aicost.ai / Workload Catalog

Workload Catalog

Browse 427 AI workload patterns across 5 company sizes, 8 industries, 10 departments.
▦ Grid ☰ Table
Showing 127 of 427 workflows · industry: restaurant, healthcare, retail
Social media content + scheduling
Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
creator restaurant marketing
inference multimodal agentic evaluation
Social media content + scheduling
Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
creator retail marketing
inference multimodal agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
enterprise healthcare finance
inference retrieval agentic evaluation
Contract review + redlining
Compare counterparty paper to playbook; surface non-standard terms; suggest fallback language; draft redline summary for counsel.
enterprise healthcare legal
inference retrieval agentic evaluation
Long document summarization
Summarize contracts, research papers, board decks, regulatory filings into executive-friendly briefs with cited extracts.
enterprise healthcare cross
inference retrieval multimodal evaluation
Invoice coding + approval routing
Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns.
enterprise healthcare finance
inference retrieval agentic multimodal evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
enterprise healthcare marketing
inference retrieval evaluation
RFP / security questionnaire response
Auto-draft answers from a maintained answer library: pull most-relevant prior responses, flag gaps, route SME-required questions.
enterprise healthcare sales
inference retrieval agentic evaluation
Ticket triage + routing
Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
enterprise healthcare support
inference retrieval agentic evaluation
Voice customer support agent
Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
enterprise healthcare support
inference retrieval voice agentic evaluation
Hospital discharge follow-up calls
Post-discharge wellness calls, medication reconciliation Q&A, escalate readmission-risk symptoms to care navigator.
enterprise healthcare support hospital
inference retrieval voice agentic evaluation
Hospital prior authorization automation
Generate prior-auth packets from clinical docs, submit via payer portals, track status, draft appeals on denials.
enterprise healthcare operations hospital
inference retrieval agentic multimodal evaluation
Health payer claim status inquiry
Member-portal + voice claim status, EOB explanation, denial-reason walkthrough, appeal initiation guidance.
enterprise healthcare support health-payer
inference retrieval voice agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
enterprise restaurant finance
inference retrieval agentic evaluation
Cash flow forecasting & alerts
Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites.
enterprise restaurant finance
inference retrieval evaluation
Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
enterprise restaurant finance
inference multimodal evaluation
Inventory reorder + variance alerts
Watch SKU velocity, predict stockout dates, draft purchase orders for review, flag unusual variance for investigation.
enterprise restaurant operations
inference retrieval evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
enterprise restaurant marketing
inference retrieval evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
enterprise retail finance
inference retrieval agentic evaluation
Cash flow forecasting & alerts
Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites.
enterprise retail finance
inference retrieval evaluation
Customer feedback + NPS synthesis
Cluster open-text feedback / NPS comments / support tickets; surface recurring themes; track theme trajectory over time.
enterprise retail product
inference retrieval evaluation
Email nurture + drip sequences
Segment-aware drip drafting, subject-line A/B tests, send-time optimization, suppression logic for engaged buyers.
enterprise retail marketing
inference retrieval agentic evaluation
Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
enterprise retail finance
inference multimodal evaluation
Inventory reorder + variance alerts
Watch SKU velocity, predict stockout dates, draft purchase orders for review, flag unusual variance for investigation.
enterprise retail operations
inference retrieval evaluation
Retail personalization + recommendations
Per-customer product recs across email, web, app; dynamic merchandising; lifecycle stage messaging.
enterprise retail marketing general
inference retrieval multimodal agentic evaluation
Product listing + description generation
On-brand product copy from spec sheets, marketplace optimization (Amazon/eBay), SEO titles, alt text, structured attributes.
enterprise retail marketing
inference multimodal agentic evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
enterprise retail marketing
inference retrieval evaluation
Ticket triage + routing
Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
enterprise retail support
inference retrieval agentic evaluation
Tier-1 FAQ deflection chat
Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
enterprise retail support
inference retrieval agentic evaluation
Voice customer support agent
Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
enterprise retail support
inference retrieval voice agentic evaluation
Appointment booking (voice + chat)
Phone + chat booking: slot finding, conflict resolution with calendar, confirmation, deposit collection where applicable.
mid-market healthcare operations
inference retrieval voice agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
mid-market healthcare finance
inference retrieval agentic evaluation
License + compliance deadline reminders
Track licensing, certifications, tax deadlines, OSHA filings; remind responsible parties; pre-fill forms where possible.
mid-market healthcare operations
inference retrieval agentic evaluation
Contract review + redlining
Compare counterparty paper to playbook; surface non-standard terms; suggest fallback language; draft redline summary for counsel.
