Industries

How the same agent patterns adapt to any industry

We are industry-agnostic by design. The same agent patterns work wherever there is manual, repetitive, judgement-heavy operations work to replace. What changes industry to industry is the constraint each one carries: the regulator, the legacy system, the customer expectation, the time pressure. The sections below are the industries we know best from the workflows we have shipped, with the business units we serve at the end. If your industry is not listed, the pattern almost certainly still applies, talk to us.

Same patterns. Any industry, any operations team.

Every agent engagement has the same shape. Pick the workflow eating the most hours. Build one agent against it. Run it shadowed by your team until they trust the output. Cut over with clear escalation and an audit trail. What changes between a hospital, a bank, a steel plant, a university and a non-profit is what the room will accept. A compliance officer reading PHI access logs has a different bar than a partner reviewing a redline. A planner watching a line run has a different bar than a leasing agent racing a five-minute response window. The sections below name the binding constraint in each industry and the agent shape that respects it. The list is not exhaustive. If your industry is missing and your team runs repetitive, judgement-heavy operations work, the same logic applies.

Industry

Logistics & Supply Chain

The unique challenge

A customer asks where their container is. The answer lives in the ocean carrier's portal, the customs broker's email, the OMS, and the warehouse WMS, and nothing reconciles cleanly because the booking number, the BOL number, and the customer's PO are three different identifiers. The planner alt-tabs four screens for one answer.

How we tackle it

Day one we wire the agent into your carrier APIs, customs feeds, the OMS, and customer portals. It builds one canonical shipment record and watches for the events that matter: rolled containers, delayed customs clearance, missed cut-offs. The planner sees a queue of exceptions with the next action pre-written.

Example workflows we automate here

  • Shipment tracking and exception alerts
  • Live route re-optimisation
  • Customs documentation extraction
  • Supplier risk monitoring
  • Inventory reorder triggering
  • Carrier-rate quote comparison

Industry

Healthcare

The unique challenge

Every admin workflow sits one click from the chart in Epic or Cerner, so every design decision is also a HIPAA decision. The agent's audit log has to stand up two years later when a regulator asks why a particular record was read on a Tuesday afternoon.

How we tackle it

Before any code is written we sit with your privacy officer and agree Minimum Necessary scope: which fields the agent may read, which it must never touch, who gets paged on an anomalous access pattern. It runs under a named service identity with role-based access, request-level logging, and a human checkpoint on anything clinical-adjacent. Clinicians keep clinical calls. The agent works the admin ring around them.

Example workflows we automate here

  • Appointment scheduling and reminders
  • Benefits and eligibility verification
  • Prior-authorisation tracking
  • Claims-status checks
  • Denials triage and re-submission
  • Referral routing

Industry

Banking & Finance

The unique challenge

Model risk, three lines of defence, and an internal auditor who will reopen a closed alert eighteen months from now and ask why. Speed is welcome. Opacity is fatal. An agent that cannot explain itself in the language of your risk taxonomy will not survive the first quarterly review.

How we tackle it

Risk, compliance and the second line come into the first build call, not the last. Together we write down what the agent may decide alone, what it must escalate, and what every action has to log so the auditor's question gets a one-click answer. The agent carries the structured load: reconciliations, KYC review, alert triage. Real judgement calls land on an analyst's desk with the evidence pack already attached.

Example workflows we automate here

  • Account reconciliation
  • Regulatory-report data validation
  • KYC and AML document review
  • Transaction-monitoring alert triage
  • Loan-application document intake
  • Vendor-contract review

Industry

Retail & E-commerce

The unique challenge

The customer no longer wants a ticket number. They want it resolved in this conversation. Most of those conversations are where-is-my-order, returns, and exchanges, queueing behind each other in Gorgias or Zendesk while the genuinely angry customer waits a day for a human.

How we tackle it

The agent reads order state from Shopify, shipment state from the carrier, and inventory from the OMS, then closes 80 to 90 percent of routine tickets in the same conversation. Refund authority is capped at the limit your finance team sets. Anything above the cap, anything with sentiment flags, anything low-confidence, escalates with the context summary pre-written.

