📈💰🤖
Agentic AI in Action
Smart Trading Assistant — Buy Low, Sell High
One amount. AI does the research, timing, execution, and monitoring.
The User Prompt
"I have $5,000 to invest. Find me the best buy-low opportunities right now and set up automatic sell targets."
One sentence triggers an 11-step agentic workflow — scanning market data, analyzing technical indicators, screening for undervalued stocks, validating your account, executing trades, setting stop-loss and take-profit orders, and monitoring positions with real-time alerts.
What ContextWeaver Does
1
Scan Market for Buy-Low Opportunities
Market Data API
AI Analysis
screen_stocks(criteria=["oversold_rsi", "near_52w_low", "strong_fundamentals", "high_volume_spike"], budget=5000)
"Scanned 3,500+ stocks. Found 12 oversold with strong fundamentals. Top 5 buy-low candidates:
CRWD CrowdStrike — $218 (down 15% this month, RSI 28) • Earnings beat, sector rotation dip
SHOP Shopify — $62 (near 52-week low, RSI 31) • Strong revenue growth, oversold on macro fears
AMD AMD — $142 (down 12%, RSI 33) • AI chip demand intact, temporary sell-off
NET Cloudflare — $78 (down 18%, RSI 27) • 30% revenue growth, beaten down with tech sector
DKNG DraftKings — $34 (near support level, RSI 30) • Sports betting expansion, profitable last quarter
Want me to break down any of these, or should I build a portfolio?"
CRWD CrowdStrike — $218 (down 15% this month, RSI 28) • Earnings beat, sector rotation dip
SHOP Shopify — $62 (near 52-week low, RSI 31) • Strong revenue growth, oversold on macro fears
AMD AMD — $142 (down 12%, RSI 33) • AI chip demand intact, temporary sell-off
NET Cloudflare — $78 (down 18%, RSI 27) • 30% revenue growth, beaten down with tech sector
DKNG DraftKings — $34 (near support level, RSI 30) • Sports betting expansion, profitable last quarter
Want me to break down any of these, or should I build a portfolio?"
2
User Sets Strategy
Voice Input
"Split it across the top 3. Set sells at 15% profit and stop losses at 8% down."
3
AI Builds Trade Plan
AI Analysis
"Here's your trade plan for $5,000 split across 3 positions:
Maximum risk: -$392 (8%) • Reward target: +$735 (15%) • Risk/Reward: 1:1.9
Shall I execute?"
| Stock | Buy Price | Shares | Cost | Sell Target (+15%) | Stop Loss (-8%) | Profit Target |
|---|---|---|---|---|---|---|
| CRWD | $218.00 | 7 | $1,526 | $250.70 | $200.56 | +$228.90 |
| SHOP | $62.00 | 27 | $1,674 | $71.30 | $57.04 | +$251.10 |
| AMD | $142.00 | 12 | $1,704 | $163.30 | $130.64 | +$255.60 |
| Total | $4,904 | Cash reserve: $96 | +$735.60 | |||
Shall I execute?"
4
Validate Brokerage Account
Brokerage API
get_account(broker="alpaca") — API key from @vault:cw-pvt-ajay-alpaca-api-key
"Brokerage account verified:
• Buying power: $12,450 (sufficient for $4,904)
• Pattern day trader: No
• Account type: Individual margin
✅ Ready to execute."
• Buying power: $12,450 (sufficient for $4,904)
• Pattern day trader: No
• Account type: Individual margin
✅ Ready to execute."
Brokerage API key from locked connector vault — per-user, never exposed
5
User Confirms
Voice Input
"Execute all three trades."
6
Execute Buy Orders
Brokerage API
place_order(symbol="CRWD", side="buy", qty=7, type="limit", price=218.00)place_order(symbol="SHOP", side="buy", qty=27, type="limit", price=62.00)place_order(symbol="AMD", side="buy", qty=12, type="limit", price=142.00)
"All 3 orders submitted as limit orders (not market, to protect from slippage):
✅ CRWD: 7 shares @ $218.00 — FILLED @ $217.85
✅ SHOP: 27 shares @ $62.00 — FILLED @ $61.92
✅ AMD: 12 shares @ $142.00 — FILLED @ $141.80
Total invested: $4,897.39"
✅ CRWD: 7 shares @ $218.00 — FILLED @ $217.85
✅ SHOP: 27 shares @ $62.00 — FILLED @ $61.92
✅ AMD: 12 shares @ $142.00 — FILLED @ $141.80
Total invested: $4,897.39"
7
Set Stop-Loss & Take-Profit Orders
Brokerage API
place_oco_order(symbol="CRWD", qty=7, take_profit=250.70, stop_loss=200.56)place_oco_order(symbol="SHOP", qty=27, take_profit=71.30, stop_loss=57.04)place_oco_order(symbol="AMD", qty=12, take_profit=163.30, stop_loss=130.64)
"OCO (One-Cancels-Other) orders set for all 3 positions:
🟢 CRWD: sell at $250.70 (profit) OR $200.56 (stop-loss)
🟢 SHOP: sell at $71.30 (profit) OR $57.04 (stop-loss)
🟢 AMD: sell at $163.30 (profit) OR $130.64 (stop-loss)
These are automatic — the broker executes them even if you're offline."
🟢 CRWD: sell at $250.70 (profit) OR $200.56 (stop-loss)
🟢 SHOP: sell at $71.30 (profit) OR $57.04 (stop-loss)
🟢 AMD: sell at $163.30 (profit) OR $130.64 (stop-loss)
These are automatic — the broker executes them even if you're offline."
