{
  "response": {
    "Key": "IAH-PVR",
    "orig": {
      "code": "IAH",
      "type": "airport",
      "city": "Houston",
      "fullCity": "Houston, Texas",
      "airport": "George Bush Intercontinental Airport"
    },
    "dest": {
      "code": "PVR",
      "type": "airport",
      "city": "Puerto Vallarta",
      "fullCity": "Puerto Vallarta, Jalisco",
      "airport": "Gustavo Díaz Ordaz Intl Airport"
    },
    "faq": {
      "q0": {
        "question": "What is the typical flight duration from Houston to Puerto Vallarta?",
        "answer": "A nonstop flight from Houston (IAH) to Puerto Vallarta (PVR) typically takes about 2 hours 30 minutes to 2 hours 45 minutes. With one stop, most commonly in Mexico City or Dallas/Fort Worth, total travel time usually ranges from 5 to 7 hours. The return flight from Puerto Vallarta to Houston is often slightly shorter, around 2 hours 20 minutes nonstop. United Airlines and Southwest offer the fastest nonstop options."
      },
      "q1": {
        "question": "Are there any direct flights from Houston to Puerto Vallarta?",
        "answer": "Yes, there are direct non‑stop flights from Houston (IAH) to Puerto Vallarta (PVR), operated by United Airlines with daily service. United runs about 58 weekly flights, with multiple departures each day typically between 8:00 AM and 12:30 PM.",
        "methodology": "Airlines and weekly frequencies are compiled from our flight-schedule database, which combines published airline timetables, U.S. government schedule data from the Bureau of Transportation Statistics (BTS), and observed flight operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). We count each operating carrier's scheduled weekly departures and the days it flies; where there is no nonstop service, connecting carriers are identified by linking scheduled nonstop segments through common hub airports. Carrier service and weekly frequencies are summarized from our flight-schedule database, which draws on published airline timetables, U.S. government schedule data, and observed operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). Where available, on-time and cancellation rates come from the U.S. Bureau of Transportation Statistics (BTS) Airline On-Time Performance dataset, and typical fares from the U.S. DOT Airline Origin and Destination Survey (DB1B), a quarterly 10% sample of tickets sold.",
        "toolsUsed": [
          "route_airlines",
          "flight_schedule"
        ]
      },
      "q2": {
        "question": "Are there visa requirements to travel from Houston to Puerto Vallarta?",
        "answer": "Yes, there are visa requirements. U.S. citizens traveling from Houston to Puerto Vallarta (Mexico) do not need a visa for tourism stays under 180 days, but must have a valid U.S. passport. Citizens of other countries may need a Mexican visa depending on their nationality, unless they hold a valid visa or permanent residence from the U.S., Canada, Japan, the UK, or Schengen countries, which exempts them from a Mexican visa. For the return, Mexico has no exit visa requirements, but entry to the U.S. follows standard U.S. visa or ESTA rules based on nationality."
      },
      "q3": {
        "question": "What are the ground transportation options in Puerto Vallarta?",
        "answer": "Puerto Vallarta's Licenciado Gustavo Díaz Ordaz International Airport (PVR) is just a few miles north of the city center. Taxis are the most convenient and widely used option: you must purchase a ticket from an authorized taxi booth inside the terminal, with fixed rates to your zone. Ride-share services like Uber are available but cannot pick up directly from the airport curb; you may need to walk outside the airport boundary to meet them. Public buses stop on the main road outside the airport and offer the cheapest ride to downtown for a small fare, but they can be crowded with luggage. Car rentals are available at the airport but driving and parking in central Puerto Vallarta can be challenging. There is no rail or metro service. Most travelers use the official airport taxis for a straightforward and reliable transfer."
