Dataset Viewer
Auto-converted to Parquet Duplicate
id
int64
1
25
industry
stringclasses
7 values
business_function
stringlengths
2
16
task
stringlengths
20
45
ai_solution
stringlengths
33
85
typical_tools
stringlengths
19
52
time_saving_potential
stringclasses
2 values
complexity
stringclasses
3 values
first_step
stringlengths
37
64
1
E-commerce
Customer support
Answering order status and shipping questions
RAG chatbot connected to the store's order data and FAQ
WooCommerce or Shopify API; LLM; website chat widget
High
Low
Export the top 30 support questions and their answers
2
E-commerce
Sales
Helping shoppers find the right product
AI product search and recommendation assistant
Store catalogue API; embeddings; LLM
Medium
Medium
Clean product titles attributes and descriptions
3
E-commerce
Operations
Writing product descriptions in bulk
LLM content generation with brand style rules and human review
LLM; spreadsheet or store import
High
Low
Write a style guide and five gold-standard examples
4
E-commerce
Marketing
Recovering abandoned carts
Personalised follow-up messages triggered by cart events
Store webhooks; email or WhatsApp API; LLM
Medium
Low
Measure the current cart recovery rate
5
Real Estate
Sales
Responding to new property enquiries
Lead qualification agent that replies within minutes and books viewings
Web forms; CRM; calendar API; LLM
High
Medium
List the five questions agents always ask a new lead
6
Real Estate
Marketing
Writing listing descriptions
LLM listing writer from property data and photos
Listing database; LLM
Medium
Low
Collect ten strong past listings as examples
7
Real Estate
Operations
Matching buyers to new listings
Automated matching and alert workflow
CRM; listing feed; Zapier Make or n8n
Medium
Medium
Make sure buyer preferences are stored as fields in the CRM
8
Healthcare
Front desk
Booking rescheduling and reminders
Scheduling assistant with automated reminders
Booking system API; SMS or WhatsApp API
High
Medium
Map the current booking and cancellation rules
9
Healthcare
Front desk
Answering clinic FAQs (hours fees services)
RAG chatbot limited to approved non-clinical content with human handover
Website chat; approved FAQ documents; LLM
Medium
Low
Get the FAQ content approved by the clinic owner
10
Healthcare
Admin
Summarising intake forms for staff
Form summarisation with strict privacy controls and human review
Form tool; LLM with data processing agreement
Medium
High
Confirm privacy and consent requirements before any build
11
SaaS
Customer support
Tier-1 support tickets
Support agent that drafts replies from docs and past tickets for human approval
Helpdesk API; knowledge base; LLM
High
Medium
Tag 100 recent tickets by type and outcome
12
SaaS
Sales
Researching and enriching inbound leads
Lead enrichment and scoring agent
CRM; enrichment APIs; LLM
Medium
Medium
Define what a qualified lead looks like in writing
13
SaaS
Product
Turning feedback into themes
Feedback clustering and weekly summary
Support and survey exports; embeddings; LLM
Medium
Low
Centralise feedback in one sheet or tool
14
SaaS
Marketing
Repurposing long content into posts
Content repurposing workflow with human editing
LLM; scheduling tool
Medium
Low
Pick one pillar article to repurpose as a test
15
FinTech
Operations
Extracting data from invoices and statements
Document extraction with validation rules and exception queue
OCR; LLM; accounting or ERP API
High
High
Collect 50 sample documents and the fields needed
16
FinTech
Compliance
Checking documents against a checklist
AI-assisted review that flags gaps for a human reviewer
Document store; LLM; review queue
Medium
High
Write the checklist as clear pass or fail rules
17
FinTech
Customer support
Answering account and product questions
RAG assistant limited to approved help content
Help centre; LLM; chat widget
Medium
Medium
Audit the help centre for outdated answers
18
Professional services
Sales
Following up proposals
Automated follow-up sequence with personalised drafts
CRM; email API; LLM
Medium
Low
Record the current proposal to close rate
19
Professional services
Operations
Meeting notes and action items
Meeting summary and task creation workflow
Meeting recorder; LLM; project management API
High
Low
Choose one recurring meeting to pilot
20
Professional services
Finance
Chasing unpaid invoices
Polite automated reminders with escalation
Accounting software API; email API
Medium
Low
List overdue invoices and current reminder steps
21
Any
Marketing
Getting cited in AI search answers (GEO)
Content and schema improvements so AI assistants can understand and cite the business
Website CMS; schema markup; content briefs
Medium
Medium
Check how ChatGPT and Perplexity currently describe the business
22
Any
Operations
Copying data between apps
No-code integration workflows with error alerts
Zapier Make or n8n; app APIs
High
Low
List every manual export and import done each week
23
Any
Management
Weekly KPI reporting
Automated dashboard and written weekly summary
Spreadsheet or BI tool; data connectors; LLM
Medium
Medium
Agree the five numbers that matter each week
24
Any
HR
Screening job applications
Structured CV screening that ranks against written criteria for human decision
ATS or form tool; LLM
Medium
Medium
Write the must-have and nice-to-have criteria
25
Any
Customer support
Answering WhatsApp enquiries out of hours
WhatsApp assistant that answers FAQs and captures leads for the morning
WhatsApp Business API; LLM; CRM
High
Medium
Export common WhatsApp questions from the last month

SMB AI Automation Use Cases

A curated planning dataset of 25 practical AI automation use cases for small and mid-sized businesses, covering e-commerce, real estate, healthcare, SaaS, fintech and professional services. Each row describes a common task, a suitable AI or automation approach, typical tools, a qualitative time-saving potential, implementation complexity and a concrete first step.

Curated by 313 Automations, an AI automation and software development agency in Lahore, Pakistan (founded 2018).

Columns

Column Description
id Row number
industry Industry, or Any for cross-industry use cases
business_function Team or function the task belongs to
task The manual task being automated
ai_solution Recommended AI or automation approach
typical_tools Typical building blocks (APIs, LLMs, Zapier, Make, n8n)
time_saving_potential Qualitative estimate: Low, Medium or High
complexity Implementation complexity: Low, Medium or High
first_step A concrete first step to prepare before building

Intended use

  • Shortlisting and prioritising AI automation ideas for a business
  • Teaching and workshops on practical AI adoption
  • Seed examples for classification or recommendation experiments

Limitations

Time-saving potential and complexity are qualitative, indicative estimates for planning, not measured results. Real outcomes depend on process quality, data, tools and adoption. Use cases in regulated areas (healthcare, finance, hiring) need privacy, consent and human review before deployment.

Related

Citation

313 Automations (2026). SMB AI Automation Use Cases. Hugging Face. https://huggingface.co/datasets/313Automations/smb-ai-automation-use-cases
Downloads last month
51

Space using 313Automations/smb-ai-automation-use-cases 1

Collection including 313Automations/smb-ai-automation-use-cases