8
Set Up Real-Time Monitoring
Market Data API
Notifications
create_alert(symbols=["CRWD","SHOP","AMD"], conditions=["price_move_5pct", "volume_spike", "earnings_date", "analyst_upgrade"])
"Monitoring active. I'll alert you via Teams/SMS when:
• Any position moves ±5% in a day
• Unusual volume spike detected
• Earnings date approaching (7 days before)
• Analyst upgrade or downgrade
• Stop-loss or take-profit triggered"
• Any position moves ±5% in a day
• Unusual volume spike detected
• Earnings date approaching (7 days before)
• Analyst upgrade or downgrade
• Stop-loss or take-profit triggered"
9
Daily Portfolio Check-In
Voice Input (next day)
"How are my trades doing?"
"Portfolio update (Day 2):
CRWD $223.40 +2.5% ($38.85 gain) — recovering nicely, RSI improving
SHOP $63.20 +2.1% ($34.56 gain) — bouncing off support, volume increasing
AMD $139.50 -1.6% ($27.60 loss) — sector still weak, but within range
Overall: +$45.81 (+0.9%) • No stop-losses triggered • All targets intact
Recommendation: Hold all positions — thesis unchanged."
CRWD $223.40 +2.5% ($38.85 gain) — recovering nicely, RSI improving
SHOP $63.20 +2.1% ($34.56 gain) — bouncing off support, volume increasing
AMD $139.50 -1.6% ($27.60 loss) — sector still weak, but within range
Overall: +$45.81 (+0.9%) • No stop-losses triggered • All targets intact
Recommendation: Hold all positions — thesis unchanged."
10
Take-Profit Triggered!
Auto-Alert
"🎉 SHOP hit your take-profit target!
Sold 27 shares @ $71.30
Bought @ $61.92 • Sold @ $71.30
Profit: +$253.26 (+15.2%) in 11 days
Remaining positions: CRWD ($231 +6%), AMD ($148 +4.4%)
Want me to reinvest the $1,925 from the SHOP sale?"
Sold 27 shares @ $71.30
Bought @ $61.92 • Sold @ $71.30
Profit: +$253.26 (+15.2%) in 11 days
Remaining positions: CRWD ($231 +6%), AMD ($148 +4.4%)
Want me to reinvest the $1,925 from the SHOP sale?"
11
User Decides Next Move
Voice Input
"Nice! Find me another buy-low opportunity with that money."
"Scanning for new opportunities with your $1,925... 🔍
The cycle continues — buy low, sell high, reinvest."
The cycle continues — buy low, sell high, reinvest."
What Makes This Possible in ContextWeaver
| Capability | How It's Used |
|---|---|
| AI stock screening | Analyzes RSI, 52-week ranges, fundamentals, volume patterns, and sector trends to find oversold stocks with strong recovery potential |
| Multi-connector orchestration | One plugin chains Market Data + Brokerage + Notifications + Calendar into a continuous trading workflow |
| Locked connector + vault | Brokerage API credentials are in a locked connector — each user's API key/secret resolved from their private vault scope. No one can see or override another user's trading credentials |
| OCO order management | Automatically creates One-Cancels-Other orders (take-profit + stop-loss) so the broker executes even when the user is offline |
| Continuous monitoring | Market data connector watches positions in real-time, sends alerts on price moves, volume spikes, earnings, analyst changes |
| Conversational trading | User speaks naturally ("split across top 3", "how are my trades doing?") — AI translates to precise trading actions |
| Risk management | AI calculates position sizing, risk/reward ratios, maximum drawdown, and enforces stop-losses before executing |
| Reinvestment loop | When a take-profit triggers, the agent proactively suggests new opportunities — a continuous buy-low-sell-high cycle |
Can Anyone Else Do This Today?
| Platform | Verdict | Why Not |
|---|---|---|
| Robinhood / Webull | ⚠️ Partial | Can place trades and set price alerts, but no AI screening, no automated buy-low strategy, no voice, no risk analysis before execution |
| ChatGPT | ⚠️ Partial | Can discuss strategies and analyze stocks, but can't access live market data, can't execute trades, can't set real orders |
| TradingView | ⚠️ Partial | Excellent charting and screening, but no conversational AI, no automatic order placement, no voice interface, manual execution |
| Alpaca / IBKR Algo Trading | ⚠️ Partial | API for automated trading, but requires writing Python code, no natural language, no conversational refinement, no AI screening |
| Wealthfront / Betterment | ⚠️ Limited | Automated investing but index funds only, no individual stock picks, no buy-low-sell-high strategy, no user control |
 ContextWeaver |
✅ Full Flow | AI stock screening, risk analysis, automated trade execution, OCO orders, real-time monitoring, voice commands, continuous reinvestment loop — all with vault-secured brokerage credentials per user |
The key differentiator: No other platform lets you say "invest $5,000 buy low sell high" and have AI screen 3,500 stocks, build a risk-managed portfolio, execute limit orders, set automatic take-profit and stop-loss, monitor in real-time, and reinvest profits — all in one voice conversation with each user's brokerage credentials secured in a locked vault connector.
Disclaimer: This scenario is for demonstration purposes. All trading involves risk. Past performance does not guarantee future results. Always consult a financial advisor before making investment decisions. ContextWeaver provides the orchestration platform — trading strategies are the user's responsibility.
Connectors Used in This Scenario
📈
Market Data
Polygon.io / Alpha Vantage
🔒 API key in vault
🏦
Brokerage
Alpaca / IBKR / TD
🔒 LOCKED connector
📅
Microsoft Graph
Calendar + email
🔒 OAuth in vault
🔔
Notifications
Teams / SMS / Email
🔒 Webhook in vault
Brokerage connector is LOCKED — each user's API key/secret resolved from their private vault scope. No extensions, no overrides, no credential sharing.