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
- Try the free AI Readiness Checker to see which use case to start with
- 313 Automations on Hugging Face
Citation
313 Automations (2026). SMB AI Automation Use Cases. Hugging Face. https://huggingface.co/datasets/313Automations/smb-ai-automation-use-cases
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