Stovetop reads creamier than broiled.
Measured across 130 stovetop reviews and 13 of broiled recipes
38 of 117 recipes never see an oven. You gain speed and a sauce you can fix while it's still in the pan. You give up a browned top and a set interior, because neither one happens without dry heat above the dish.
Stovetop is not the leftover category after baked takes the spotlight. On our own measured comparisons it reads creamier, saltier and more stable than three of the other four finishes it was tested against, real Welch tests, not a house opinion. What it cannot do is brown a top: only 1 of these 38 recipes carry any topping at all, because there's no dry heat above the pot to do anything with one.
Same six routes as the rest of the corpus, see the full breakdown on roux or no roux. Here's the share against the baked cohort, side by side.
| Sauce route | Recipes here | Share of stovetop | Share of baked |
|---|---|---|---|
| Roux | 12 | 32% | 54% |
| No-cook | 10 | 26% | 8% |
| Evaporated milk | 7 | 18% | 8% |
| Egg custard | 4 | 11% | 29% |
| Starch slurry | 3 | 8% | 0% |
| Sodium citrate | 2 | 5% | 2% |
No-cook and evaporated milk both take a noticeably larger share of the stovetop cohort than they do of the baked one. Neither route needs an oven to finish; a sauce that sets by egg or by an hour of baking has less reason to stay on the stove in the first place. Roux still leads here too, 12 of 38 recipes, so the most common route in the corpus stays the most common route on the stove.
Every finish pair in this corpus was tested against every outcome we track, keeping only what survived. Stovetop is on the winning side of three of the finish facet's comparisons.
Stovetop reads creamier than broiled.
Measured across 130 stovetop reviews and 13 of broiled recipes
Stovetop reads saltier than baked.
Measured across 16 stovetop reviews and 21 of baked recipes
Stovetop reads smoother than slow cooker.
Measured across 80 stovetop reviews and 47 of slow cooker recipes
Not tested against every other finish on every outcome: stovetop against baked on creaminess or stability, for instance, is a pairing this corpus does not have enough separation to call.
Both are mechanical, not a matter of technique. Neither happens without dry heat sitting above an open dish for a while.
37 of 38 stovetop recipes carry no topping at all. There is nothing to brown: a pot on a burner has no exposed surface for dry heat to dehydrate the way the top of a baking dish does. Same story with the pasta: undercooking it going in is tagged on only 1 of 38 stovetop recipes, because a stovetop sauce is eaten as soon as it comes together and never gets a second cooking stage to finish the noodle in. Neither is a flaw in the method. It's what leaving the oven out actually removes.
This one is practitioner knowledge, not a corpus claim: a sauce cooking on a burner is a sauce you can taste, thin, thicken or re-salt before it reaches the table. A baked sauce is sealed into a dish for twenty-five minutes with no chance to intervene. Nothing in this config measures how often that correction happens or what it's worth, so this page states it as a plain, unmeasured advantage rather than dressing it up as a finding.
Still the most common route in the stovetop cohort. You get the full benefit of correcting the sauce as it cooks, since nothing here needs to go in the oven to finish.
What to do: cook the flour into the butter a minute before the milk goes in, then taste and adjust salt right before serving.
Nothing stands between the cheese and the pasta's own heat, which is why it concentrates on the stovetop rather than the baked cohort. See which cheeses actually melt well before picking one for this route.
What to do: drain the pasta, let it sit off heat for a minute, then stir the cheese in by hand.
No stovetop route browns a top or sets an interior the way baking does. See the baked cohort if that's the version you actually want tonight.
What to do: if you're set on a crust, finish the stovetop sauce in a dish under the broiler for a few minutes instead of skipping it.
These 38 recipes are different recipes by different authors, not one sauce made two ways. The route table shows what the stovetop cohort does, not what staying on the stove causes.
No field in this corpus tracks whether a cook adjusted a stovetop sauce mid-cook or what it changed. That section is practitioner advice, stated as such.
Both routes appear on the stovetop more than in the baked cohort, but the counts behind that are small enough that one or two recipes would change the picture.
Salt percentage and melt index carry no fitted vector in this corpus's model, on the stovetop or anywhere else. We can show what the cohort does; we cannot show that doing it caused an outcome.