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Use when direct flights are expensive and traveler is open to layovers. Triggers on cheaper route, alternative routing, transit hub, is a layover worth it, save money with connection.
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基于 SOC 职业分类
Use when planning flights, comparing ticket prices, or asking about flight costs, airline fees, travel dates, or route options. Triggers on booking flights, cheap tickets, flight search, vé máy bay, săn vé rẻ, tối ưu chi phí bay, đặt vé, virtual interlining, or any flight-related cost question.
Use when traveler has flexible dates and wants to find the cheapest departure/return combination. Triggers on cheapest day to fly, flexible dates, when to book, price calendar.
Use when looking for airline promo codes, flash sales, or credit card discounts before booking. Triggers on promo code, discount, sale, deal, coupon, cashback, loyalty discount.
Use when advertised flight price seems too good, or when comparing LCC vs legacy carrier total costs. Triggers on hidden fees, baggage cost, true price, real cost, checkout surprise.
Use when deciding between flexible and non-refundable tickets, or when travel plans might change. Triggers on refundable vs non-refundable, cancel risk, change fee, should I buy flexible ticket.
Use when searching for flights, comparing airlines, or finding virtual interlining combinations across multiple carriers. Triggers on find flights, search routes, compare airlines, best price.
| name | route-optimization |
| description | Use when direct flights are expensive and traveler is open to layovers. Triggers on cheaper route, alternative routing, transit hub, is a layover worth it, save money with connection. |
Most travelers search for direct flights by default. They don't know that routing through a strategic hub can save $200-500 with only 2-3 extra hours. This skill quantifies that trade-off precisely: "Is $350 savings worth 2.5 extra hours?"
origin, destination (IATA codes)baseline_price and baseline_duration from flight-search (direct/fastest option)travel_purpose from profile (business travelers value time more)risk_tolerance from profileThe baseline is the direct or fastest route found by flight-search:
BASELINE: HAN → SFO
Price: $1,100 | Duration: 13.5h (direct, VN Airlines)
This is the benchmark everything else is compared against.
Based on the origin-destination pair, select top hub candidates:
Decision logic for hub selection:
| O&D Region | Top Hubs to Check | Why |
|---|---|---|
| Vietnam → US West | ICN, NRT, TPE, HKG | Short detour, competitive pricing |
| Vietnam → US East | DOH, IST, ICN | Middle East hubs or Pacific routing |
| Vietnam → Europe | IST, DOH, DXB, BKK | Turkish=cheapest, Gulf=quality |
| Vietnam → Oceania | SIN, KUL, BKK | LCC connections available |
| Vietnam → Japan | TPE, HKG | Short detour for cheaper fares |
| Intra-Vietnam | No hubs needed | Direct always optimal |
For each hub route, compute:
savings_usd = baseline_price - hub_route_price
extra_hours = hub_route_duration - baseline_duration
savings_per_hour = savings_usd / extra_hours
Value rating system:
| $/hour saved | Rating | Recommendation |
|---|---|---|
| > $100/hr | ⭐⭐⭐ Excellent | Always worth it |
| $50-100/hr | ⭐⭐ Good | Worth it for most travelers |
| $25-50/hr | ⭐ Acceptable | Worth it if flexible |
| < $25/hr | ❌ Poor | Only for extreme budget |
For each alternative route, check:
Transit visa required?
Ground transportation needed?
Minimum connection time?
Layover quality?
ROUTE ALTERNATIVES vs BASELINE: HAN → SFO ($1,100, 13.5h)
# Via Hub Price Saved Extra Time $/Hour Rating
1 ICN $750 $350 +3.0h $117/hr ⭐⭐⭐ Excellent
2 NRT $820 $280 +2.5h $112/hr ⭐⭐⭐ Excellent
3 TPE $790 $310 +4.0h $78/hr ⭐⭐ Good
4 IST $680 $420 +8.0h $53/hr ⭐⭐ Good
5 BKK+NRT $620 $480 +12.0h $40/hr ⭐ Acceptable
RECOMMENDATION (moderate risk tolerance):
Route via ICN: Best value at $117/hr saved.
You save $350 and only add 3 hours (1 layover at Incheon, one of Asia's
best airports with transit hotel and free showers).
NOTE: Route 5 involves ground+air combination. See details below.
If any route involves non-flight segments:
⚠️ GROUND TRANSPORT REQUIRED:
Route 5 (BKK+NRT): Requires separate VietJet HAN→BKK, then
overnight in Bangkok, then BKK→NRT→SFO next day.
Additional costs: Hotel $30-50, airport transfer $10-15
Net savings after ground costs: $415-445
| Profile | Threshold | Recommendation Bias |
|---|---|---|
| Business | > $100/hr | Only recommend ⭐⭐⭐ routes |
| Leisure | > $50/hr | Recommend ⭐⭐ and above |
| Budget/Remote | > $25/hr | All rated options |
| Family w/ kids | > $75/hr | Penalize 2+ stop routes, long layovers |