AI agents for the companies that run the real economy.
192 industries and 768 use cases, written for midsize companies: manufacturers, distributors, contractors, clinics, banks, agencies and service firms with lean back offices and real operations.
In short
Midsize companies outside tech get the fastest payback from AI agents in back-office and operations work that is high-volume, rule-based and spread across email, spreadsheets and an ERP: order entry, invoices and collections, scheduling and dispatch, quoting, compliance paperwork and customer calls. Pick your industry to see the use cases and the agents that run them.
Manufacturing
29 industriesManufacturingInvisible line losses · Production schedulingFood & Beverage ManufacturingRetailer chargebacks and deductions · FSMA and audit paperworkPlastics & PackagingQuotes that take days · Resin costs that eat marginMetal Fabrication & MachiningEstimating is the bottleneck · Due dates that slipIndustrial Machinery & EquipmentConfigured quotes stuck in engineering · Aftermarket parts left on the tableSpecialty ChemicalsEnvironmental permits and reports · Batch deviationsBuilding Products & MaterialsDealer orders by email and PDF · Seasonal demand swingsConsumer Products ManufacturingRetailer compliance and chargebacks · Forecasts by channelAerospace & Defense SuppliersFirst-article and inspection records · RFQs with long technical packagesAutomotive Parts SuppliersOEM release changes · PPAP and quality documentationElectronics Contract ManufacturingBOM quotes with shortages · Engineering change ordersMedical Device ManufacturingComplaint handling and CAPA · Design and production recordsContract Pharma & NutraceuticalsBatch record review · Deviations and OOS resultsCosmetics & Personal CareRetailer onboarding and chargebacks · Ingredient and label compliancePaper, Printing & ConvertingEstimating custom jobs · Press schedulingTextiles & Apparel ManufacturingSeasonal production plans · Retailer compliance and deductionsFurniture & CabinetryConfigured dealer quotes · Order changes and statusGlass, Ceramics & StoneProject quotes and takeoffs · Furnace and kiln utilizationRubber & Plastic ComponentsMold maintenance · Resin price escalatorsFoundries & ForgingScrap and casting defects · Energy-heavy schedulesHVAC Equipment ManufacturingContractor and distributor quotes · Technical support callsElectrical Equipment ManufacturingSubmittals and technical quotes · Long-lead componentsPumps, Valves & Flow ControlConfigured orders · Distributor supportAgricultural & Construction Equipment ManufacturingDealer orders and support · Seasonal productionBakery & Snack FoodsPromotion-driven demand · Retailer deductionsMeat & Poultry ProcessingInspection and HACCP records · Yield and giveawayDairy & Beverage ProcessingDaily order to production · Sanitation and CIP recordsCraft Breweries, Wineries & DistilleriesExcise and compliance reporting · Distributor depletion dataPet Food & Pet ProductsChannel forecasts · Ingredient sourcing
Distribution & Logistics
20 industriesLogistics & TransportationExceptions discovered late · Manual route planningWholesale DistributionOrder entry by hand · Pricing and rebates that leakFoodservice DistributionLate-night orders by text · Routes rebuilt every morningIndustrial & MRO DistributionPart lookup and cross-reference · RFQs from plant buyersWarehousing & 3PLClient billing that misses charges · Exceptions clients discover firstWaste & Environmental ServicesRoute density and missed pickups · Truck downtimeBuilding Materials DistributionContractor orders by text · Delivery routingElectrical, Plumbing & HVAC DistributionProject quotes · Counter and phone ordersChemical DistributionSDS and documentation requests · Hazmat shipping complianceMedical Supply DistributionClinic orders and substitutions · Contract pricing accuracyBeverage & Alcohol DistributionRoute sales support · Delivery routingAuto Parts DistributionFitment calls from shops · Hot-shot deliveriesTrucking & LTL CarriersLoad quotes and spot pricing · Driver recruiting and retentionFreight BrokerageQuote speed · Carrier vetting and fraudLast-Mile & Final-Mile DeliveryRoute planning · Customer updatesCold Chain LogisticsTemperature excursions · Customer billingMoving & RelocationInbound leads and estimates · Crew and truck schedulingDrayage & Freight ForwardingContainer tracking · Demurrage and detentionJanitorial, Packaging & Office Supply DistributionReorders from customers · Account growthPropane & Fuel DistributionDelivery forecasting · Customer calls in cold snaps
Construction & Real Estate