Example workflows we automate here

  • WISMO and order-status resolution
  • Returns and exchanges automation
  • Inventory-out triage and substitution
  • Subscription management and pause/cancel
  • Product-recommendation Q&A
  • Review-response handling

Industry

Manufacturing

The unique challenge

Numbers live in SAP, line state in the MES, quality in its own system, maintenance in another, and the supplier promised lead times by email. The planner spends the morning copying figures into a spreadsheet so she can plan the afternoon. The line keeps running and decisions keep landing on yesterday's data.

How we tackle it

The agent pulls from SAP or Oracle, the MES, the quality system, the CMMS and the supplier portal on a live cadence and holds one planning view. Schedules re-cut as demand and capacity shift. Quality defects classify and route to the right operator within minutes. Downtime root-cause packs are ready before the morning stand-up, not assembled inside it. The operator keeps override on every production call.

Example workflows we automate here

  • Live production scheduling
  • Quality-defect classification and routing
  • Downtime root-cause assembly
  • Maintenance work-order prioritisation
  • Supplier-quality scorecard updates
  • Purchase-requisition routing

Industry

Insurance

The unique challenge

Before the adjuster decides a claim, she has to build it: the FNOL transcript, photos from the policyholder, the police report, two repair estimates, the telematics extract, the prior claims history, the policy as written. The file lives across email, Guidewire, the imaging system, and the carrier's portal. Most of her day is the assembly. None of the assembly is the work she trained for.

How we tackle it

The agent intakes the claim from FNOL, classifies severity against your rubric, cross-checks coverage in Guidewire, pulls supporting documents and structured data into the claim file, and routes by exception. By the time the adjuster opens it the file is complete and the questions worth asking are at the top. She spends her day on coverage decisions and the policyholder call.

Example workflows we automate here

  • First-notice-of-loss intake and severity classification
  • Document extraction from claim packets
  • Subrogation triage
  • Underwriting-file assembly
  • Policy-renewal data validation
  • Agent-question routing

Industry

Real Estate

The unique challenge

An inbound lead replied to inside five minutes converts roughly three times better than one that waits an hour. No human team covers that window across evenings, weekends, and three timezones. On the property-management side the same clock runs on maintenance tickets and tenant questions: a fast, contextual answer is the difference between a renewed lease and a churn.

How we tackle it

Day one the agent sits on the lead form and the shared inbox, replying within minutes, qualifying against your criteria, booking tours into the right agent's calendar in Salesforce, and running follow-up sequences personalised to what the lead asked. On the management side it triages maintenance against the lease, property history, and vendor list, and chases rent with the right tone for the right tenant. Your agents and managers handle the conversations that close deals.

Example workflows we automate here

  • Inbound-lead qualification and follow-up
  • Tour scheduling across calendars
  • Property-listing Q&A
  • Maintenance-ticket triage
  • Rent-reminder and late-fee handling
  • Lease-renewal nudge sequences

Industry

Recruitment & HR

The unique challenge

The recruiter's edge is the half-hour call with a strong candidate. Almost none of her day is spent on it. The rest is screening hundreds of CVs in Workday or Greenhouse, juggling four interview panels across Outlook and Zoom, chasing references, and shepherding new hires through fourteen onboarding forms. Headcount has not moved in two years. Req volume has doubled.

How we tackle it

The agent screens every CV against the role's criteria and ranks them, books interviews around the panel's real calendars, runs candidate FAQ on email and chat, chases references, and pre-fills onboarding paperwork before day one. The recruiter keeps the shortlist call and the offer call. The hours she gets back go into the conversations that decide hires.

Example workflows we automate here

  • Resume screening and ranking
  • Interview scheduling across calendars
  • Candidate-question chat
  • Reference-check coordination
  • Offer-letter assembly
  • Onboarding paperwork chase

Industry

Education

The unique challenge

An admissions team answers the same forty questions about deadlines, fees, transfers and visa documents every cycle. Financial aid sits on a queue of standard verification packets while a few genuinely complex appeals wait behind them. Student services repeats itself across enrolment, withdrawal, and accommodation requests. The judgement-heavy decisions are buried under the routine ones.

