What size furnace does a 2600 sq ft house in Tampa, FL need?

Notes

• Tampa designs to 41°F, and that single number drives everything above. Heat loss is very close to a straight line in the indoor–outdoor difference, so a 29°F design difference gives 26.8 BTU per square foot per hour. The same house needs 79 MBH on a 35°F design day and 165 MBH at −20°F — a factor of 2.09, which is why a national "40 BTU per square foot" figure is useless in both directions.
• Two BTU numbers, and the box shows the bigger one. A 80,000 BTU/hr furnace at 96% AFUE puts 76,800 BTU/hr into the house; the rest goes up the flue. condensing, the common high-efficiency tier. The mistake to avoid is keeping the old input rating when moving to a higher efficiency — swapping an 80% unit for a 96% unit at the same input adds 12,800 BTU/hr of delivered heat the house never asked for.
• Oversizing is the expensive mistake, not undersizing. An oversized furnace satisfies the thermostat in a few minutes, shuts off, and repeats — hard on the heat exchanger and the igniter, and it leaves the house with hot-then-cold swings and cold rooms at the ends of the duct runs. Undersizing costs comfort on the four coldest nights of the year; oversizing costs comfort on all of them.
• Fuel, roughly — and it does not come from the number above. 313 heating degree days on a 2,600 ft² house works out to about 58 therms a season, 82 dollars at the national average gas price. That figure is calibrated against what households actually burn, not scaled from the sizing rule of thumb — and the two disagree by a factor of about 3.2, because the sizing table is deliberately conservative. Going from 80% to 96% AFUE here saves roughly $16 a year against an installed price difference usually in the $1,000–2,000 range, so the payback is a real calculation and not an obvious yes.
• This is a heat loss estimate, not a Manual J. The real one counts window area and orientation, insulation R-values, measured air leakage, ceiling height, duct location and how many people live in the house. A tight new build in Tampa can come in a third below this figure; a 1950s house with original windows and no wall insulation can come in a third above. Ask for the Manual J before signing — it costs a few hundred dollars on a $5,000–10,000 installation, and it is the only thing that turns the number above into a specification.
• Where the design temperature comes from. It is the 1st percentile of daily low temperatures at Tampa International Airport, 8 km from downtown Tampa, over 2015–2024 — the same kind of airport station ASHRAE measures at. The percentile was calibrated against eight airports with published ASHRAE values and reproduces them to within 2.2°F on average. Expect a degree or two of difference from a printed table; that is far smaller than the uncertainty in the house itself.