      },
      "q4": {
        "question": "When is the cheapest time to fly from Houston to Puerto Vallarta?",
        "answer": "The cheapest time to fly from Houston to Puerto Vallarta is in the low season, especially September (average $626), August ($640), and October ($643), while the most expensive months are March (average $798), May ($793), and December ($788), which fall in the high and shoulder seasons.",
        "methodology": "This 'good deal' estimate shows a representative best price for each departure date across roughly a 12-month window (about 3 months back and 9 months forward). It is built from real flight prices found by Priceline users searching this route, accumulated into a price history for each departure date. Rather than weighting all of that history equally, we apply exponential time decay so recent prices dominate — a price seen yesterday counts almost in full, one from about a month ago roughly a third, and prices from a few months back very little — giving a figure that tracks today's market instead of a stale long-run average. Clear price outliers are removed before any calculation, departure dates with no observations are filled in from nearby dates, and the resulting curve is lightly smoothed so it reads as a clean seasonal trend rather than day-to-day noise.",
        "toolsUsed": [
          "seasonal_prices"
        ]
      },
      "q5": {
        "question": "How far in advance should I book tickets from Houston to Puerto Vallarta?",
        "answer": "For the best fares from Houston (IAH) to Puerto Vallarta (PVR), aim to book about 21–24 weeks in advance, when average prices hover around $663. The absolute lowest fares appear roughly 160 days before departure at $653, while last‑minute bookings (0–5 days out) can spike to $926–$989. During peak summer or holiday periods, demand may push optimal booking a few weeks earlier, so locking in 5–6 months ahead is a safer bet for those seasons.",
        "methodology": "This booking-window guidance is built from the same real flight prices found by Priceline users searching this route, re-grouped by how many days before departure each price was seen (from the departure day out to about 180 days ahead) across the route's price history. At each booking lead time we report the 25th-percentile price — the cheaper end of what travelers were quoted, rather than the rock-bottom minimum (which can be a fluke) or the average (which is pulled up by expensive last-minute fares). The buy-or-wait advice then applies a risk premium that grows as departure approaches, since seat availability shrinks and prices become less predictable; using that adjusted curve we flag windows where waiting is likely to save a meaningful amount (at least $20 or 5%) versus windows where booking now is the better call. Isolated single-day recommendations are filtered out, so the advice only reflects a window that holds for several days in a row.",
        "toolsUsed": [
          "booking_timing"
        ]
      },
      "q6": {
        "question": "Are overnight (red‑eye) flights available from Houston to Puerto Vallarta?",
        "answer": "There are no nonstop red-eye flights from Houston (IAH) to Puerto Vallarta (PVR). Connecting itineraries with an overnight leg do exist — for example, a late United departure from IAH to San Francisco around 10:00 PM arriving just past midnight, followed by a morning connection to PVR — but no direct overnight service operates on this route.",
        "methodology": "Red-eye flights are identified from scheduled local departure and arrival times in our flight-schedule database — built from published airline timetables and official schedule data, including U.S. Department of Transportation records for domestic routes — flagging services that depart late at night and arrive the following morning; for connecting itineraries the red-eye is based on the timing of the overnight long-haul leg.",
        "toolsUsed": [
          "redeye_flights"
        ]
      },
      "q7": {
        "question": "Which airlines usually operate this route from Houston to Puerto Vallarta?",
        "answer": "United Airlines operates nonstop flights from Houston (IAH) to Puerto Vallarta (PVR) with daily service and a typical median fare around $868. The schedule data shows multiple departures each day, making it the primary nonstop carrier on this route.",
        "methodology": "Airlines and weekly frequencies are compiled from our flight-schedule database, which combines published airline timetables, U.S. government schedule data from the Bureau of Transportation Statistics (BTS), and observed flight operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). We count each operating carrier's scheduled weekly departures and the days it flies; where there is no nonstop service, connecting carriers are identified by linking scheduled nonstop segments through common hub airports. Where a median fare is shown for a carrier, it reflects the real fares Priceline users found on this route in the last 72 hours.",
        "relevant": true,
        "toolsUsed": [
          "route_airlines"
        ]
      },
      "q8": {
        "question": "If I need a connection, what are common layover cities between Houston and Puerto Vallarta?",
        "answer": "Common layover cities include Mexico City, Dallas, and Phoenix. Mexico City offers broad connections as a major hub with many onward flights to Puerto Vallarta. Dallas and Phoenix provide efficient transfers with competitive total travel times, often avoiding long detours."
      },
      "q9": {
        "question": "How reliable are on‑time departures on this route from Houston to Puerto Vallarta?",
        "answer": "On‑time reliability is generally good, though afternoon thunderstorms in Houston can cause delays. Early‑morning departures, particularly on United Airlines, tend to have the best punctuality."
      },
      "q10": {
        "question": "Which months have the best weather for traveling to Puerto Vallarta?",
        "answer": "November through April offers sunny, warm days with low humidity and fewer tourists outside holiday weeks."
      },
      "q11": {
        "question": "What documents should I bring with me to the airport when flying from Houston to Puerto Vallarta?",
        "answer": "Bring a passport valid for at least six months beyond your travel date, a completed Mexico tourist card (FMM), proof of onward or return travel, and a payment method for baggage. No visa is required for U.S. citizens for tourism under 180 days. No vaccination certificates are currently required."
      },
      "q12": {
        "question": "Which airport should I use in Puerto Vallarta?",
        "answer": "Puerto Vallarta International Airport (PVR) is the only commercial airport serving the city. It is located about 4 miles north of downtown, close to the Hotel Zone and Marina Vallarta."
      },
      "q13": {
        "question": "How do I get to George Bush Intercontinental Airport from the city center?",
        "answer": "From downtown Houston to George Bush Intercontinental, METRO bus 102 takes about 50–70 min and is the cheapest. Shared shuttles cost more, rideshares and taxis are fastest at 25–35 min but pricier, and driving with parking is convenient but most expensive."
      },
      "q14": {
        "question": "Are there hotels or sleeping facilities at Puerto Vallarta airport?",
        "answer": "Puerto Vallarta airport has no on-site hotels, capsule hotels or sleeping pods. The closest hotels are a short taxi or ride-share trip away, with many in the Marina Vallarta area offering shuttle service."
      },
      "q15": {
        "question": "Are there currency exchange offices, prayer rooms and Wi‑Fi at Gustavo Díaz Ordaz Intl Airport?",
        "answer": "Puerto Vallarta Airport has currency exchange offices in the main terminal near arrivals and departures, a small chapel in the public area, and free Wi‑Fi available throughout the terminal."
