Visual QC on production line
Camera over the belt; YOLO spots defects, classifier scores severity, PLC reroutes or rejects; LLM writes the note.
Contract clause review vs playbook
LLM compares each clause to the playbook, flags deviations with risk scores, drafts fallback language.
Call quality scoring
STT every call; score against the checklist + compliance + sentiment; LLM drafts 3 coaching points per call.
Marketing email + 3 ranked variants
Brief in; LLM drafts 3 brand-voice variants; predictive ranker scores expected open-rate; pick the winner.
Expense receipt → ERP line
Snap a receipt; vision-LLM extracts fields, policy rules check the limit + map GL, line posts to Concur/SAP.
Knowledge base article from ticket cluster
Cluster solved tickets by problem; LLM drafts a Problem/Cause/Fix/FAQ article from real resolutions.
Translation Thai ↔ EN with brand glossary
LLM translates with a brand glossary that locks specific terms and a tone prompt that matches your brand voice.
Sales call coaching
Score every call on talk-ratio, question density, must-cover topics; LLM writes 3 coaching points.
Customer support reply draft
RAG-grounded LLM drafts an empathetic, accurate reply per ticket; agent edits and sends.
Production planning cost optimization
ML demand forecast feeds a MILP solver that finds the cheapest schedule under capacity, labour, material constraints.
Sales tacit knowledge → customer knowledge
AI debriefs senior reps with adaptive questions, extracts structured customer facts to CRM.
Lead scoring + routing
Score each inbound lead from firmographic + behavioural signals; route top tier to AEs immediately.
Bank statement reconciliation
Match bank txns to GL entries by ref/amount/date with tolerance; LLM proposes match for unstructured memos.
Outbound voice agent
Voice agent calls the customer, confirms or reschedules in conversational TTS+STT; hands off to human when confused.
Forecast → replenishment orders
Hierarchical demand forecast per SKU × location; reorder-point with lead-time + safety stock; auto-PO confident SKUs.
Product description from spec sheet
Vision-LLM reads spec sheet; brand-voice prompt + claim rules enforce tone; output is description + bullets + SEO meta.
Test case generation
LLM reads function signature + docstring; generates pytest cases for happy + edge + property-based scenarios.
Code review on PRs
AI does the first pass: lint + types, common bug patterns, security smells. Senior reviewer focuses on architecture.
Churn prediction + outreach
Score churn risk from usage + billing + tickets; pick intervention from the playbook; LLM personalises the outreach.
VOC clustering from reviews & tickets
Embed every comment, cluster by topic, score sentiment + impact, LLM names each theme. 10k comments → ~12 themes.
KYC document verification
OCR ID + address proof; face-match selfie; apply KYC tier + sanctions rules; auto-approve clean cases.
Invoice 3-way match
Extract from PO + GR + invoice; apply matching rules with tolerance; auto-pay matches; route exceptions to AP.
Email triage + draft reply
Classify each email by intent + priority, draft routine replies in your voice, surface what needs human judgement.
Meeting → minutes & action items
STT + diarisation; LLM extracts decisions, tasks, owners; published to wiki + tracker in 5 min after the call.
Talk to database
Schema-aware NL → SQL. Ask in English, get a result table plus a plain-English narration.
Virtual management meeting
Multi-agent LLMs play CFO/COO/CMO/CTO/Legal — debate the proposal for 3 rounds before the real meeting starts.
Pricing from internal + external data
Join internal cost + sales velocity with competitor scrape; estimate elasticity; recommend a price band that respects floors / ceilings.
Data → action plans & tickets
Cluster findings by impact, draft a hypothesis + plan + acceptance criteria, route via RACI, and create owned tickets in Jira.
Resume → Excel + JD-fit score
200 resumes → ranked Excel in 5 minutes. NER pulls fields, LLM scores fit against the JD with evidence, rules enforce eligibility floors.
OCR documents → Excel
Multi-page PDF bundles full of tables — detect, extract rows, normalise columns to a single schema, output one tidy spreadsheet.
Generate posters from a brief
Brief in, on-brand A2 poster draft out — LLM writes copy, image model generates the visual, brand grid enforces type and palette.
Generate SOP from voice notes
Subject-matter expert speaks for 15 minutes; AI transcribes, extracts steps and roles, and renders a formal SOP draft for review.
Auto-generate dashboard from data
Take a CSV and a question, profile columns, generate SQL, pick chart shapes by rule, and narrate the headline.
Anomaly detection & smart notification
Forecast the expected band, score the residual, write a plain-English alert with the most likely cause, and route to the owner.
IVR → STT: smart voice routing
Replace "press 1" menus with open-ended speech → STT → intent classifier → self-serve or live-agent routing.
OCR: Purchase Order → Sales Order
Read incoming PO PDFs in any layout, extract line items, validate against the catalog, and post a Sales Order in SAP.