aicost.ai / Workload Catalog

Workload Catalog

Browse 427 AI workload patterns across 5 company sizes, 8 industries, 10 departments.
Showing 62 of 427 workflows · department: support, it-eng
ID / Name Triplet Vertical Capabilities Description
Creator community engagement + replies
creator-community-engagement
creator general support creator inference retrieval agentic evaluation Monitor comments/DMs across platforms, draft on-brand replies, surface sentiment, escalate negative threads.
Bank fraud alert triage + member outreach
enterprise-bank-fraud-alert-triage
enterprise financial support banking inference retrieval voice agentic evaluation Outbound voice + push verification on suspicious transactions, freeze/unfreeze on member confirm, route confirmed fraud to investigations.
Tier-1 FAQ deflection chat
enterprise-education-tier-1-faq-deflection
enterprise education support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Ticket triage + routing
enterprise-financial-ticket-triage-routing
enterprise financial support inference retrieval agentic evaluation Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
Tier-1 FAQ deflection chat
enterprise-financial-tier-1-faq-deflection
enterprise financial support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
enterprise-financial-voice-customer-support-agent
enterprise financial support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Code review + PR description assist
enterprise-general-code-review-assistant
enterprise general it-eng inference retrieval agentic evaluation Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes.
DevOps runbook + incident assist
enterprise-general-devops-runbook-automation
enterprise general it-eng inference retrieval agentic evaluation Suggest first-step diagnostics from alert context, link to runbooks, draft incident-summary updates, post-mortem skeletons.
Internal knowledge / docs search
enterprise-general-internal-knowledge-search
enterprise general it-eng inference retrieval evaluation Semantic Q&A across Confluence/Notion/Slack/Drive: who owns what, how do we do X, where is policy on Y.
Internal IT helpdesk (tier-1)
enterprise-general-it-helpdesk-tier1
enterprise general it-eng inference retrieval agentic evaluation Password resets, software access, VPN troubleshooting, common-issue runbook execution; escalate hardware + security to humans.
Ticket triage + routing
enterprise-general-ticket-triage-routing
enterprise general support inference retrieval agentic evaluation Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
Tier-1 FAQ deflection chat
enterprise-general-tier-1-faq-deflection
enterprise general support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
enterprise-general-voice-customer-support-agent
enterprise general support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Ticket triage + routing
enterprise-healthcare-ticket-triage-routing
enterprise healthcare support inference retrieval agentic evaluation Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
Voice customer support agent
enterprise-healthcare-voice-customer-support-agent
enterprise healthcare support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Voice customer support agent
enterprise-home-services-voice-customer-support-agent
enterprise home-services support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Hospital discharge follow-up calls
enterprise-hospital-discharge-followup
enterprise healthcare support hospital inference retrieval voice agentic evaluation Post-discharge wellness calls, medication reconciliation Q&A, escalate readmission-risk symptoms to care navigator.
Insurance FNOL (first-notice-of-loss) intake
enterprise-insurance-claims-fnol
enterprise financial support insurance inference retrieval voice agentic multimodal evaluation Voice + web FNOL: capture incident facts, photo upload, severity score, route adjuster, instant rental + glass coordination.
Health payer claim status inquiry
enterprise-payer-claim-status
enterprise healthcare support health-payer inference retrieval voice agentic evaluation Member-portal + voice claim status, EOB explanation, denial-reason walkthrough, appeal initiation guidance.
Tier-1 FAQ deflection chat
enterprise-prof-services-tier-1-faq-deflection
enterprise prof-services support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Ticket triage + routing
enterprise-retail-ticket-triage-routing
enterprise retail support inference retrieval agentic evaluation Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
Tier-1 FAQ deflection chat
enterprise-retail-tier-1-faq-deflection
enterprise retail support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
enterprise-retail-voice-customer-support-agent
enterprise retail support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Telecom tier-1 service deflection
enterprise-telecom-tier1-deflection
enterprise general support telecom inference retrieval voice agentic evaluation Outage status, billing inquiry, plan changes, service activation; complex tech issues route to specialist.
Community bank account inquiry + dispute
mid-market-community-bank-account-inquiry
mid-market financial support community-bank inference retrieval voice agentic evaluation Balance, transaction history, dispute initiation; voice/chat with KYC verification; route fraud alerts to ops.
Tier-1 FAQ deflection chat
mid-market-education-tier-1-faq-deflection
mid-market education support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Ticket triage + routing
mid-market-financial-ticket-triage-routing
mid-market financial support inference retrieval agentic evaluation Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
Tier-1 FAQ deflection chat
mid-market-financial-tier-1-faq-deflection
mid-market financial support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
mid-market-financial-voice-customer-support-agent
mid-market financial support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Code review + PR description assist
mid-market-general-code-review-assistant
mid-market general it-eng inference retrieval agentic evaluation Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes.