How we tackle it

The agent reads inbound enquiries, answers the routine ones from the published policy and the student record, opens cases on the rest, and pre-checks the documents the registrar would otherwise verify by hand. FERPA-equivalent privacy rules are written down before the build starts; access is scoped and every read is logged. Counsellors keep the conversations that decide outcomes.

Example workflows we automate here

  • Admissions enquiry triage and FAQ
  • Application document verification
  • Financial-aid packet pre-check
  • Enrolment and withdrawal forms
  • Transcript and certification requests
  • Student-support ticket routing

Industry

Energy & Utilities

The unique challenge

Asset data lives in the GIS, work orders live in the CMMS, customer state lives in the billing system, and outage events land across SCADA, the contact centre and social media at the same time. Dispatchers reconcile faster than the storm moves. Compliance reporting then asks for the whole picture three weeks later in a different format.

How we tackle it

The agent pulls from the GIS, the CMMS, the meter data system and the outage feed into one operational picture. It triages inbound outage reports against known incidents, drafts customer notifications against your tone guide, and assembles the regulatory report from the same audit trail it generated for operations. The dispatcher sees a deduplicated, prioritised queue, not a flood of inbound.

Example workflows we automate here

  • Outage report triage and deduplication
  • Field work-order assembly
  • Meter-data exception handling
  • Customer notification drafting
  • Asset-inspection report review
  • Regulatory submission assembly

Industry

Telecommunications

The unique challenge

Provisioning a single business circuit can touch five internal systems and two external carriers, and the order misses an SLA every time one of them returns an unexpected status. Field service runs against a daily-changing list of trouble tickets where most of the diagnostic data is already in the network management system, if anyone had the time to look.

How we tackle it

The agent watches the order journey end to end, surfaces the orders that are stalled with the system that stalled them and the next action pre-drafted, and triages field tickets against device telemetry, customer history and the truck-roll cost. The dispatcher sees prioritised work, not a queue. The provisioning engineer sees stalls, not status pages.

Example workflows we automate here

  • Order-to-activation status reconciliation
  • Field-service ticket triage
  • Network-event alert summarisation
  • Billing-dispute investigation
  • Customer-churn early signal review
  • Roaming and usage anomaly handling

Industry

Media & Entertainment

The unique challenge

Rights, royalties and contributor admin sprawl across spreadsheets, contracts and rights-management systems that were never designed to talk. A simple question, can we use this clip in this market on this date, takes hours to answer because the answer is hidden in seven documents drafted by different lawyers across a decade.

How we tackle it

The agent reads the contract corpus and the rights-management system into one queryable view, answers the can-we-use questions with citations to the source clause, and triages royalty statements against the underlying deals. Anything ambiguous routes to the rights lawyer with the conflicting clauses pre-extracted.

Example workflows we automate here

  • Rights and clearance lookups
  • Royalty-statement reconciliation
  • Contributor and talent onboarding
  • Content-metadata enrichment
  • Distribution-window tracking
  • Contract-clause precedent search

Industry

Travel & Hospitality

The unique challenge

A weather event grounds a fleet of flights at 06:00 and the contact centre, the airport desk, the loyalty team and the social account all start solving the same problem for different customers in different ways. The first hour is spent figuring out who is affected, the second hour is spent telling them, and the third hour is spent reconciling whatever was promised against what policy actually allows.

How we tackle it

The agent merges the disruption feed with the booking system, generates the affected-customer list, drafts the personalised re-booking option for each one against your fare and policy rules, and runs the routine ones end to end. Premium and complex cases route to an agent with the full context already assembled. The same pattern runs on post-stay resolution.

Example workflows we automate here

  • Disruption re-booking and notifications
  • Booking-modification handling
  • Loyalty-account enquiry resolution
  • Post-stay complaint triage
  • Group-booking coordination
  • Refund and goodwill-credit issuance

Industry

Construction

The unique challenge

A live job site runs on submittals, RFIs, change orders and subcontract communications that arrive faster than the project manager can route them. Each one carries a regulatory or contractual deadline. Miss one and the schedule moves; miss two and the claim follows. The project manager spends the day routing, not deciding.