      },
      "q16": {
        "question": "Are there accessible services or children's facilities at the Houston and Puerto Vallarta airports?",
        "answer": "Houston George Bush Intercontinental offers wheelchair assistance, accessible restrooms, and a children’s play area in Terminal A. Puerto Vallarta Airport provides wheelchair services and accessible facilities; request assistance at least 48 hours in advance through your airline. No dedicated children’s play area is available at PVR."
      },
      "q17": {
        "question": "What aircraft are typically used on flights from Houston to Puerto Vallarta?",
        "answer": "Nonstop flights from Houston (IAH) to Puerto Vallarta (PVR) are typically operated with Boeing 737-800 aircraft by United, while Southwest's nonstop service shows an unspecified type in the schedule data. On connecting itineraries, the most common long-leg aircraft include the Boeing 737-800, Airbus A321-100, and Boeing 737 MAX 9, though the exact aircraft can vary by day and airline. Wi-Fi and seatback entertainment are widely available on these modern narrowbody jets.",
        "methodology": "Aircraft types are taken from the equipment each operating carrier schedules on this route, drawn from published airline timetables and airline equipment schedules in our flight-schedule database. They describe typical scheduled aircraft and can vary with seasonal or day-of-week assignments and last-minute equipment swaps.",
        "toolsUsed": [
          "route_aircraft"
        ]
      },
      "q18": {
        "question": "Which airline alliances serve flights from Houston to Puerto Vallarta?",
        "answer": "United Airlines, a Star Alliance member, is the only carrier operating nonstop between Houston (IAH) and Puerto Vallarta (PVR) according to schedule data, so Star Alliance is the sole alliance with nonstop service on this route. Other alliances may serve it via connections, but no other airline appears in the schedule data for this city pair.",
        "methodology": "Airlines and weekly frequencies are compiled from our flight-schedule database, which combines published airline timetables, U.S. government schedule data from the Bureau of Transportation Statistics (BTS), and observed flight operations from the EUROCONTROL/OpenSky Open Performance Data Initiative (OPDI). We count each operating carrier's scheduled weekly departures and the days it flies; where there is no nonstop service, connecting carriers are identified by linking scheduled nonstop segments through common hub airports.",
        "toolsUsed": [
          "route_airlines"
        ]
      },
      "q20": {
        "question": "What are the best airport lounge options when departing from Houston?",
        "answer": "At Houston Bush Intercontinental, United Airlines operates multiple United Clubs and a United Polaris Lounge in Terminal E for international premium‑cabin passengers, offering sit‑down dining and showers. American Airlines has an Admirals Club in Terminal A. Priority Pass members can access the KLM Crown Lounge in Terminal D or the Air France Lounge in Terminal D, both providing complimentary food and drinks."
      },
      "q21": {
        "question": "What is the baggage allowance on this route from Houston to Puerto Vallarta?",
        "answer": "For flights from Houston to Puerto Vallarta, baggage allowance depends on the airline and fare class. Basic economy tickets are restrictive and may not include a checked bag, while standard international economy fares typically include one checked bag and a carry-on. Premium cabins and higher fare classes offer additional allowance. Always verify with your airline before flying."
      },
      "q22": {
        "question": "What cabin and seat options are typical from Houston to Puerto Vallarta?",
        "answer": "Flights from Houston to Puerto Vallarta generally offer Economy. Premium Economy and flat-bed Business are uncommon on this short international route."
      },
      "q23": {
        "question": "Are same‑day changes or standby possible on this route?",
        "answer": "Same-day changes and standby depend on the airline and fare class, with flexible and premium tickets offering more leniency, while basic economy typically does not allow them."
      },
      "q24": {
        "question": "What are the cheapest days and times to fly from Houston to Puerto Vallarta?",
        "answer": "The cheapest day to fly from Houston to Puerto Vallarta is Monday, with an average fare of $951, while Saturday is the most expensive at $1,175. The cheapest time of day to depart is midday, with a minimum fare of $498, and late night is the priciest slot at $2,227.",
        "methodology": "The cheapest day of the week and time of day to depart are drawn from the same large sample of real fares Priceline users found on this route in the last 72 hours, grouped by the day of the week and by the time-of-day window of the outbound departure, with the lowest and average price reported for each.",
        "relevant": true,
        "toolsUsed": [
          "departure_timing"
        ]
      },
      "q25": {
        "question": "What is a good price for a flight from Houston to Puerto Vallarta?",
        "answer": "A good fare for a flight from Houston to Puerto Vallarta is anything under $600, which is the great-deal threshold. Typical prices on this route are around $802, with most fares falling between $600 and $1,000.",
        "methodology": "The typical price, the lowest fare, a 'great deal' threshold, and how fares are spread across price bands are summarized from a large sample of the real fares Priceline users found on this route in the last 72 hours, with a small fraction of extreme outlier fares excluded from the range.",
        "relevant": true,
        "toolsUsed": [
          "price_context"
        ]
      }
    }
  }
}