DevOps runbook + incident assist
mid-market-general-devops-runbook-automation
mid-market general it-eng inference retrieval agentic evaluation Suggest first-step diagnostics from alert context, link to runbooks, draft incident-summary updates, post-mortem skeletons.
Internal knowledge / docs search
mid-market-general-internal-knowledge-search
mid-market general it-eng inference retrieval evaluation Semantic Q&A across Confluence/Notion/Slack/Drive: who owns what, how do we do X, where is policy on Y.
Internal IT helpdesk (tier-1)
mid-market-general-it-helpdesk-tier1
mid-market general it-eng inference retrieval agentic evaluation Password resets, software access, VPN troubleshooting, common-issue runbook execution; escalate hardware + security to humans.
Ticket triage + routing
mid-market-general-ticket-triage-routing
mid-market general support inference retrieval agentic evaluation Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
Tier-1 FAQ deflection chat
mid-market-general-tier-1-faq-deflection
mid-market general support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
mid-market-general-voice-customer-support-agent
mid-market general support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Ticket triage + routing
mid-market-healthcare-ticket-triage-routing
mid-market healthcare support inference retrieval agentic evaluation Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
Voice customer support agent
mid-market-healthcare-voice-customer-support-agent
mid-market healthcare support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Voice customer support agent
mid-market-home-services-voice-customer-support-agent
mid-market home-services support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Tier-1 FAQ deflection chat
mid-market-prof-services-tier-1-faq-deflection
mid-market prof-services support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Ticket triage + routing
mid-market-retail-ticket-triage-routing
mid-market retail support inference retrieval agentic evaluation Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
Tier-1 FAQ deflection chat
mid-market-retail-tier-1-faq-deflection
mid-market retail support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
mid-market-retail-voice-customer-support-agent
mid-market retail support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Auto repair service status updates
smb-auto-repair-service-comms
smb home-services support auto-repair inference multimodal voice agentic evaluation Customer-facing repair updates, parts ETA, photo + video walkthroughs of damage, approval capture for added work.
Tier-1 FAQ deflection chat
smb-education-tier-1-faq-deflection
smb education support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Tier-1 FAQ deflection chat
smb-financial-tier-1-faq-deflection
smb financial support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
smb-financial-voice-customer-support-agent
smb financial support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Code review + PR description assist
smb-general-code-review-assistant
smb general it-eng inference retrieval agentic evaluation Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes.
Tier-1 FAQ deflection chat
smb-general-tier-1-faq-deflection
smb general support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
smb-general-voice-customer-support-agent
smb general support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Voice customer support agent
smb-healthcare-voice-customer-support-agent
smb healthcare support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Voice customer support agent
smb-home-services-voice-customer-support-agent
smb home-services support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
K-12 parent communications + attendance
smb-k12-parent-communications
smb education support k12 inference retrieval agentic voice evaluation Translate-and-personalize school comms in family language, handle attendance reporting, conference scheduling.
Pharmacy refill + OTC consultation
smb-pharmacy-refill-otc
smb healthcare support pharmacy inference retrieval voice agentic evaluation Refill status + ready-time + cost; OTC product recommendations within scope; route clinical questions to pharmacist.
Tier-1 FAQ deflection chat
smb-prof-services-tier-1-faq-deflection
smb prof-services support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Property mgmt tenant communications + maintenance triage
smb-property-mgmt-tenant-comms
smb prof-services support property-mgmt inference retrieval voice agentic multimodal evaluation Tenant maintenance request triage (severity, vendor routing), rent reminders, lease renewal nudges, complaint escalation.
Restaurant online ordering + menu Q&A
smb-restaurant-online-ordering
smb restaurant support fast-casual inference retrieval agentic evaluation Menu questions (allergens, spice level, customizations), order modifications, status updates, recovery offers on delays.
Retail product Q&A + fit guidance
smb-retail-product-qa-fitting
smb retail support apparel inference retrieval multimodal agentic evaluation Sizing recommendations, material/care answers, in-stock check across stores, shipping ETA.
Retail returns + exchange processing
smb-retail-returns-processing
smb retail support general inference retrieval agentic evaluation Validate return eligibility, generate label, suggest exchanges over refunds, surface fraud patterns.
Tier-1 FAQ deflection chat
smb-retail-tier-1-faq-deflection
smb retail support inference retrieval agentic evaluation Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
Voice customer support agent
smb-retail-voice-customer-support-agent
smb retail support inference retrieval voice agentic evaluation Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
Senior care family communication updates
smb-senior-care-family-updates
smb healthcare support senior-care inference retrieval voice agentic evaluation Daily/weekly updates to family members about resident wellbeing, activities, meals, meds; field family inquiries 24/7.