What AI can realistically execute today vs. what still needs a human — task by task, no hype.
| # | Stage | Task | Verdict | Confidence | How AI Does It | What Human Still Does |
|---|---|---|---|---|---|---|
| 1 | Learn |
Read & understand product
Ingest product docs, specs, ebooks, URLs — understand value prop from customer POV
|
AI |
95%
|
Claude ingests any document/URL, extracts positioning, identifies USPs, generates customer persona
ClaudeCowork Skill
|
Feed it the right source materials |
| 2 | Learn |
Competitive research
Find competitors, compare pricing, positioning, features
|
AI |
85%
|
Web search + scraping via n8n, Claude summarizes and compares. Works for SaaS, fashion, courses
n8nClaudeWeb Scraping
|
Validate findings, add insider knowledge |
| 3 | Learn |
Keyword & SEO research
Find search terms, hashtags, trending topics for the product category
|
AI |
90%
|
n8n calls Google Trends API, keyword tools. Claude clusters and prioritizes keywords by intent
n8nAPIsClaude
|
Pick final keyword strategy |
| 4 | Create |
Write ad copy
Facebook ads, Google ads — headlines, body, CTA in TH/EN/VN
|
AI |
92%
|
Claude generates multiple angles per product. Already proven with product-info-writer skill (DVC). Multilingual native
Cowork SkillClaude
|
Approve final copy before going live |
| 5 | Create |
Write social captions
Facebook posts, IG captions, TikTok descriptions with hashtags
|
AI |
93%
|
Already built — product-info-writer generates TH/VN captions with emotional angles, hashtag sets. Extend to EN
Existing Skill
|
Quick review, maybe tweak voice |
| 6 | Create |
Build landing page
Simple product page with CTA, payment wall, mobile-optimized
|
AI |
88%
|
Claude generates full HTML landing pages. Already proven with ceo-brand-website skill. Deploy to Netlify in minutes
Cowork SkillNetlify
|
Connect payment gateway (Stripe/PromptPay), custom domain DNS |
| 7 | Create |
Design ad creatives
Static images, carousel graphics for Facebook/IG ads
|
Hybrid |
65%
|
AI image generation (DALL-E/Midjourney) for concepts. Canva API via MCP for templated designs. OK for simple graphics
Canva MCPAI Image Gen
|
Product photography still needs a human. Complex branded visuals need designer review. AI-generated images look "AI" — may hurt trust for fashion |
| 8 | Create |
Create video content
Short-form video for TikTok/Reels/Shorts
|
Hybrid |
40%
|
AI writes scripts, hooks, shot lists (shooting-plan skill exists). Can do basic text-overlay videos or slideshow videos via code
Existing SkillFFmpeg
|
Filming, on-camera talent, professional editing. AI video gen (Sora, Runway) not reliable enough for commercial use yet |
| 9 | Distribute |
Post to Facebook page
Schedule and publish posts with images/links
|
Hybrid |
80%
|
n8n → Facebook Graph API. Fully automatable for text + image posts. Can schedule in advance
n8nFB Graph API
|
Initial Facebook Page setup, API token setup. Approve content calendar before auto-posting |
| 10 | Distribute |
Post to Instagram
Feed posts, Stories, Reels
|
Hybrid |
60%
|
n8n → IG Graph API for feed posts and Stories. Works for image + caption. Reels more limited via API
n8nIG Graph API
|
Reels require manual upload currently. Stories with interactive elements (polls, links) need manual touch. IG API is more restrictive than FB |
| 11 | Distribute |
Post to TikTok
Upload and publish video content
|
Human |
25%
|
TikTok API exists but is extremely restricted. Content Upload API requires approved developer app. Very few automation tools work reliably
Limited API
|
Manual upload required in most cases. AI can prepare the content + caption + hashtags, but human presses publish |
| 12 | Acquire |
Create Facebook ad campaigns
Set up campaigns, ad sets, targeting, budget allocation
|
Hybrid |
70%
|
n8n → Facebook Marketing API can create campaigns, ad sets, and ads programmatically. Set budgets, targeting, schedules
n8nFB Marketing API
