AI operating leverage, by industry.
The same architecture works wherever a business runs high-volume, rule-bound, coordination-heavy work. AdTech is where we have proven it in production. In other industries we use the same diagnostic to find out whether one workflow is worth redesigning, and we tell you plainly if it isn't.
The coordination tax looks the same in every industry.
In most businesses, the expensive part of a process is not the work itself. It is moving information between systems, checking it, chasing approvals and handling the cases that don't fit. That is the coordination tax. It grows with volume, so it grows with headcount.
Our approach is the same in every industry. AI agents prepare, classify and route the work. Deterministic checks verify every proposed action before it touches money, data or a customer. Anything that fails a check goes to a named person. Agents never hold the keys to pay, publish or settle. Every step is logged.
What changes by industry is the surface: the workflows, the systems, the rules and the mistakes that matter most. Below are detailed guides for 28 industries: the five we see most often first, then 23 more.
The five industries we see most often.
These are the workflows we examine first. They are patterns we see across the sector, not a list of past clients. Only the AdTech page describes production work.
| Industry | Typical coordination-heavy workflows | Where the friction usually sits | Industry page |
|---|---|---|---|
| AdTech and programmatic | Partner discrepancy reconciliation, IO-to-line-item trafficking and QA, deal ID troubleshooting, invalid-traffic review, ads.txt and sellers.json hygiene, pacing and reporting. | Verification and reconciliation. Numbers from the ad server, SSPs, DSPs and billing disagree, and people fix it in spreadsheets after the fact. | AdTech: production proof and workflows |
| E-commerce and marketplaces | Returns and refunds, order exceptions, carrier claims, chargebacks, seller and catalog onboarding, price and promotion changes. | Decision and execution. People apply policy case by case and issue money back under time pressure. | E-commerce: returns, orders and catalog |
| SaaS and technology | Order form to billing setup, customer provisioning, support triage, security questionnaires, renewal preparation, dunning. | Processing and hand-offs between sales, finance and customer success. The same contract is re-keyed into three systems. | SaaS: quote-to-cash and customer operations |
| Finance and back-office operations | AP invoice processing, bank reconciliation, collections and cash application, vendor onboarding and KYC/KYB, month-end close, expense audit. | Verification and controls. Matching, four-eyes checks and evidence for auditors take more time than the transactions themselves. | Finance operations: AP, AR, close and checks |
| Professional services | Client intake and conflict checks, scoping and proposals, client reporting, timesheet and billing reconciliation, client onboarding, candidate screening. | Demand and input. Senior people assemble documents from old ones, and time leaks between the work and the invoice. | Professional services: intake to invoice |
23 more industry guides, the same architecture.
The same coordination patterns show up across almost every sector. Each has its own page with workflows, metrics, failure controls and a worked example. They are starting points for the free diagnostic, not past client work. If your industry isn't listed, use the General track; the diagnostic adapts to the workflow you describe.
| Industry | Workflows we would examine first | Where the friction usually sits | Industry page |
|---|---|---|---|
| Insurance | First notice of loss intake, claims triage and document checks, policy endorsements, broker submissions, subrogation follow-up. | Decision and verification. Every claim needs evidence checked against policy terms before money moves. | Read the full guide Track: Other / General |
| Banking, lending and fintech | Loan application checks, KYC/KYB refresh, payment exceptions and investigations, dispute handling, regulatory reporting packs. | Verification. Four-eyes checks and audit evidence absorb skilled time on routine cases. | Read the full guide Track: Other / General |
| Healthcare administration | Patient intake and referrals, prior authorisation packs, appointment scheduling, coding and billing queries, denials follow-up. | Demand and input. Information arrives incomplete across fax, email and portals. Clinical decisions always stay with clinicians. | Read the full guide Track: Other / General |
| Pharma and life sciences operations | Supplier and batch documentation review, adverse-event intake triage, regulatory document assembly, medical information requests. | Verification. Strict documentation standards make every hand-off a checking step. | Read the full guide Track: Other / General |
| Logistics, freight and 3PL | Shipment booking and documentation, customs paperwork, carrier invoice audit, exception and delay handling, proof-of-delivery claims. | Execution and exceptions. Status lives in many carrier systems and people chase it by email. | Read the full guide Track: Other / General |
| Manufacturing | Purchase order and supplier confirmation, quality non-conformance reports, production scheduling changes, spare-parts requests, warranty claims. | Information movement between ERP, email and the shop floor, with quality checks that can't be skipped. | Read the full guide Track: Other / General |
| Wholesale and distribution | Order entry from email and PDF, quote preparation, credit checks, back-order communication, rebate and pricing reconciliation. | Processing. Orders arrive unstructured and are re-keyed into the ERP. | Read the full guide Track: E-commerce / Marketplace |
| Retail (multi-store) | Store replenishment requests, supplier invoice matching, promotion setup, store issue tickets, stock-count discrepancy follow-up. | Coordination between head office, stores and suppliers. | Read the full guide Track: E-commerce / Marketplace |
| Travel and hospitality | Group booking requests, supplier rate loading, changes and cancellations, guest service requests, commission reconciliation. | Exceptions. Changes and cancellations break the normal path constantly. | Read the full guide Track: Other / General |
| Real estate and property management | Tenant onboarding and screening, maintenance request routing, lease abstraction, service-charge reconciliation, listing updates. | Demand and input across tenants, owners and contractors. | Read the full guide Track: Other / General |
| Construction and engineering | RFI and submittal tracking, subcontractor document checks, change-order paperwork, site report consolidation, invoice certification. | Verification. Documents must match contracts before payment is certified. | Read the full guide Track: Other / General |