17 industriesReal Estate & ConstructionLeads that cool before the showing · Tenant screeningGeneral ContractorsBid packages and leveling · Pay apps and change ordersSpecialty ContractorsCrew scheduling across jobs · Takeoffs and estimatesHomebuildersLeads that go cold · Buyer questions during constructionProperty ManagementLeasing inquiries after hours · Applicant screeningCivil & Heavy Civil ConstructionPublic bid packages · Equipment uptimeRoofing & Exterior ContractorsStorm lead spikes · Insurance claim paperworkLandscaping & Grounds MaintenanceCrew routing · Seasonal hiringRestoration & RemediationEmergency calls after hours · Job documentation and scopesConcrete & Paving ContractorsBids and takeoffs · Weather-driven schedulingDesign-Build FirmsRFIs and submittals · Budget and change ordersMultifamily Owners & OperatorsLeasing inquiries · Applicant screeningCommercial Real Estate Owners & ManagersLease abstraction · CAM reconciliationsSelf-Storage OperatorsRental inquiries · Delinquency and lien processCommunity Association ManagementHomeowner questions · Violations and architectural requestsReal Estate BrokeragesLead follow-up · Transaction complianceTitle & Escrow CompaniesTitle review and curative · Closing status updates
Healthcare
17 industriesHealthcareA fragmented patient journey · Denials and prior authSenior Living & Home HealthCaregiver shifts uncovered · Hiring caregivers fast enoughDental & Specialty Practice GroupsNo-shows and open chairs · Insurance verificationOutpatient & Therapy ClinicsReferrals that never schedule · Authorizations and visit limitsPhysician GroupsScheduling and no-shows · Prior authorizationAmbulatory Surgery CentersCase scheduling and pre-op · AuthorizationsUrgent Care GroupsPatient intake and wait times · Clinic staffingHome Medical Equipment (DME)Order documentation · Resupply programsIndependent Pharmacies & Pharmacy GroupsRefill and status calls · Prior authorizationsClinical Labs & DiagnosticsMissing requisition data · Billing and denialsImaging CentersReferral to scheduled exam · AuthorizationsBehavioral Health ProvidersIntake and verification of benefits · Clinician schedulingVeterinary Hospital GroupsClient calls and booking · Reminders and preventive careEye Care & Optometry GroupsVision and medical benefits · Recall and schedulingCommunity Health CentersPatient access and scheduling · Grant and UDS reportingHospice & Palliative CareReferral response · Visit schedulingDental & Medical Device LabsCase intake and missing information · Remakes and quality
Financial Services & Insurance
18 industriesFinancial ServicesSlow, expensive onboarding · Underwriting by handCommunity BanksAccount opening and BSA/KYC · Small business and consumer lendingSpecialty Lenders & Equipment FinanceCredit decisions in days, not hours · Documentation and fundingInsuranceSlow quoting · Slow claims handlingIndependent Insurance Agencies & MGAsQuoting across carriers · Renewals at the last minuteCredit UnionsMember service volume · Consumer lendingWealth Management & RIAsClient meeting prep · New account paperworkMortgage Lenders & BrokersBorrower documents · Condition clearingAuto & Consumer FinanceDealer application speed · Stip and document reviewMerchant Services & Payment ISOsMerchant onboarding · Merchant supportCollection Agencies & Debt ServicersAccount prioritization · Compliant communicationsIndependent Broker-DealersAdvisor support desk · Supervision and surveillanceRegional P&C CarriersSubmission intake · First notice of lossEmployee Benefits BrokersRenewal marketing · Employee questionsThird-Party Administrators (TPAs)Claim intake · Adjuster workloadWorkers' Comp & Specialty InsurersInjury intake · Medical provider networksMGAs & Program AdministratorsQuote and bind speed · Bordereaux reportingPremium Finance CompaniesQuote and agreement · Payment collection
Professional & Business Services
23 industriesProfessional ServicesProposals and RFPs eat senior time · Project margin discovered at the endAccounting & CPA FirmsChasing client documents · Bookkeeping and close for clientsLaw FirmsClient intake and conflicts · Deadlines and docketingEngineering & Architecture FirmsProposals and SOQs · Project budgets that overrunStaffing & Recruiting AgenciesScreening at volume · Candidates who go darkFacility ServicesOpen shifts and turnover · Work orders from clientsHome Services (HVAC, Plumbing, Electrical)Missed calls and after-hours leads · Dispatch and technician routingManagement Consulting FirmsProposals and SOWs · Research for engagementsMarketing & Creative AgenciesClient reporting · Scope creepPayroll, PEO & HR Services FirmsEmployee questions · Payroll pre-checksCall Centers & BPO ProvidersTier-one volume · Quality assuranceExecutive Search & Recruiting FirmsMarket mapping · Candidate outreachEnvironmental & Engineering ConsultingProposals and qualifications · Field data and reportsBackground Screening & Verification FirmsEmployment and education verifications · Applicant questionsSecurity Guard ServicesOpen posts and overtime · Guard hiring and licensingPest Control CompaniesInbound calls and quotes · Route optimizationFuneral Homes & CemeteriesAfter-hours family calls · Paperwork and permitsUniform & Linen ServicesContract renewals · Route efficiencyPrinting & Marketing Services FirmsQuotes for custom jobs · Proof approvalsAppraisal & Inspection FirmsScheduling inspections · Report draftingNonprofits & AssociationsMember and donor questions · Fundraising follow-upTesting, Inspection & Certification LabsSample intake · Client status questionsEvent Planning & Production CompaniesVendor sourcing and quotes · Client proposals
Retail, Restaurants & Hospitality