mid-market healthcare legal
inference retrieval agentic evaluation
Long document summarization
Summarize contracts, research papers, board decks, regulatory filings into executive-friendly briefs with cited extracts.
mid-market healthcare cross
inference retrieval multimodal evaluation
Invoice coding + approval routing
Receive vendor invoices, code to GL, route to approver based on amount + project, flag duplicates / unusual patterns.
mid-market healthcare finance
inference retrieval agentic multimodal evaluation
Local SEO blog + landing pages
Geo+intent keyword research, on-brand long-form drafts, internal-link suggestions, schema markup hints.
mid-market healthcare marketing
inference retrieval evaluation
No-show reminders + reconfirmation
Multi-channel (SMS / voice / email) reminder cadence with confirmation capture; auto-rebook from waitlist on cancellation.
mid-market healthcare operations
inference agentic voice
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
mid-market healthcare marketing
inference retrieval evaluation
RFP / security questionnaire response
Auto-draft answers from a maintained answer library: pull most-relevant prior responses, flag gaps, route SME-required questions.
mid-market healthcare sales
inference retrieval agentic evaluation
Ticket triage + routing
Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
mid-market healthcare support
inference retrieval agentic evaluation
Voice customer support agent
Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
mid-market healthcare support
inference retrieval voice agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
mid-market restaurant finance
inference retrieval agentic evaluation
Cash flow forecasting & alerts
Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites.
mid-market restaurant finance
inference retrieval evaluation
License + compliance deadline reminders
Track licensing, certifications, tax deadlines, OSHA filings; remind responsible parties; pre-fill forms where possible.
mid-market restaurant operations
inference retrieval agentic evaluation
Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
mid-market restaurant finance
inference multimodal evaluation
Inventory reorder + variance alerts
Watch SKU velocity, predict stockout dates, draft purchase orders for review, flag unusual variance for investigation.
mid-market restaurant operations
inference retrieval evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
mid-market restaurant marketing
inference retrieval evaluation
Social media content + scheduling
Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
mid-market restaurant marketing
inference multimodal agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
mid-market retail finance
inference retrieval agentic evaluation
Cash flow forecasting & alerts
Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites.
mid-market retail finance
inference retrieval evaluation
Customer feedback + NPS synthesis
Cluster open-text feedback / NPS comments / support tickets; surface recurring themes; track theme trajectory over time.
mid-market retail product
inference retrieval evaluation
Email nurture + drip sequences
Segment-aware drip drafting, subject-line A/B tests, send-time optimization, suppression logic for engaged buyers.
mid-market retail marketing
inference retrieval agentic evaluation
Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
mid-market retail finance
inference multimodal evaluation
Inventory reorder + variance alerts
Watch SKU velocity, predict stockout dates, draft purchase orders for review, flag unusual variance for investigation.
mid-market retail operations
inference retrieval evaluation
Product listing + description generation
On-brand product copy from spec sheets, marketplace optimization (Amazon/eBay), SEO titles, alt text, structured attributes.
mid-market retail marketing
inference multimodal agentic evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
mid-market retail marketing
inference retrieval evaluation
Social media content + scheduling
Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
mid-market retail marketing
inference multimodal agentic evaluation
Ticket triage + routing
Classify incoming tickets by topic + urgency + sentiment, suggest macros, route to right team, surface duplicates.
mid-market retail support
inference retrieval agentic evaluation
Tier-1 FAQ deflection chat
Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
mid-market retail support
inference retrieval agentic evaluation
Voice customer support agent
Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
mid-market retail support
inference retrieval voice agentic evaluation
Dental insurance verification
Pre-visit: pull eligibility, benefits, max remaining; flag pre-auth needed; calculate patient out-of-pocket.
smb healthcare operations dental
inference retrieval agentic evaluation
Dental recall + dormant patient reactivation
Identify patients overdue for cleaning/check-up; multi-channel personalized recall; rebook from dormant list.
smb healthcare marketing dental
inference retrieval agentic voice evaluation
Dental treatment plan explainer
Explain proposed treatment in plain language with cost breakdown + payment options; answer common questions about procedures.
smb healthcare operations dental
inference retrieval voice multimodal evaluation
Appointment booking (voice + chat)
Phone + chat booking: slot finding, conflict resolution with calendar, confirmation, deposit collection where applicable.
smb healthcare operations
inference retrieval voice agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
smb healthcare finance
inference retrieval agentic evaluation
License + compliance deadline reminders
Track licensing, certifications, tax deadlines, OSHA filings; remind responsible parties; pre-fill forms where possible.
smb healthcare operations
inference retrieval agentic evaluation
Long document summarization
Summarize contracts, research papers, board decks, regulatory filings into executive-friendly briefs with cited extracts.