| Energy and utilities | New connection requests, meter-read exceptions, billing disputes, field work-order scheduling, regulatory reporting. | High-volume exceptions against strict regulatory rules. | Read the full guide Track: Other / General |
| Telecom and connectivity | Order provisioning hand-offs, number porting, fault ticket triage, partner billing reconciliation, contract changes. | Hand-offs between sales, provisioning and billing systems. | Read the full guide Track: SaaS / Technology |
| Media, publishing and entertainment | Rights and licensing checks, content metadata and scheduling, royalty statements, sponsorship delivery reporting. | Reconciliation of rights, usage and payments across partners. | Read the full guide Track: AdTech / Programmatic |
| Marketing and creative agencies | Campaign briefs and trafficking, asset versioning and approvals, client reporting, media invoice reconciliation, timesheets. | Approvals and reporting. Senior time goes into assembling decks and checking numbers. | Read the full guide Track: AdTech / Programmatic |
| Legal services | Matter intake and conflict checks, contract first review against a playbook, due-diligence document sorting, billing narrative review. | Demand and input. Legal judgement stays with lawyers; the assembly work around it doesn't need to. | Read the full guide Track: Other / General |
| Accounting and tax practices | Client document collection, bookkeeping categorisation, reconciliation queries, tax-return preparation checklists, engagement letters. | Information movement. Missing client documents stall every deadline. | Read the full guide Track: Other / General |
| HR, recruitment and staffing | Candidate intake and scheduling, onboarding paperwork, timesheet and payroll checks, contractor compliance documents. | Processing. Hiring decisions stay human; the scheduling and paperwork around them are high-volume. | Read the full guide Track: Other / General |
| Education and training providers | Admissions enquiries and document checks, course scheduling, learner support triage, accreditation reporting. | Seasonal demand peaks that are staffed by hand. | Read the full guide Track: Other / General |
| Agritech and food supply | Supplier and farm onboarding, traceability records, order and delivery coordination, quality and certification documents. | Traceability. Records must be complete and consistent along the chain. | Read the full guide Track: Other / General |
| Nonprofits and associations | Member and donor enquiries, grant application and reporting packs, event registration, volunteer coordination. | Small teams with high volumes of repetitive coordination. | Read the full guide Track: Other / General |
| Government and public administration | Application and document processing, high-volume correspondence, research across document collections, case routing and exception handling. | Volume and accountability. Backlogs grow, while sensitive data and legal duties rule out generic automation. | Read the full guide Engagements on request |
| Automotive and mobility | Dealer and fleet orders, warranty claims processing, parts requests, vehicle documentation, service scheduling. | Claims and exceptions checked against manufacturer rules. | Read the full guide Track: Other / General |
How to tell if your workflow is a fit.
Industry matters less than the shape of the work. A good candidate usually has most of these five traits.
| Volume | It runs hundreds or thousands of times a month, or it consumes at least a meaningful part of one person's week. Low-volume work rarely repays the design effort. |
| Repeatability | Most cases follow the same steps. People could write the steps down, even if nobody has. |
| Rules plus exceptions | There is a policy, price book, contract or tolerance that decides most cases, and a smaller set of exceptions that need judgment. Agents handle the first group. People keep the second. |
| Verification needs | A wrong result costs money, trust or compliance, so someone checks the work today. That check is where a deterministic verification gate replaces a manual review. |
| Data already digital | The inputs arrive as system records, emails, PDFs or exports that software can read. You don't need perfect data, but it has to exist somewhere other than people's heads. |
When it isn't a fit
| Every case is unique | If each instance needs fresh expert judgment, AI can help an expert work faster, but the workflow will not run on rules and exceptions. |
| The process is about to change | If you are replacing the ERP, changing the business model or reorganizing the team, measure after the change, not before. |
| Nobody owns the exceptions | Verified automation needs a named person who decides what agents may not decide. Without that owner, we would recommend not proceeding. |
| You want a chatbot or a one-off script | We redesign how a workflow is coordinated and checked. For a simple tool, a tool vendor is the better choice. |
Tailored questions for your type of business.
The Free AI Operational Diagnostic has 10 short steps and takes about 8–12 minutes. You pick your business type and one recurring workflow. The questions then adapt.
| Diagnostic track | Who it is for |
|---|---|
| AdTech / Programmatic | Ad networks, SSPs, DSPs, ad servers, publishers and agencies running programmatic operations. |
| E-commerce / Marketplace | Online retailers, D2C brands and marketplaces. |
| SaaS / Technology | Software and technology companies, including their finance and customer operations. |
| Other / General Business | Everyone else, including finance and back-office teams and professional services firms. |
You get an Operational Leverage Snapshot on screen and as a PDF. It shows your top opportunities with a leverage signal (High, Medium or Investigate) and a confidence level, a five-stage friction map, the AI depth the workflow likely needs, what we know and don't know, and what to measure next. It does not promise savings. Measuring savings is the job of the paid Audit.
Start free. Pay only when you need evidence.
The path is the same in every industry. Each step stands on its own, and you can stop after any of them.
| 01 | Free AI Operational Diagnostic | 10 steps, 8–12 minutes. You get the Snapshot and a PDF straight away. |
| 02 | Operational Leverage Audit, from $1,500 | Fixed fee, one workflow, 10–15 working days after data access. A measured baseline, a future-state design, a benefit model with stated assumptions and a go / no-go recommendation. "Don't proceed" is a valid result. |
| 03 | Pilot implementation, from $6,000 | Fixed scope. One Audit-identified workflow built and run in your environment, with verification gates and human exception hand-off, measured against the Audit baseline. Typically 4–8 weeks. |