake, prior auth.
Canadian physicians spend about nine hours a week on administrative work and judge 47% of it unnecessary, 19.8 million hours a year (CMA and CFIB, 2026, 1,924 self-selected respondents).
Canadian Medical Association and Canadian Federation of Independent Business · 2026 · 1,924 practising physicians, residents and fellows, open-link voluntary survey fielded July 31 to August 21, 2025, published January 26, 2026
Recruiting & staffing→
adjacent proofSourcing, screening, speed-to-submit.
Mastercard cut interview scheduling time by more than 85% and scheduled 88% of interviews within 24 hours (Phenom, 2025, vendor case study).
Phenom · 2025
Professional services→
case studyProposals, delivery, firm knowledge.
Small-business AI adoption reached 63-88% depending on survey, with productivity the #1 motivation (BizBuySell, 2026).
BizBuySell · 2026
Education providers→
founding clientTutoring, grading, enrollment.
Full-time lower secondary teachers average 41 hours a week, 15 of them on lesson prep, marking and admin rather than teaching (OECD TALIS 2024, OECD average, self-reported).
OECD · 2025 · About 280,000 lower secondary teachers and school leaders across 55 education systems, fielded 2024, results published October 7, 2025
Real estate→
case studyInvestor reporting, leases, listings.
85% of AI-using property operators saw measurable lead-to-lease improvement (EliseAI survey, 2025).
EliseAI · 2025
Logistics→
founding clientQuoting, intake, track-and-trace.
Drivers were detained in 39.3% of stops in 2023, and one stop in ten ran over two hours. Carriers collected detention fees on fewer than half the invoices they sent (ATRI, 2024, US for-hire trucking).
American Transportation Research Institute · 2024 · Driver and motor carrier survey responses plus ATRI truck GPS data, 2023 data year, published September 10, 2024
Construction→
adjacent proofTakeoffs, bids, RFIs, permits.
Canada's construction industry needs to hire 306,200 workers by 2034 and may still be short 34,300 (BuildForce Canada, 2026, forecast).
BuildForce Canada · 2026 · BuildForce Canada national labour market forecast, built on Statistics Canada labour force and investment data with industry validation, published July 20, 2026
Manufacturing→
founding clientDowntime, inspection, tribal knowledge.
US manufacturing could need 3.8 million new workers by 2033 and leave 1.9 million roles unfilled. 65% of manufacturers call talent their primary challenge (Manufacturing Institute and Deloitte, 2024, US projection).
The Manufacturing Institute and Deloitte · 2024 · Online survey of more than 200 US manufacturers plus executive interviews and labour supply and demand modelling, published April 2024
Retail & ecommerce→
founding clientAI-referred traffic, service, forecasting.
Retailers expected 19.3% of online sales to come back as returns in 2025, $849.9 billion across all channels (NRF and Happy Returns, 2025, US, large merchants).
National Retail Federation and Happy Returns · 2025 · 358 ecommerce professionals at merchants over $500 million in revenue and 2,006 consumers who returned an online purchase in the prior 12 months, fielded summer 2025, released October 15, 2025
Hospitality→
adjacent proofMissed calls, bookings, revenue.
Accommodation and food services had the highest job vacancy rate of any Canadian sector in May 2026, 4.3% against 2.8% nationally (Statistics Canada, 2026, a vacancy rate, not turnover).
Statistics Canada · 2026 · Job Vacancy and Wage Survey and Survey of Employment, Payrolls and Hours, reference month May 2026, released July 30, 2026
Automotive→
founding clientMissed calls, service booking, follow-up.
Dealers hold 29% of service visits, down from 33% in 2018. Among owners of vehicles two years old or newer, 54% went back to the selling dealer for service in 2025, down from 72% in 2023 (Cox Automotive, 2025, US owner survey).
Cox Automotive · 2025 · 1,974 US vehicle owners aged 18 to 75 who had a vehicle serviced in the prior 12 months, fielded April to May 2025, published November 11, 2025
Agriculture→
founding clientInputs, scouting, compliance records.
Farm operating expenses rose 5.1% in 2025 while cash receipts rose 4.7%, and realized net income slipped to $8.3 billion (Statistics Canada, 2026, national aggregate).
Statistics Canada · 2026 · National farm income accounts, released May 27, 2026
Energy & utilities→
founding clientVegetation, outages, load forecasting.
North American summer peak demand is forecast to rise by over 224 GW in the next 10 years, 69% above the previous year's projection, with new data centers driving most of the increase (NERC, 2026, a planner forecast).
North American Electric Reliability Corporation · 2026 · Load-serving entity and system planner forecasts submitted to NERC in mid-2025, covering the contiguous US, Canada and northern Baja California
What stays the same in all 17
See the full capability mapRetrieval
Hybrid retrieval over your own documents: vector similarity and full-text search run together and merge by reciprocal rank fusion, so a query lands on the right passage whether it matches meaning or exact wording. Every answer carries the source it came from.
Agents and orchestration
Agents run against a defined skill set with an autonomy level, a spend ceiling, and a promotion gate they have to clear before they act without review. Consequential actions arrive as proposals stating risk, reversibility and expiry.
Evaluation
Graded eval sets run against real work before a change ships, and again after. When a build changes, the harness resolves which evals the change touches and reruns those. A system with no measurement is a system nobody can defend.
Models
The right model for the job, not one model for everything. Frontier models for reasoning and long-document work, embedding models for retrieval, and ordinary classifiers or forecasts where a large model would be slower and worse.
Data boundary
The build runs in your accounts. Access is scoped at the database layer with row-level security rather than by policy, and API terms are no-training. Nothing proprietary leaves your infrastructure to make our product better.
What changes per industry is the systems it reads from, the rules it works under, the failure that matters most, and how much proof we can show. Each page says which.
Where the proof actually stands
2
case study
A published case study backs the page.
6
adjacent proof
The anchor case is from another sector, and the page says so.
9
founding client
No case study yet. The page says that in those words and offers founding terms.
How an industry engagement runs
01
Discovery
We map your workflows, your systems, and where the hours actually go. The free audit is this phase, productized: you keep the ranked plan either way.
02
Optimization
Highest-payback automations first. Scope and the measurement baseline are agreed in writing before anything is built.
03
Implementation
We build in your cloud, on your accounts, with a named team. You see working software every week, not a reveal at the end.
04
Post-deployment
Training, documentation, and monitoring until your team runs the system without us. The guarantee window is measured here.
Your industry is on this page or it is next.
Start with a call, or start with the free audit and know your number in five days. Either way, you talk to an engineer, not a sales inbox.