aicost.ai / Workload Catalog

Workload Catalog

Browse 427 AI workload patterns across 5 company sizes, 8 industries, 10 departments.
Showing 63 of 427 workflows · segment: enterprise, smb · industry: general
ID / Name Triplet Vertical Capabilities Description
AR collections & dunning automation
enterprise-general-ar-collections-dunning
enterprise general finance inference retrieval agentic evaluation Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
Cash flow forecasting & alerts
enterprise-general-cash-flow-forecast
enterprise general finance inference retrieval evaluation Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites.
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.
Contract review + redlining
enterprise-general-contract-review-redlining
enterprise general legal inference retrieval agentic evaluation Compare counterparty paper to playbook; surface non-standard terms; suggest fallback language; draft redline summary for counsel.
Customer feedback + NPS synthesis
enterprise-general-customer-feedback-synthesis
enterprise general product inference retrieval evaluation Cluster open-text feedback / NPS comments / support tickets; surface recurring themes; track theme trajectory over time.
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.
Long document summarization
enterprise-general-document-summarization
enterprise general cross inference retrieval multimodal evaluation Summarize contracts, research papers, board decks, regulatory filings into executive-friendly briefs with cited extracts.
Email nurture + drip sequences
enterprise-general-email-nurture-sequences
enterprise general marketing inference retrieval agentic evaluation Segment-aware drip drafting, subject-line A/B tests, send-time optimization, suppression logic for engaged buyers.
New hire onboarding helper
enterprise-general-employee-onboarding-helper
enterprise general hr inference retrieval agentic evaluation Personalized onboarding flow: paperwork checklist, system access tracking, intro emails, first-week schedule, FAQ on benefits.
Expense + receipt categorization
enterprise-general-expense-receipt-categorization
enterprise general finance inference multimodal evaluation OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
Financial close acceleration
enterprise-general-financial-close-acceleration
enterprise general finance inference retrieval agentic evaluation Reconciliation prep, journal entry suggestions, variance commentary drafts, anomaly detection during month-end close.
HR policy + benefits helpdesk
enterprise-general-hr-policy-helpdesk
enterprise general hr inference retrieval agentic evaluation Answer employee policy questions (PTO, expenses, benefits enrollment) from internal handbook; route sensitive issues to HRBP.
Inbound lead response + qualification
enterprise-general-inbound-lead-response
enterprise general sales inference retrieval agentic voice evaluation Sub-5-minute response to inbound leads: qualify against ICP, ask 2-3 discovery questions, route to right rep, book meeting.
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.
Inventory reorder + variance alerts
enterprise-general-inventory-reorder-triggers
enterprise general operations inference retrieval evaluation Watch SKU velocity, predict stockout dates, draft purchase orders for review, flag unusual variance for investigation.
Invoice coding + approval routing
enterprise-general-invoice-coding-approvals
enterprise general finance inference retrieval agentic multimodal evaluation Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns.
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.
Job description + posting drafts
enterprise-general-job-description-writing
enterprise general hr inference evaluation On-brand JD drafts from a role-skills checklist, posts tailored per platform (LinkedIn/Indeed/Glassdoor), inclusive language pass.
Meeting summary + action items
enterprise-general-meeting-summary-actions
enterprise general cross inference voice agentic evaluation Transcribe meetings, summarize decisions, extract action items + owners + due dates, post to Slack/email/CRM.
Outbound cold email personalization
enterprise-general-outbound-cold-email
enterprise general sales inference retrieval agentic evaluation Researched first-line personalization at scale: scrape signal, draft sequences with the right hook, A/B test messaging.
Performance review drafting assist
enterprise-general-performance-review-drafts
enterprise general hr inference retrieval evaluation Manager pastes notes + 1:1 history; AI drafts review covering accomplishments, growth areas, calibrated language.
Policy + handbook drafting
enterprise-general-policy-document-drafting
enterprise general legal inference retrieval evaluation Draft / refresh employee handbooks, customer terms, privacy policies from latest legal templates + company specifics.
PRD / spec drafting + review
enterprise-general-prd-spec-drafting
enterprise general product inference retrieval evaluation Generate first-draft PRDs from a problem statement, validate against template, surface inconsistencies + missing sections.
Product listing + description generation
enterprise-general-product-listing-descriptions
enterprise general marketing inference multimodal agentic evaluation On-brand product copy from spec sheets, marketplace optimization (Amazon/eBay), SEO titles, alt text, structured attributes.
Resume screening + shortlist
enterprise-general-resume-screening-shortlist
enterprise general hr inference retrieval multimodal evaluation Score resumes against role rubric, surface top candidates with reasoning, draft first-touch outreach to schedule screen calls.
Review response + reputation management
enterprise-general-review-response-reputation
enterprise general marketing inference retrieval evaluation Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
RFP / security questionnaire response
enterprise-general-rfp-response-drafting
enterprise general sales inference retrieval agentic evaluation Auto-draft answers from a maintained answer library: pull most-relevant prior responses, flag gaps, route SME-required questions.
Sales call summarization + CRM update
enterprise-general-sales-call-summarization
enterprise general sales inference voice agentic evaluation Transcribe calls, extract decisions/action items, draft follow-up email, update CRM stage + notes — all hands-off.
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.
Vendor security questionnaire response
enterprise-general-vendor-security-questionnaire
enterprise general legal inference retrieval agentic evaluation Auto-fill SIG/CAIQ/custom questionnaires from a maintained answer library; flag SME questions; track turnaround SLA.