|
Ad account setup (one-time), payment method, business verification. Approve targeting & budget before launch. Handle ad rejections manually |
| 13 | Acquire |
Optimize ad spend
Monitor performance, adjust bids, pause underperformers, scale winners
|
Hybrid |
55%
|
n8n scheduled workflow pulls ad metrics → Claude analyzes → auto-pauses ads below ROAS threshold. Rules-based optimization
n8nClaudeFB API
|
Strategic decisions: when to scale budget, creative fatigue judgment, audience expansion. AI follows rules but can't "feel" what's working like an experienced media buyer |
| 14 | Acquire |
Email/LINE nurture sequences
Automated drip campaigns to warm leads
|
AI |
88%
|
Claude writes full sequence. n8n triggers emails/LINE messages based on lead behavior. Set once, runs forever
n8nClaudeLINE API
|
Initial sequence approval, connect LINE/email accounts |
| 15 | Acquire |
SEO content & blog posts
Write and publish SEO articles to drive organic traffic
|
AI |
85%
|
Claude writes articles with proper SEO structure, schema markup. ceo-brand-website skill already builds full /learn hubs. Auto-publish via n8n
Existing Skilln8n
|
Review for accuracy, add personal experience/quotes |
| 16 | Close |
Chatbot — first response
Auto-reply to FB/IG DMs, answer FAQs, qualify interest
|
Hybrid |
75%
|
n8n webhook → Claude responds to DMs via FB Messenger API. Can answer product questions, send pricing, collect info. Works 24/7
n8nClaudeMessenger API
|
Write the chatbot script/rules. Handle edge cases and complaints. Monitor for quality |
| 17 | Close |
Close high-ticket sales
Negotiate, handle objections, close deals > 10K THB
|
Human |
15%
|
AI can prep call notes, suggest objection handlers, draft proposals. But can't actually close
Claude (prep only)
|
Fasai or Rosme closes. This is relationship selling — trust, reading people, negotiation. AI is years away from replacing this |
| 18 | Close |
Close low-ticket via chat
Convert DM inquiries into purchases for products < 3K THB (e.g. DVC dresses, courses)
|
Human |
45%
|
Chatbot handles 60-70% of simple orders (size? color? → send payment link). But Thai customers expect human warmth in chat
n8nChatbot
|
Handle custom requests, complaints, returns. Thai market especially expects real human interaction in DM. Chatbot can triage but human closes |
| 19 | Close |
Payment collection & COD
Process payments, handle bank transfers, COD coordination
|
Human |
30%
|
Auto-payment via Stripe/PromptPay QR on landing page works for digital products. n8n can send payment reminders
Stripen8n
|
COD logistics (Thai market), bank transfer verification, refund handling. Physical product fulfillment is fully human |
| 20 | Track |
Performance dashboard
Auto-update Notion with ad spend, ROAS, leads, conversions
|
AI |
90%
|
n8n pulls FB Ads metrics, Google Analytics, Shopee data → writes to Notion DB. Claude generates weekly summary
n8nNotionAPIs
|
Interpret results, make strategic pivots |
| 21 | Track |
Lead pipeline in Notion
Auto-log leads, track status, trigger follow-ups
|
AI |
92%
|
n8n captures leads from forms/chatbot → creates Notion pages → triggers follow-up sequences. Fully automated pipeline
n8nNotion MCP
|
Review hot leads, prioritize outreach |
| 22 | Track |
Weekly performance report
Summarize what worked, what didn't, recommended next actions
|
AI |
88%
|
Scheduled n8n workflow → Claude reads Notion data → generates report → posts to Notion or sends via LINE. Like Omniboard's daily brief
n8nClaudeNotion
|
Read the report, make decisions |
With the AI agent team handling ~60% of execution, here's the realistic minimum human team.
The AI team eliminates the need for Rosme to manage: copywriters, graphic designers, social media managers, SEO writers, and reporting staff. That's 5-8 roles replaced.
Rosme's time shifts from managing a team of 80 → reviewing AI outputs (30 min/day per product) + closing high-value deals.