smb healthcare cross
inference retrieval multimodal evaluation
Local SEO blog + landing pages
Geo+intent keyword research, on-brand long-form drafts, internal-link suggestions, schema markup hints.
smb healthcare marketing
inference retrieval evaluation
No-show reminders + reconfirmation
Multi-channel (SMS / voice / email) reminder cadence with confirmation capture; auto-rebook from waitlist on cancellation.
smb healthcare operations
inference agentic voice
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
smb healthcare marketing
inference retrieval evaluation
Voice customer support agent
Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
smb healthcare support
inference retrieval voice agentic evaluation
Mental health intake + screening
Pre-session intake forms (PHQ-9, GAD-7), risk assessment flagging for clinician, insurance + scheduling coordination.
smb healthcare operations mental-health
inference retrieval agentic evaluation
Therapist session prep + notes
Pre-session: surface key items from prior notes. Post-session: SOAP-format note draft from clinician dictation.
smb healthcare operations mental-health
inference retrieval voice evaluation
Optometry frame selection + Rx upload
Help patients pick frames from inventory using face shape + budget + insurance allowance; capture Rx for lab order.
smb healthcare sales optometry
inference multimodal retrieval evaluation
Pharmacy refill + OTC consultation
Refill status + ready-time + cost; OTC product recommendations within scope; route clinical questions to pharmacist.
smb healthcare support pharmacy
inference retrieval voice agentic evaluation
Primary care prescription refill processing
Patient-portal refill requests: check Rx history, days-supply rules, lab requirements; route compliant requests for clinician sign-off.
smb healthcare operations primary-care
inference retrieval agentic evaluation
Primary care telehealth triage
Symptom triage to route patients (in-person / telehealth / urgent care / 911); flag red-flag symptoms.
smb healthcare operations primary-care
inference retrieval voice evaluation
PT progress notes + plan-of-care updates
Draft progress notes from session inputs, update plan of care, flag patients needing physician sign-off for continued auth.
smb healthcare operations pt
inference retrieval voice evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
smb restaurant finance
inference retrieval agentic evaluation
Cash flow forecasting & alerts
Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites.
smb restaurant finance
inference retrieval evaluation
Restaurant catering inquiry handling
Qualify catering inquiries (event size, date, dietary needs), build menu suggestions + price estimate, schedule tasting.
smb restaurant sales catering
inference retrieval agentic voice evaluation
License + compliance deadline reminders
Track licensing, certifications, tax deadlines, OSHA filings; remind responsible parties; pre-fill forms where possible.
smb restaurant operations
inference retrieval agentic evaluation
Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
smb restaurant finance
inference multimodal evaluation
Restaurant food cost + waste analysis
Daily food cost reconciliation, recipe-cost vs actual variance, waste pattern detection, theoretical-vs-actual reporting.
smb restaurant finance full-service
inference retrieval evaluation
Inventory reorder + variance alerts
Watch SKU velocity, predict stockout dates, draft purchase orders for review, flag unusual variance for investigation.
smb restaurant operations
inference retrieval evaluation
Restaurant online ordering + menu Q&A
Menu questions (allergens, spice level, customizations), order modifications, status updates, recovery offers on delays.
smb restaurant support fast-casual
inference retrieval agentic evaluation
Restaurant phone reservations
Voice agent takes reservations during prep/service; checks seating availability; sends SMS confirmation; flags VIPs.
smb restaurant operations full-service
inference voice agentic evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
smb restaurant marketing
inference retrieval evaluation
Social media content + scheduling
Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
smb restaurant marketing
inference multimodal agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
smb retail finance
inference retrieval agentic evaluation
Retail cart abandonment recovery
Personalized cart recovery sequences (email + SMS) with dynamic offers based on basket value + customer LTV.
smb retail marketing general
inference retrieval agentic evaluation
Cash flow forecasting & alerts
Project cash position 4-13 weeks out from AR/AP/payroll trends. Alert on shortfall risk before it bites.
smb retail finance
inference retrieval evaluation
Customer feedback + NPS synthesis
Cluster open-text feedback / NPS comments / support tickets; surface recurring themes; track theme trajectory over time.
smb retail product
inference retrieval evaluation
Email nurture + drip sequences
Segment-aware drip drafting, subject-line A/B tests, send-time optimization, suppression logic for engaged buyers.
smb retail marketing
inference retrieval agentic evaluation
Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
smb retail finance
inference multimodal evaluation
Inventory reorder + variance alerts
Watch SKU velocity, predict stockout dates, draft purchase orders for review, flag unusual variance for investigation.
smb retail operations
inference retrieval evaluation
Product listing + description generation
On-brand product copy from spec sheets, marketplace optimization (Amazon/eBay), SEO titles, alt text, structured attributes.