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.
Enterprise incident communication coordinator
enterprise-incident-comms
enterprise general cross general inference retrieval agentic evaluation During major incidents: coordinate cross-team comms, draft customer-facing status, exec-summary updates, post-mortem skeleton.
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.
Enterprise vendor onboarding + risk assessment
enterprise-vendor-onboarding
enterprise general legal general inference retrieval agentic evaluation Coordinate security review, contract paper-signing, data flow mapping, ongoing risk monitoring, annual reattestation.
Appointment booking (voice + chat)
smb-general-appointment-booking-voice
smb general operations inference retrieval voice agentic evaluation Phone + chat booking: slot finding, conflict resolution with calendar, confirmation, deposit collection where applicable.
AR collections & dunning automation
smb-general-ar-collections-dunning
smb general finance inference retrieval agentic evaluation Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
Cash flow forecasting & alerts
smb-general-cash-flow-forecast
smb general finance inference retrieval evaluation Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites.
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.
Customer feedback + NPS synthesis
smb-general-customer-feedback-synthesis
smb general product inference retrieval evaluation Cluster open-text feedback / NPS comments / support tickets; surface recurring themes; track theme trajectory over time.
Long document summarization
smb-general-document-summarization
smb general cross inference retrieval multimodal evaluation Summarize contracts, research papers, board decks, regulatory filings into executive-friendly briefs with cited extracts.
Email nurture + drip sequences
smb-general-email-nurture-sequences
smb general marketing inference retrieval agentic evaluation Segment-aware drip drafting, subject-line A/B tests, send-time optimization, suppression logic for engaged buyers.
New hire onboarding helper
smb-general-employee-onboarding-helper
smb general hr inference retrieval agentic evaluation Personalized onboarding flow: paperwork checklist, system access tracking, intro emails, first-week schedule, FAQ on benefits.
Expense + receipt categorization
smb-general-expense-receipt-categorization
smb general finance inference multimodal evaluation OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
Inbound lead response + qualification
smb-general-inbound-lead-response
smb general sales inference retrieval agentic voice evaluation Sub-5-minute response to inbound leads: qualify against ICP, ask 2-3 discovery questions, route to right rep, book meeting.
Inventory reorder + variance alerts
smb-general-inventory-reorder-triggers
smb general operations inference retrieval evaluation Watch SKU velocity, predict stockout dates, draft purchase orders for review, flag unusual variance for investigation.
Job description + posting drafts
smb-general-job-description-writing
smb general hr inference evaluation On-brand JD drafts from a role-skills checklist, posts tailored per platform (LinkedIn/Indeed/Glassdoor), inclusive language pass.
Local SEO blog + landing pages
smb-general-local-seo-blog-content
smb general marketing inference retrieval evaluation Geo+intent keyword research, on-brand long-form drafts, internal-link suggestions, schema markup hints.
Meeting summary + action items
smb-general-meeting-summary-actions
smb general cross inference voice agentic evaluation Transcribe meetings, summarize decisions, extract action items + owners + due dates, post to Slack/email/CRM.
Newsletter content generation
smb-general-newsletter-content-generation
smb general marketing inference retrieval evaluation Weekly/biweekly newsletter drafting in voice: curate topics, draft sections, generate subject lines, optimize CTAs.
Outbound cold email personalization
smb-general-outbound-cold-email
smb general sales inference retrieval agentic evaluation Researched first-line personalization at scale: scrape signal, draft sequences with the right hook, A/B test messaging.
Policy + handbook drafting
smb-general-policy-document-drafting
smb general legal inference retrieval evaluation Draft / refresh employee handbooks, customer terms, privacy policies from latest legal templates + company specifics.
PRD / spec drafting + review
smb-general-prd-spec-drafting
smb general product inference retrieval evaluation Generate first-draft PRDs from a problem statement, validate against template, surface inconsistencies + missing sections.
Product listing + description generation
smb-general-product-listing-descriptions
smb general marketing inference multimodal agentic evaluation On-brand product copy from spec sheets, marketplace optimization (Amazon/eBay), SEO titles, alt text, structured attributes.
Quote / estimate generation
smb-general-quote-estimate-generation
smb general sales inference retrieval agentic multimodal evaluation Customer describes job, AI scopes it, prices from price list, drafts proposal with SOW and terms — sent within minutes.
Resume screening + shortlist
smb-general-resume-screening-shortlist
smb general hr inference retrieval multimodal evaluation Score resumes against role rubric, surface top candidates with reasoning, draft first-touch outreach to schedule screen calls.
Review response + reputation management
smb-general-review-response-reputation
smb general marketing inference retrieval evaluation Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
Sales call summarization + CRM update
smb-general-sales-call-summarization
smb general sales inference voice agentic evaluation Transcribe calls, extract decisions/action items, draft follow-up email, update CRM stage + notes — all hands-off.
Social media content + scheduling
smb-general-social-content-scheduling
smb general marketing inference multimodal agentic evaluation Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
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.
Gym class booking + waitlist management
smb-gym-class-booking-mgmt
smb general operations gym inference agentic evaluation Class schedule + booking, waitlist promotion, no-show enforcement, capacity-based pricing prompts.
Salon / spa booking + rebook prompts
smb-salon-spa-booking-rebook
smb general operations salon-spa inference voice agentic evaluation Voice + chat appointment booking, stylist preference matching, optimal-rebook prediction (color/cut intervals).