How we tackle it

The agent reads incoming submittals and RFIs against the spec and the contract, routes each to the right reviewer with the relevant pages highlighted, tracks responses against the deadline, and assembles the daily report from the project management system without anyone retyping yesterday's notes. The PM keeps the calls that actually decide cost and schedule.

Example workflows we automate here

  • Submittal and RFI routing
  • Daily-report assembly
  • Subcontractor compliance tracking
  • Change-order document review
  • Punch-list triage
  • Permit and inspection coordination

Industry

Pharma & Life Sciences

The unique challenge

Every workflow sits inside a validated environment with computer-system validation, predicate rules, and an inspector who can ask, two years later, exactly how a particular decision was reached. Adverse-event intake, regulatory submission assembly, and quality-event triage all carry the same constraint: the audit trail is the deliverable, not the speed.

How we tackle it

We design the agent against your CSV requirements before the first build call. Every action is logged with the inputs, the model version, the rule that fired, and the human review where one applied. Safety-relevant signals halt the agent and page the safety lead. Routine, low-risk packet work runs through with the audit trail an inspector can read.

Example workflows we automate here

  • Adverse-event intake and triage
  • Regulatory submission assembly
  • Quality-event document review
  • Clinical-document extraction
  • Medical-information enquiry routing
  • Supplier-qualification document checks

Industry

Professional Services

The unique challenge

The firm sells billable hours and burns non-billable ones on timesheet chase, conflict checks, engagement-letter drafting and matter or project intake. The partner sees the leakage on the P&L; the associate or manager feels it on the calendar. Neither has a way to fix it without hiring an admin team that the firm cannot justify.

How we tackle it

The agent prompts timesheet entries from calendar and email signals, runs conflict checks against the client list and the matter database, drafts engagement letters from the playbook, and intakes new matters with the documentation pre-classified. The partner approves; the associate spends the recovered hours on the work the client is actually paying for.

Example workflows we automate here

  • Timesheet capture and chase
  • Conflict and KYC checks
  • Engagement-letter assembly
  • Matter and project intake
  • Billing-narrative review
  • Internal-knowledge search

Industry

Food & Restaurants

The unique challenge

A multi-site operator runs the same supplier, menu, allergen, food-safety, and franchise-compliance loops in every location, with paper-trail expectations that vary by jurisdiction. Head office spends the week chasing site managers for forms; site managers spend the week filling them in instead of running the shift.

How we tackle it

The agent reads supplier invoices, food-safety logs and franchise compliance returns from the systems the sites already use, flags exceptions against the standard, and prepares the central report without the site retyping anything. Site managers see only what needs their attention. Head office sees the network in one view.

Example workflows we automate here

  • Supplier invoice and pricing review
  • Menu and allergen-update propagation
  • Food-safety log exception triage
  • Franchise-compliance reporting
  • Inventory and ordering reconciliation
  • Guest-feedback triage

Industry

Automotive Dealer Networks

The unique challenge

A dealer group runs the same lead-to-test-drive funnel, the same service drive, and the same warranty-claim pipeline across every rooftop, on a DMS that does not quite talk to the OEM, the CRM, or the service scheduler. Leads cool, service slots go unsold, and warranty claims age out of recoverability because nobody has the time to stitch the systems together.

How we tackle it

The agent pulls leads from the CRM, vehicle history from the DMS, service availability from the scheduler, and warranty rules from the OEM portal into one operational view. Inbound leads get a response inside the window that converts. Service drives stay full. Warranty claims get assembled and submitted before the recoverability clock runs out.

Example workflows we automate here

  • Inbound-lead response and qualification
  • Service-appointment scheduling
  • Warranty-claim assembly
  • Parts and inventory triage
  • Repeat-customer follow-up
  • OEM reporting reconciliation

Industry

Agriculture & AgriTech

The unique challenge

Field data, supply data, traceability records and compliance returns sit in different systems and arrive on different cadences. The operator running a farming or processing operation reconciles those records by hand for buyers, certifiers, and regulators, and the cost lives in the back office rather than on the balance sheet.