smb retail marketing
inference multimodal agentic evaluation
Retail product Q&A + fit guidance
Sizing recommendations, material/care answers, in-stock check across stores, shipping ETA.
smb retail support apparel
inference retrieval multimodal agentic evaluation
Retail returns + exchange processing
Validate return eligibility, generate label, suggest exchanges over refunds, surface fraud patterns.
smb retail support general
inference retrieval agentic evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
smb retail marketing
inference retrieval evaluation
Social media content + scheduling
Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
smb retail marketing
inference multimodal agentic evaluation
Tier-1 FAQ deflection chat
Answer high-volume product/service questions from knowledge base; escalate ambiguous or sentiment-negative threads to humans.
smb retail support
inference retrieval agentic evaluation
Voice customer support agent
Phone-based tier-1 support: account lookup, common-issue resolution, transfer to human with context for complex cases.
smb retail support
inference retrieval voice agentic evaluation
Senior care CMS reporting (MDS / OASIS)
Pre-fill MDS / OASIS reports from EHR; flag inconsistencies; draft Plan of Correction responses to surveyor findings.
smb healthcare operations senior-care
inference retrieval agentic evaluation
Senior care family communication updates
Daily/weekly updates to family members about resident wellbeing, activities, meals, meds; field family inquiries 24/7.
smb healthcare support senior-care
inference retrieval voice agentic evaluation
Senior care intake + admission processing
Coordinate admission packets, insurance + Medicare verification, care plan setup, family onboarding, room readiness checklist.
smb healthcare operations senior-care
inference retrieval agentic multimodal evaluation
Senior care medication management + MAR
Reconcile medication administration records, flag missed doses, draft incident reports, notify clinician on refusal patterns.
smb healthcare operations senior-care
inference retrieval agentic evaluation
Veterinary appointment booking + triage
Book wellness/sick visits with symptom triage; flag emergencies for immediate human; confirm with pet owner.
smb healthcare operations vet
inference retrieval voice agentic evaluation
Veterinary medication refill processing
Pet-owner refill requests: validate Rx history, check vet approval needs, route to pharmacy or in-house dispense.
smb healthcare operations vet
inference retrieval agentic evaluation
Appointment booking (voice + chat)
Phone + chat booking: slot finding, conflict resolution with calendar, confirmation, deposit collection where applicable.
solopreneur healthcare operations
inference retrieval voice agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
solopreneur healthcare finance
inference retrieval agentic evaluation
License + compliance deadline reminders
Track licensing, certifications, tax deadlines, OSHA filings; remind responsible parties; pre-fill forms where possible.
solopreneur healthcare operations
inference retrieval agentic evaluation
Local SEO blog + landing pages
Geo+intent keyword research, on-brand long-form drafts, internal-link suggestions, schema markup hints.
solopreneur healthcare marketing
inference retrieval evaluation
No-show reminders + reconfirmation
Multi-channel (SMS / voice / email) reminder cadence with confirmation capture; auto-rebook from waitlist on cancellation.
solopreneur healthcare operations
inference agentic voice
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
solopreneur healthcare marketing
inference retrieval evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
solopreneur restaurant finance
inference retrieval agentic evaluation
License + compliance deadline reminders
Track licensing, certifications, tax deadlines, OSHA filings; remind responsible parties; pre-fill forms where possible.
solopreneur restaurant operations
inference retrieval agentic evaluation
Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
solopreneur restaurant finance
inference multimodal evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
solopreneur restaurant marketing
inference retrieval evaluation
Social media content + scheduling
Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
solopreneur restaurant marketing
inference multimodal agentic evaluation
AR collections & dunning automation
Automated payment-reminder cadences for unpaid invoices: polite first reminder, escalating tone, payment links, exception flagging for accounts needing human follow-up.
solopreneur retail finance
inference retrieval agentic evaluation
Email nurture + drip sequences
Segment-aware drip drafting, subject-line A/B tests, send-time optimization, suppression logic for engaged buyers.
solopreneur retail marketing
inference retrieval agentic evaluation
Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
solopreneur retail finance
inference multimodal evaluation
Product listing + description generation
On-brand product copy from spec sheets, marketplace optimization (Amazon/eBay), SEO titles, alt text, structured attributes.
solopreneur retail marketing
inference multimodal agentic evaluation
Review response + reputation management
Monitor Google/Yelp/industry-specific review sites; draft on-brand responses; escalate complaints to ops; track NPS sentiment.
solopreneur retail marketing
inference retrieval evaluation
Social media content + scheduling
Calendar planning, on-brand post drafting (caption + image direction), platform-specific reformatting, engagement triage.
solopreneur retail marketing
inference multimodal agentic evaluation