18 industriesRetail & E-commerceEmpty shelves · Inventory that doesn't matchGrocery & Specialty RetailPerishable shrink · Vendor deliveries and invoicesMulti-Unit Restaurants & FranchisesFood cost and vendor invoices · Labor schedulingHotels & Hospitality GroupsGuest messages and calls · Group and event salesConvenience Stores & Fuel RetailStore staffing · Vendor invoicesHome Furnishings & Mattress RetailShowroom lead follow-up · Special order statusSporting Goods & Outdoor RetailSeasonal buys · Store replenishmentApparel & Specialty RetailSize and assortment planning · Returns processingHardware & Home Improvement StoresOut-of-stocks · Pro customer ordersPet Specialty Retail & ServicesAutoship and repeat purchases · Grooming and service bookingSalon, Spa & Wellness ChainsBooking and rebooking · No-shows and cancellationsFitness Clubs & StudiosLead follow-up · Member retentionFranchisors & Franchise BrandsFranchise development leads · Franchisee supportCatering & Contract Food ServiceCatering inquiries · Production and purchasingResorts, Golf & Country ClubsReservations and member requests · Seasonal staffingVacation Rental ManagersGuest messaging · Turnover coordinationDTC & E-commerce BrandsCustomer support volume · Retention and personalizationCasinos & Gaming OperatorsGuest and host requests · 24/7 staffing
Automotive & Equipment
10 industriesAutomotive & DealershipsService scheduling and aftersales · The right part for the right vehicleHeavy Equipment & Truck DealersParts requests by phone · Service bay utilizationFranchise Auto Dealer GroupsInternet lead response · Service schedulingIndependent Used Car DealersLead response · Reconditioning timeCollision Repair MSOsSupplements and estimates · Parts orderingAuto Repair & Maintenance ChainsAppointment booking · Declined service follow-upRV, Marine & Powersports DealersSeasonal lead follow-up · Service backlogTire Dealers & Service CentersFleet road service calls · Seasonal changeoversFleet Leasing & Vehicle RentalMaintenance scheduling · Damage recoveryEquipment Rental CompaniesRental quotes and availability · Maintenance between rentals
Energy, Utilities & Agriculture
17 industriesEnergy & UtilitiesLoad forecasting and balancing · Grid asset inspectionAgriculture & AgribusinessAgronomic support for growers · Buying inputs in the right windowElectric CooperativesOutage response · Vegetation and asset inspectionsMunicipal UtilitiesCustomer service volume · Aging asset maintenanceWater & Wastewater UtilitiesCompliance sampling and reports · Main breaks and work ordersSolar & Energy ContractorsLead qualification · Permits and interconnectionOil & Gas ServicesField ticket processing · Equipment maintenanceEnergy Services Companies (ESCOs)Energy audits and proposals · Utility incentive applicationsRetail Energy ProvidersEnrollment and switching · Billing questionsMidstream & Pipeline OperatorsIntegrity inspections · Regulatory complianceGrain Elevators & Ag CooperativesGrower contract questions · Settlements and paymentsProduce Growers & PackersTraceability and food safety · Harvest laborNurseries & GreenhousesSeasonal order forecasting · Customer orders and availabilityCattle, Dairy & Livestock OperationsFeed and input purchasing · Animal health recordsAgricultural RetailersAgronomy questions · Input financingVineyards & Specialty CropsGrower and buyer contracts · Harvest laborFarmland Investors & Farm ManagersLease terms and renewals · Rent collections
Education & Public Sector
14 industriesEducationAdmissions and enrollment · Dropouts noticed too lateGovernment & Public SectorResident services · Procurement and contractsPrivate & Independent K-12 SchoolsAdmissions inquiries · Tuition and payment plansCharter School NetworksEnrollment and lotteries · Compliance reportingCommunity CollegesEnrollment questions · Retention and completionCareer & Trade SchoolsInquiry to enrollment · Student retentionPrivate Colleges & UniversitiesAdmissions yield · Retention and advisingChildcare & Early Learning CentersTours and enrollment · Staffing ratiosCountiesResident requests · Procurement and contractsCities & Municipalities311 and service requests · Permits and licensesSchool DistrictsSubstitute and staff hiring · Family questionsTransit Agencies & Special DistrictsRider questions and complaints · Fleet maintenancePublic Housing AuthoritiesApplicant and tenant questions · InspectionsCourts & Clerk's OfficesPublic questions · Filings intake
Media, Telecom & Software
9 industriesMedia & EntertainmentAudience and programming · Rights and royaltiesTelecommunicationsTechnical support at scale · Activation and provisioningSoftware & SaaSExpansion that runs on gut feel · Incidents and reliabilityRural Broadband ProvidersTechnical support · Install schedulingRegional Cable & Fiber OperatorsSupport and truck rolls · Billing disputesLive Event Venues & PromotersTicket sales pacing · Show staffingLocal Media & BroadcastersAdvertiser prospecting · Proposals and makegoodsPublishers & B2B MediaSubscriber retention · Rights and royaltiesSports Teams, Leagues & FacilitiesSeason and group ticket sales · Sponsorship reporting
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