How we tackle it

The agent pulls field, equipment, supply and traceability data into one view, runs the certifier or buyer-specific report off that audit trail, and flags exceptions that would otherwise reach the buyer before they reach the operator. The agronomist or operator keeps the calls that decide the agronomy or the contract.

Example workflows we automate here

  • Traceability and provenance reporting
  • Buyer and certifier submissions
  • Field-data reconciliation
  • Input and supply-order matching
  • Equipment maintenance scheduling
  • Compliance and audit-pack assembly

Industry

Non-profit & NGO

The unique challenge

Grant admin, donor records, programme reporting and compliance returns absorb the staff capacity that should be going into the programme itself. Every funder wants a slightly different report on a slightly different cadence. The finance director spends quarter-end reformatting numbers that already exist in the accounting system.

How we tackle it

The agent reads from the grant management system, the CRM, and the accounting system, prepares the per-funder report against each funder's template, drafts donor acknowledgements from the gift record, and flags compliance exceptions early. The team spends recovered hours on the programme.

Example workflows we automate here

  • Grant-report assembly per funder
  • Donor acknowledgement drafting
  • Programme-data reconciliation
  • Compliance-return assembly
  • Beneficiary case-record review
  • Volunteer-coordination admin

Business units

Selling to the function: business units we serve

Industry is one axis. The function inside the company is the other. The same agent shapes show up inside almost every business unit that runs operations at scale. The list below names the units we are asked to work with most often. The pattern is the same whether the unit sits inside a fintech, a hospital network, a property group, or a charity.

  • Finance & accounting. AP reconciliation, intercompany matching, expense-policy enforcement, month-end accruals, audit-evidence assembly. Structured input, repeatable shape, auditor will reread it later.
  • Procurement. Supplier onboarding, contract repository search, three-way matching, spend categorisation, RFP intake. Long tail of routine cases, a few real negotiations a buyer should keep.
  • Sales operations. Lead triage and routing, quote and order-form assembly, CRM hygiene, pipeline review preparation, territory and quota admin. The work nobody outside ops sees and everyone inside ops carries.
  • Marketing operations. Campaign QA, list and consent reconciliation, attribution data stitching across the analytics stack, vendor and budget tracking, content compliance review. Plumbing, not creative.
  • Customer success & support. Tier-one ticket resolution, knowledge-base search and answer drafting, renewal-risk surfacing from product usage and ticket history, account-health summarisation. The CSM keeps the conversation; the agent keeps the queue.
  • HR operations. Resume screening, interview scheduling, onboarding-paperwork chase, leave and benefits enquiry triage, policy lookup. The recruiter and the HRBP get back the hours that buy attention to the people, not the forms.
  • IT & service management. Tier-one ticket triage, access-request review against policy, knowledge-article drafting from resolved tickets, incident-summary assembly, change-record completion. The on-call engineer stops being a switchboard.
  • Risk & compliance. Policy-deviation surfacing, control-evidence assembly, audit-prep packs, KYC and sanctions document review, regulatory-update tracking. The team moves from evidence-gathering to evidence-judgement.

Process

How an engagement actually works

  1. 01
    Scope. We start with the workflow that costs your team the most hours and the regulatory or operational constraint that bounds it. One workflow, one constraint, one measurable target.
  2. 02
    Shadow run. We build one agent against that workflow, instrument it, and run it shadowed by your team for a defined window so you see exactly what it does before it goes live.
  3. 03
    Cut over. Live cut-over with rollback hooks, escalation rules, and audit logs your compliance team can actually defend. The team retains override authority on the calls that matter.
  4. 04
    Extend. Once the first workflow is paying back, we extend the patterns to adjacent ones, usually faster, because the integration and governance layer is already in place.

Have a workflow that fits the pattern?

Tell us about the routine that costs your team the most hours each week, in any industry. We will reply within one business day with a useful first answer.

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